From 4a6f2ec654ed3a6f1dd19c22706ea68156a6f404 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 11:47:10 -0700
Subject: [PATCH 01/14] Prototype deterministic intelligent terrarium core

---
 experiments/intelligent-terrarium/KEEPER.md   | 239 ++++++++++++++++++
 .../intelligent-terrarium/package.json        |   9 +
 .../intelligent-terrarium/src/canonical.mjs   |  40 +++
 .../intelligent-terrarium/src/cgroup.mjs      |  36 +++
 experiments/intelligent-terrarium/src/cli.mjs |  76 ++++++
 .../intelligent-terrarium/src/core.mjs        | 225 +++++++++++++++++
 .../intelligent-terrarium/src/prng.mjs        |  46 ++++
 .../intelligent-terrarium/src/repository.mjs  | 146 +++++++++++
 .../intelligent-terrarium/src/sleep.mjs       | 108 ++++++++
 .../intelligent-terrarium/test/core.test.mjs  |  49 ++++
 .../test/repository.test.mjs                  |  65 +++++
 11 files changed, 1039 insertions(+)
 create mode 100644 experiments/intelligent-terrarium/KEEPER.md
 create mode 100644 experiments/intelligent-terrarium/package.json
 create mode 100644 experiments/intelligent-terrarium/src/canonical.mjs
 create mode 100644 experiments/intelligent-terrarium/src/cgroup.mjs
 create mode 100644 experiments/intelligent-terrarium/src/cli.mjs
 create mode 100644 experiments/intelligent-terrarium/src/core.mjs
 create mode 100644 experiments/intelligent-terrarium/src/prng.mjs
 create mode 100644 experiments/intelligent-terrarium/src/repository.mjs
 create mode 100644 experiments/intelligent-terrarium/src/sleep.mjs
 create mode 100644 experiments/intelligent-terrarium/test/core.test.mjs
 create mode 100644 experiments/intelligent-terrarium/test/repository.test.mjs

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
new file mode 100644
index 0000000000..807b508ba5
--- /dev/null
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -0,0 +1,239 @@
+# Intelligent Terrarium — keeper recap
+
+Updated: 2026-07-23 (America/Los_Angeles)
+
+This is the living design and decision log for a persistent, generative 3D
+intelligence hosted experimentally on `jastow` (`jas-nzxt`). Nothing here is a
+production deployment. The working branch is `agent/intelligent-terrarium` in
+the sparse worktree `/Users/jas/aesthetic-computer/.worktrees/intelligent-terrarium`.
+
+## Outcome
+
+Build the first slice as one bounded, authoritative `terrariumd` process plus
+one browser visitor. The authority owns simulation, identity-bound actions,
+semantic sound events, and persistence. The browser owns rendering and sound
+synthesis, never world truth. Durable growth is replayable text data in a
+separate Git repository; model weights, caches, tokens, and derived binaries
+never enter autobiographical history.
+
+```mermaid
+flowchart TD
+  V[AC visitor<br/>WebGL + gamepad] -->|token + input| A[terrariumd authority]
+  A -->|snapshots + sonic events| V
+  A --> M[bounded active mind]
+  M --> J[seed + event journal]
+  J --> S[sleep checkpoint]
+  S --> G[local Git commit]
+```
+
+## Discovery
+
+### Aesthetic Computer seams to reuse
+
+- `session-server/world-manager.mjs` is the current generic authoritative 3D
+  pattern: fixed simulation, per-client snapshots, WS lifecycle, UDP fast path,
+  and browser interpolation. Terrarium should reuse its separation of authority
+  and transport, but can begin at 10 Hz simulation / 5 Hz snapshots rather than
+  arena's movement-oriented 60 / 30 Hz.
+- `disks/arena.mjs`, `lib/3d.mjs`, and the Three.js-backed `Form` API already
+  supply WebGL scenes, cameras, geometry, VR/controller plumbing, and remote
+  interpolation. The eventual AC piece should stay hidden from `list` until the
+  access boundary is reviewed.
+- AC pieces can request the logged-in access token with `api.authorize()`.
+  `session-server`'s newer `fight:auth` flow validates that token at Auth0 and
+  resolves the handle server-side. This is the required model. The current
+  `arena:hello {handle}` flow trusts a client string and is not sufficient for
+  terrarium admission or authorship.
+- AC's synth supports stereo `pan` and per-event volume. No browser 3D panner is
+  currently shared with pieces. For the first slice, convert authoritative 3D
+  source coordinates to listener-relative equal-power pan and distance rolloff;
+  keep the wire event semantic so HRTF/WebAudio panning can replace the renderer
+  later without changing the mind or journal.
+- `docs/AGENT-MEMORY-LOCAL-FIRST.md` demonstrates encrypted append-only event
+  records and checkpoint lineage. Terrarium uses the append/checkpoint ideas,
+  but its world autobiography is deliberately human-reviewable Git data rather
+  than opaque agent transcripts.
+
+### `jastow` read-only inventory
+
+Observed 2026-07-23 around 11:36 PDT:
+
+- Fedora 43, Linux 7.1.4, 12 CPU threads, 15 GiB RAM, 8 GiB swap.
+- 1.9 GiB RAM used, 13 GiB available, zero swap use, and zero current CPU,
+  memory, or I/O PSI pressure. Root/home had about 912 GiB free.
+- RTX 3070, NVIDIA driver 580.173.02. At the sample it was 100% utilized,
+  3.33 GiB VRAM used, and 4.51 GiB free. `matador-miner` owned about 3.30 GiB
+  VRAM and about two CPU cores. Do not stop or reconfigure it without a keeper
+  decision; initial inference must assume the GPU is unavailable.
+- Present: `nvidia-smi`, Python 3.14.6, Node 22.21.1, Podman 5.8.4, Docker
+  29.6.2.
+- Absent from PATH: CUDA `nvcc`, Ollama, llama.cpp CLIs/server, vLLM, Conda,
+  and Micromamba. The system Python has no NumPy, PyTorch, Transformers,
+  llama-cpp-python, ONNX Runtime, sentence-transformers, or FAISS. No local
+  container images, running containers, or common model caches were found.
+- `/home/me/aesthetic-computer` is on `main` with unrelated untracked
+  `docs/native-fedora.md` and `scripts/fedora-native-setup.sh`; leave both alone.
+
+Neo itself had less than 1 GiB free, so a full second monorepo checkout failed.
+The keeper worktree is sparse (root files plus `experiments/`) and consumes only
+about 6 MiB. No unrelated dirty files were changed.
+
+## Architecture invariants
+
+1. **One writer:** `terrariumd` is the only writer of world state and journal
+   sequence numbers. Clients submit intentions, never mutations.
+2. **Identity is verified:** admission is `token -> Auth0 userinfo -> account
+   sub -> current AC handle`. Client-provided handles are display hints only.
+   Tokens, email, IP addresses, and Auth0 payloads are never journaled.
+3. **Deterministic core:** a versioned seed and PRNG cursor plus ordered events
+   reproduce a checkpoint hash. Wall-clock time is converted at the boundary
+   into explicit events; core simulation never reads it implicitly.
+4. **Bounded mind:** every queue, visitor set, spatial index, recall set, prompt,
+   and context window has a fixed maximum. The whole process group runs under a
+   cgroup hard limit, not a hopeful dashboard threshold.
+5. **Semantic sound:** the authority emits compact events such as
+   `{id, tick, kind, source:[x,y,z], voice, pitch, intensity, radius, duration,
+   cause}`. Clients deduplicate by `id` and render locally. No live audio stream
+   is part of world truth.
+6. **Git is sleep, not the hot database:** append journal segments during wake;
+   on sleep, fsync and close the segment, write an atomic checkpoint and
+   autobiographical summary, verify replay, then commit only if content changed.
+   No automatic push.
+7. **Crash safety:** the last valid commit plus any fully written, checksummed
+   journal records is sufficient for recovery. A partially written tail is
+   quarantined, never guessed through.
+
+### Durable state repository on `jastow`
+
+Proposed location, to create only after a keeper decision:
+`/home/me/intelligent-terrarium-state`. Keep it separate from
+`/home/me/aesthetic-computer` so autonomous sleep commits cannot trigger AC
+hooks, mingle with application history, or stage unrelated work.
+
+```text
+seed.json                         identity, schema, PRNG seed
+journal/2026-07-23/000001.ndjson ordered, checksummed facts and actions
+checkpoints/latest.json          compact replay acceleration
+autobiography/2026-07-23.md      bounded human-readable sleep reflection
+visitors/handles.json            consent/access facts, no tokens or PII
+manifest.json                    schema versions and state hash
+```
+
+Journal segments are canonical; checkpoints and prose are derived and verified
+before commit. Commit messages use sequence bounds and state hash, for example
+`sleep: events 000001-000184 state 7e2c9a1b`. The Git author is the terrarium
+service identity, not a visiting handle.
+
+## Resident-memory profiles
+
+The limits apply to the complete `terrariumd` process group, including any
+inference child. GPU VRAM is reported separately and is never treated as a way
+to evade the RAM cap.
+
+| Budget | Hard controls | Active mind | Expected steady RSS |
+|---|---|---|---|
+| **1 GB** | `MemoryHigh=900M`, `MemoryMax=1024M`; Node old-space 256 MiB; bounded 4 MiB journal buffer; stop cleanly on allocation pressure | Deterministic recurrent drives, salience/novelty scoring, bounded episodic recall, spatial relation graph, and generative behavior policy. No resident language model. | 300–600 MiB; acceptance requires `<900 MiB` peak over the demo |
+| **2 GB** | `MemoryHigh=1800M`, `MemoryMax=2048M`; same core bounds; inference has explicit model/context caps and one request at a time | 1 GB mind plus an optional approved user-space llama.cpp runner using a roughly 0.5–1B Q4 model, at most 2k context, quantized/bounded KV cache, and no unbounded embedding index | 1.2–1.8 GiB; acceptance requires `<1.8 GiB` peak |
+
+The 1 GB profile is the product floor and remains intelligent without an LLM:
+it perceives events, maintains drives and relationships, recalls salient
+episodes, chooses behaviors, composes semantic sounds, and learns bounded
+weights that become autobiography. The 2 GB model is a slow reflection/wording
+organ, never the simulation authority. Given current GPU saturation, it should
+run CPU-only at low priority first. Acquiring/building llama.cpp or model weights
+is an explicit later decision because no suitable runtime is installed.
+
+Measure `memory.current`, `memory.peak`, `/proc/<pid>/smaps_rollup`, event-loop
+lag, journal backlog, and inference queue depth. Reject startup when a requested
+profile cannot establish its hard cgroup limit.
+
+## Staged prototype
+
+### Stage 0 — deterministic headless kernel
+
+Work only under this sparse `experiments/intelligent-terrarium/` tree. Implement
+a dependency-light Node kernel with seeded PRNG, bounded state, event schema,
+NDJSON journal, replay hash, and scripted visitors. Tests prove identical seed +
+events produces the same state and sonic events.
+
+### Stage 1 — sleep/wake Git cycle
+
+Use a temporary test repository first. Exercise clean sleep, no-op sleep,
+restart/replay, invalid tail, and process death between checkpoint creation and
+commit. Git operations use explicit allowlisted paths; never `git add -A`.
+
+### Stage 2 — loopback browser visitor
+
+Serve snapshots and sonic events on `127.0.0.1` only, by an ephemeral manual
+process. Render a small Three.js terrarium, listener-relative stereo audio,
+keyboard, and standard Gamepad API input. Use an SSH local forward for neo-side
+testing; no LAN/public listener or persistent service.
+
+### Stage 3 — real AC identity and hidden piece
+
+Add a development-only AC piece and a token-first handshake modeled on
+`fight:auth`. Resolve the current handle server-side, bind actions to the
+verified account, rate-limit intentions, and reject replayed/expired sessions.
+This stage touches served paths and therefore requires a keeper decision before
+any commit, push, or deploy.
+
+### Stage 4 — 2 GB reflection experiment
+
+After an explicit tooling/model decision, benchmark one small quantized model
+CPU-only under the 2 GB cgroup. Feed it a bounded selected-memory digest, accept
+only schema-validated proposals, and journal both proposal and deterministic
+authority decision. Fall back to the 1 GB policy on timeout, malformed output,
+or pressure.
+
+### Stage 5 — visitable service / Xbox gate
+
+Only after threat review and explicit deployment approval: choose the durable
+gateway, TLS origin, service supervision, backup/restore, handle access policy,
+and miner/GPU coexistence. Validate Edge/Xbox controller navigation and WebAudio
+unlock behavior. No inbound service or production session-server change happens
+before this gate.
+
+## First demo acceptance criteria
+
+The first thin slice is accepted only when all of these pass:
+
+1. A fresh seed produces a visible evolving terrarium for 15 minutes under the
+   **1 GB** hard profile with `memory.peak < 900 MiB`, no swap growth, no
+   unbounded queue growth, and no effect on the existing miner process.
+2. Two local browser visitors see the same authoritative entity positions and
+   event sequence. Keyboard and an Xbox-compatible controller can move a
+   visitor camera; neither client can set world state directly.
+3. A server event at the listener's left/right and near/far positions is heard
+   on the correct side with monotonic distance attenuation, and the same event
+   ID never sounds twice after a reconnect.
+4. The authenticated development path accepts a real logged-in AC handle,
+   rejects a missing/invalid token, and proves that sending another handle in
+   the payload cannot spoof authorship. Logs and Git contain no token or PII.
+5. After at least one visitor interaction and one autonomous behavior, `sleep`
+   creates exactly one local state-repository commit containing an allowlisted
+   journal segment, checkpoint, manifest hash, and short autobiography. It does
+   not push.
+6. Killing and restarting from that commit yields the identical state hash,
+   next event sequence, and next seeded autonomous behavior. A deliberately
+   truncated journal tail is detected and quarantined with the last valid state
+   preserved.
+7. The authority binds only to loopback for the demo. `ss -lntp` confirms no new
+   LAN/public listener, and no production or `jastow` AC checkout file changes.
+
+## Keeper decisions still required
+
+- Permission to create `/home/me/intelligent-terrarium-state` and run an
+  ephemeral loopback-only process on `jastow`.
+- Whether/when to install or build a user-space inference runtime and acquire a
+  specific quantized model. No system package installation is assumed.
+- The future authenticated gateway and who may visit/interact versus observe.
+- Any coordination with `matador-miner`; the default is strict coexistence and
+  no GPU use.
+- Any served-path commit, push, deployment, persistent service, firewall, DNS,
+  or public exposure.
+
+## Next keeper action
+
+Implement Stage 0 locally in this sparse worktree with deterministic replay and
+memory-accounting tests only. It needs no remote writes, model installation,
+network listener, production path, or deployment.
diff --git a/experiments/intelligent-terrarium/package.json b/experiments/intelligent-terrarium/package.json
new file mode 100644
index 0000000000..28c72ea040
--- /dev/null
+++ b/experiments/intelligent-terrarium/package.json
@@ -0,0 +1,9 @@
+{
+  "name": "intelligent-terrarium-experiment",
+  "private": true,
+  "type": "module",
+  "scripts": {
+    "test": "node --test test/*.test.mjs",
+    "demo": "node src/cli.mjs demo"
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/canonical.mjs b/experiments/intelligent-terrarium/src/canonical.mjs
new file mode 100644
index 0000000000..29bc0dbe96
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/canonical.mjs
@@ -0,0 +1,40 @@
+import { createHash } from "node:crypto";
+import { mkdir, rename, writeFile } from "node:fs/promises";
+import { dirname } from "node:path";
+
+function normalize(value) {
+  if (value === null || typeof value === "string" || typeof value === "boolean") {
+    return value;
+  }
+  if (typeof value === "number") {
+    if (!Number.isFinite(value)) throw new TypeError("canonical JSON rejects non-finite numbers");
+    return Object.is(value, -0) ? 0 : value;
+  }
+  if (Array.isArray(value)) return value.map(normalize);
+  if (typeof value === "object") {
+    return Object.fromEntries(
+      Object.keys(value).sort().map((key) => [key, normalize(value[key])]),
+    );
+  }
+  throw new TypeError(`canonical JSON rejects ${typeof value}`);
+}
+
+export function canonical(value) {
+  return JSON.stringify(normalize(value));
+}
+
+export function hash(value) {
+  const bytes = typeof value === "string" ? value : canonical(value);
+  return createHash("sha256").update(bytes).digest("hex");
+}
+
+export function clone(value) {
+  return JSON.parse(canonical(value));
+}
+
+export async function atomicWrite(path, contents) {
+  await mkdir(dirname(path), { recursive: true });
+  const temp = `${path}.tmp-${process.pid}`;
+  await writeFile(temp, contents, { mode: 0o600 });
+  await rename(temp, path);
+}
diff --git a/experiments/intelligent-terrarium/src/cgroup.mjs b/experiments/intelligent-terrarium/src/cgroup.mjs
new file mode 100644
index 0000000000..a51d4fa3fd
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/cgroup.mjs
@@ -0,0 +1,36 @@
+import { readFile } from "node:fs/promises";
+import { join } from "node:path";
+
+async function readValue(path) {
+  try {
+    const value = (await readFile(path, "utf8")).trim();
+    return value === "max" ? "max" : Number(value);
+  } catch {
+    return null;
+  }
+}
+
+export async function memoryCgroup() {
+  if (process.platform !== "linux") return null;
+  const cgroup = await readFile("/proc/self/cgroup", "utf8");
+  const unified = cgroup.split("\n").find((line) => line.startsWith("0::"));
+  if (!unified) return null;
+  const relative = unified.slice(3);
+  const root = join("/sys/fs/cgroup", relative);
+  return {
+    path: relative,
+    current: await readValue(join(root, "memory.current")),
+    peak: await readValue(join(root, "memory.peak")),
+    high: await readValue(join(root, "memory.high")),
+    max: await readValue(join(root, "memory.max")),
+    swapMax: await readValue(join(root, "memory.swap.max")),
+  };
+}
+
+export async function requireMemoryMax(limit) {
+  const memory = await memoryCgroup();
+  if (!memory || memory.max === "max" || !Number.isFinite(memory.max) || memory.max > limit) {
+    throw new Error(`required cgroup memory.max <= ${limit}; observed ${memory?.max ?? "unavailable"}`);
+  }
+  return memory;
+}
diff --git a/experiments/intelligent-terrarium/src/cli.mjs b/experiments/intelligent-terrarium/src/cli.mjs
new file mode 100644
index 0000000000..9cfe438d96
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/cli.mjs
@@ -0,0 +1,76 @@
+#!/usr/bin/env node
+import { mkdir, stat } from "node:fs/promises";
+import { resolve } from "node:path";
+import { memoryCgroup, requireMemoryMax } from "./cgroup.mjs";
+import { outputHash, Terrarium } from "./core.mjs";
+import { StateRepository, verifyRepository } from "./repository.mjs";
+import { sleepCommit } from "./sleep.mjs";
+
+function option(name, fallback) {
+  const index = process.argv.indexOf(name);
+  return index === -1 ? fallback : process.argv[index + 1];
+}
+
+async function demo() {
+  const root = resolve(option("--root", "./terrarium-state"));
+  const ticks = Number(option("--ticks", "600"));
+  const requiredMax = Number(option("--require-memory-max", "0"));
+  if (requiredMax) await requireMemoryMax(requiredMax);
+  await mkdir(root, { recursive: true });
+  let repository;
+  try {
+    await stat(resolve(root, "seed.json"));
+    repository = await StateRepository.open(root, { segmentId: "demo" });
+  } catch {
+    repository = await StateRepository.create(root, { seed: "intelligent-terrarium-demo-v1", profile: "1gb" });
+    repository.segmentPath = resolve(root, "journal", "segments", "demo.ndjson");
+  }
+
+  if (!repository.terrarium.state.visitors["@alex"]) {
+    await repository.transact("visitor-enter", { handle: "@alex", position: { x: 1, y: 1.7, z: -2 } });
+    await repository.transact("visitor-signal", { handle: "@alex", signal: "hello terrarium" });
+  }
+  const outputs = [];
+  let remaining = ticks;
+  while (remaining > 0) {
+    const amount = Math.min(10, remaining);
+    const result = await repository.transact("advance", { ticks: amount });
+    outputs.push(...result.outputs);
+    remaining -= amount;
+  }
+  const sleep = await sleepCommit(repository);
+  const verification = await verifyRepository(root);
+  const candidateA = Terrarium.fromSnapshot(repository.terrarium.snapshot());
+  const candidateB = Terrarium.fromSnapshot(repository.terrarium.snapshot());
+  const nextA = candidateA.apply({ seq: candidateA.state.lastSeq + 1, kind: "advance", payload: { ticks: 53 } });
+  const nextB = candidateB.apply({ seq: candidateB.state.lastSeq + 1, kind: "advance", payload: { ticks: 53 } });
+  if (outputHash(nextA) !== outputHash(nextB) || candidateA.stateHash() !== candidateB.stateHash()) {
+    throw new Error("next seeded behavior is not deterministic");
+  }
+  const memory = await memoryCgroup();
+  console.log(JSON.stringify({
+    ok: verification.stateHash === repository.stateHash(),
+    root,
+    stateHash: verification.stateHash,
+    lastSeq: verification.lastSeq,
+    headRecordHash: verification.headRecordHash,
+    commit: sleep.commit,
+    sleepStatus: sleep.status,
+    sonicEvents: outputs.length,
+    sonicOutputHash: outputHash(outputs),
+    nextBehaviorHash: outputHash(nextA),
+    rss: process.memoryUsage().rss,
+    memory,
+    listener: "none",
+  }, null, 2));
+}
+
+const command = process.argv[2];
+if (command === "demo") {
+  await demo();
+} else if (command === "verify") {
+  console.log(JSON.stringify(await verifyRepository(resolve(option("--root", "./terrarium-state"))), null, 2));
+} else {
+  console.error("usage: cli.mjs demo|verify [--root PATH] [--ticks N] [--require-memory-max BYTES]");
+  process.exitCode = 2;
+}
diff --git a/experiments/intelligent-terrarium/src/core.mjs b/experiments/intelligent-terrarium/src/core.mjs
new file mode 100644
index 0000000000..7eb3a55404
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/core.mjs
@@ -0,0 +1,225 @@
+import { canonical, clone, hash } from "./canonical.mjs";
+import { Prng } from "./prng.mjs";
+
+export const LIMITS = Object.freeze({
+  entities: 12,
+  visitors: 16,
+  episodes: 256,
+  signalLength: 160,
+  advanceTicks: 600,
+});
+
+const WORLD_RADIUS = 12;
+const round = (value) => Math.round(value * 1e6) / 1e6;
+const clamp = (value, low, high) => Math.max(low, Math.min(high, value));
+
+export function normalizeHandle(value) {
+  const handle = String(value || "").trim().toLowerCase();
+  const normalized = handle.startsWith("@") ? handle : `@${handle}`;
+  if (!/^@[a-z0-9][a-z0-9._-]{0,62}$/.test(normalized)) {
+    throw new TypeError("invalid verified handle");
+  }
+  return normalized;
+}
+
+function position(value = {}) {
+  return {
+    x: round(clamp(Number(value.x) || 0, -WORLD_RADIUS, WORLD_RADIUS)),
+    y: round(clamp(Number(value.y) || 0, 0, 8)),
+    z: round(clamp(Number(value.z) || 0, -WORLD_RADIUS, WORLD_RADIUS)),
+  };
+}
+
+function pushEpisode(state, episode) {
+  state.mind.episodes.push(episode);
+  if (state.mind.episodes.length > LIMITS.episodes) {
+    state.mind.episodes.splice(0, state.mind.episodes.length - LIMITS.episodes);
+  }
+}
+
+function genesis(seed) {
+  const rng = new Prng(seed);
+  const entities = [];
+  for (let index = 0; index < LIMITS.entities; index += 1) {
+    entities.push({
+      id: `spore-${String(index + 1).padStart(2, "0")}`,
+      species: ["moss", "bell", "mote"][index % 3],
+      x: round(rng.signed() * 8),
+      y: round(0.4 + rng.float() * 3),
+      z: round(rng.signed() * 8),
+      vx: round(rng.signed() * 0.04),
+      vy: round(rng.signed() * 0.01),
+      vz: round(rng.signed() * 0.04),
+      energy: round(0.4 + rng.float() * 0.5),
+    });
+  }
+  return {
+    schema: 1,
+    seed: String(seed),
+    tick: 0,
+    lastSeq: 0,
+    sonicCount: 0,
+    rng: rng.toJSON(),
+    entities,
+    visitors: {},
+    mind: {
+      drives: { curiosity: 0.5, rest: 0.2, social: 0.1 },
+      weights: { approach: 0.5, sing: 0.5, wander: 0.5 },
+      episodes: [],
+    },
+  };
+}
+
+export class Terrarium {
+  constructor(seed, snapshot) {
+    this.state = snapshot ? clone(snapshot) : genesis(seed);
+  }
+
+  static fromSnapshot(snapshot) {
+    return new Terrarium(snapshot.seed, snapshot);
+  }
+
+  snapshot() {
+    return clone(this.state);
+  }
+
+  stateHash() {
+    return hash(this.state);
+  }
+
+  apply(record) {
+    const expected = this.state.lastSeq + 1;
+    if (record.seq !== expected) throw new Error(`event sequence ${record.seq}; expected ${expected}`);
+    const payload = clone(record.payload || {});
+    let outputs = [];
+
+    switch (record.kind) {
+      case "advance":
+        outputs = this.#advance(payload.ticks);
+        break;
+      case "visitor-enter":
+        this.#visitorEnter(payload);
+        break;
+      case "visitor-move":
+        this.#visitorMove(payload);
+        break;
+      case "visitor-signal":
+        outputs = this.#visitorSignal(payload);
+        break;
+      case "visitor-leave":
+        this.#visitorLeave(payload);
+        break;
+      default:
+        throw new Error(`unknown event kind: ${record.kind}`);
+    }
+
+    this.state.lastSeq = record.seq;
+    return outputs;
+  }
+
+  #visitorEnter(payload) {
+    const handle = normalizeHandle(payload.handle);
+    if (!this.state.visitors[handle] && Object.keys(this.state.visitors).length >= LIMITS.visitors) {
+      throw new Error("visitor limit reached");
+    }
+    this.state.visitors[handle] = { handle, ...position(payload.position), enteredAtTick: this.state.tick };
+    pushEpisode(this.state, { tick: this.state.tick, kind: "met", actor: handle });
+    this.state.mind.drives.social = round(clamp(this.state.mind.drives.social + 0.08, 0, 1));
+  }
+
+  #visitorMove(payload) {
+    const handle = normalizeHandle(payload.handle);
+    const visitor = this.state.visitors[handle];
+    if (!visitor) throw new Error("visitor is not present");
+    Object.assign(visitor, position(payload.position));
+  }
+
+  #visitorSignal(payload) {
+    const handle = normalizeHandle(payload.handle);
+    const visitor = this.state.visitors[handle];
+    if (!visitor) throw new Error("visitor is not present");
+    const signal = String(payload.signal || "").trim().slice(0, LIMITS.signalLength);
+    if (!signal) throw new Error("empty visitor signal");
+    const salience = round(clamp(0.25 + signal.length / 240, 0.25, 0.9));
+    pushEpisode(this.state, { tick: this.state.tick, kind: "signal", actor: handle, signal, salience });
+    this.state.mind.weights.approach = round(clamp(this.state.mind.weights.approach + salience * 0.01, 0, 1));
+    return [this.#sonic({
+      entity: this.state.entities[0],
+      cause: `visitor-signal:${handle}`,
+      voice: "answer",
+      pitch: 220 + signal.length,
+      intensity: 0.45 + salience * 0.25,
+    })];
+  }
+
+  #visitorLeave(payload) {
+    const handle = normalizeHandle(payload.handle);
+    if (this.state.visitors[handle]) {
+      delete this.state.visitors[handle];
+      pushEpisode(this.state, { tick: this.state.tick, kind: "parted", actor: handle });
+    }
+  }
+
+  #advance(value) {
+    const ticks = Number(value);
+    if (!Number.isInteger(ticks) || ticks < 1 || ticks > LIMITS.advanceTicks) {
+      throw new TypeError(`advance ticks must be 1..${LIMITS.advanceTicks}`);
+    }
+    const outputs = [];
+    const rng = Prng.fromJSON(this.state.rng);
+    for (let step = 0; step < ticks; step += 1) {
+      this.state.tick += 1;
+      for (let index = 0; index < this.state.entities.length; index += 1) {
+        const entity = this.state.entities[index];
+        if ((this.state.tick + index) % 17 === 0) {
+          entity.vx = round(clamp(entity.vx + rng.signed() * 0.025, -0.09, 0.09));
+          entity.vy = round(clamp(entity.vy + rng.signed() * 0.008, -0.025, 0.025));
+          entity.vz = round(clamp(entity.vz + rng.signed() * 0.025, -0.09, 0.09));
+        }
+        entity.x = round(entity.x + entity.vx);
+        entity.y = round(entity.y + entity.vy);
+        entity.z = round(entity.z + entity.vz);
+        if (Math.abs(entity.x) > WORLD_RADIUS) { entity.x = round(clamp(entity.x, -WORLD_RADIUS, WORLD_RADIUS)); entity.vx = -entity.vx; }
+        if (entity.y < 0.2 || entity.y > 5) { entity.y = round(clamp(entity.y, 0.2, 5)); entity.vy = -entity.vy; }
+        if (Math.abs(entity.z) > WORLD_RADIUS) { entity.z = round(clamp(entity.z, -WORLD_RADIUS, WORLD_RADIUS)); entity.vz = -entity.vz; }
+        entity.energy = round(clamp(entity.energy + rng.signed() * 0.002, 0.05, 1));
+        if ((this.state.tick + index * 7) % 53 === 0) {
+          outputs.push(this.#sonic({
+            entity,
+            cause: "autonomous-pulse",
+            voice: entity.species,
+            pitch: 120 + index * 19 + Math.round(entity.energy * 90),
+            intensity: 0.2 + entity.energy * 0.45,
+          }));
+        }
+      }
+      this.state.mind.drives.curiosity = round(clamp(this.state.mind.drives.curiosity + rng.signed() * 0.003, 0, 1));
+      this.state.mind.drives.rest = round(clamp(this.state.mind.drives.rest + 0.0004, 0, 1));
+      this.state.mind.drives.social = round(clamp(this.state.mind.drives.social - 0.0002, 0, 1));
+    }
+    this.state.rng = rng.toJSON();
+    return outputs;
+  }
+
+  #sonic({ entity, cause, voice, pitch, intensity }) {
+    this.state.sonicCount += 1;
+    const event = {
+      id: `sonic-${String(this.state.sonicCount).padStart(8, "0")}`,
+      tick: this.state.tick,
+      kind: "sonic",
+      source: [entity.x, entity.y, entity.z],
+      voice,
+      pitch: round(clamp(pitch, 40, 4000)),
+      intensity: round(clamp(intensity, 0, 1)),
+      radius: round(4 + intensity * 14),
+      duration: round(0.08 + intensity * 0.45),
+      cause,
+    };
+    pushEpisode(this.state, { tick: this.state.tick, kind: "sang", actor: entity.id, cause, sonicId: event.id });
+    return event;
+  }
+}
+
+export function outputHash(outputs) {
+  return hash(canonical(outputs));
+}
diff --git a/experiments/intelligent-terrarium/src/prng.mjs b/experiments/intelligent-terrarium/src/prng.mjs
new file mode 100644
index 0000000000..09373898e6
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/prng.mjs
@@ -0,0 +1,46 @@
+import { createHash } from "node:crypto";
+
+function seedWords(seed) {
+  const bytes = createHash("sha256").update(String(seed)).digest();
+  const words = [];
+  for (let i = 0; i < 4; i += 1) words.push(bytes.readUInt32LE(i * 4) || (0x9e3779b9 + i));
+  return words;
+}
+
+export class Prng {
+  constructor(seedOrState) {
+    this.words = Array.isArray(seedOrState) ? seedOrState.map((word) => word >>> 0) : seedWords(seedOrState);
+    if (this.words.length !== 4) throw new TypeError("PRNG state must contain four words");
+    this.calls = 0;
+  }
+
+  static fromJSON(state) {
+    const prng = new Prng(state.words);
+    prng.calls = state.calls >>> 0;
+    return prng;
+  }
+
+  nextUint() {
+    let [x, y, z, w] = this.words;
+    const t = (x ^ (x << 11)) >>> 0;
+    x = y;
+    y = z;
+    z = w;
+    w = (w ^ (w >>> 19) ^ t ^ (t >>> 8)) >>> 0;
+    this.words = [x, y, z, w];
+    this.calls = (this.calls + 1) >>> 0;
+    return w;
+  }
+
+  float() {
+    return this.nextUint() / 0x100000000;
+  }
+
+  signed() {
+    return this.float() * 2 - 1;
+  }
+
+  toJSON() {
+    return { words: [...this.words], calls: this.calls };
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/repository.mjs b/experiments/intelligent-terrarium/src/repository.mjs
new file mode 100644
index 0000000000..cf3e0033f9
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/repository.mjs
@@ -0,0 +1,146 @@
+import { appendFile, mkdir, readFile, readdir, stat } from "node:fs/promises";
+import { basename, join, relative } from "node:path";
+import { atomicWrite, canonical, clone, hash } from "./canonical.mjs";
+import { Terrarium } from "./core.mjs";
+
+const ZERO_HASH = "0".repeat(64);
+
+async function exists(path) {
+  try { await stat(path); return true; } catch { return false; }
+}
+
+async function filesBelow(root) {
+  if (!(await exists(root))) return [];
+  const output = [];
+  for (const entry of await readdir(root, { withFileTypes: true })) {
+    const path = join(root, entry.name);
+    if (entry.isDirectory()) output.push(...await filesBelow(path));
+    else if (entry.isFile()) output.push(path);
+  }
+  return output.sort();
+}
+
+async function recoverTail(root, path) {
+  const bytes = await readFile(path);
+  let offset = 0;
+  let validOffset = 0;
+  while (offset < bytes.length) {
+    const newline = bytes.indexOf(0x0a, offset);
+    const end = newline === -1 ? bytes.length : newline;
+    const line = bytes.subarray(offset, end).toString("utf8");
+    if (!line.trim()) {
+      validOffset = newline === -1 ? end : end + 1;
+      offset = validOffset;
+      continue;
+    }
+    try {
+      JSON.parse(line);
+      validOffset = newline === -1 ? end : end + 1;
+      offset = validOffset;
+    } catch (error) {
+      const laterNewline = newline !== -1 && newline < bytes.length - 1;
+      if (laterNewline) throw new Error(`invalid journal record before tail in ${path}: ${error.message}`);
+      const tail = bytes.subarray(offset);
+      const quarantineDir = join(root, "quarantine");
+      await mkdir(quarantineDir, { recursive: true });
+      const quarantine = join(quarantineDir, `${basename(path)}.${hash(tail.toString("hex")).slice(0, 12)}.tail`);
+      await atomicWrite(quarantine, tail);
+      await atomicWrite(path, bytes.subarray(0, validOffset));
+      return { recoveredBytes: tail.length, quarantine: relative(root, quarantine) };
+    }
+  }
+  return null;
+}
+
+function recordHash(record) {
+  const { recordHash: ignored, ...body } = record;
+  return hash(body);
+}
+
+export class StateRepository {
+  constructor(root, seedDocument, terrarium, records, headRecordHash, segmentPath, recoveries) {
+    this.root = root;
+    this.seedDocument = seedDocument;
+    this.terrarium = terrarium;
+    this.records = records;
+    this.headRecordHash = headRecordHash;
+    this.segmentPath = segmentPath;
+    this.recoveries = recoveries;
+  }
+
+  static async create(root, { seed, terrariumId = "intelligent-terrarium", profile = "1gb" } = {}) {
+    await mkdir(root, { recursive: true });
+    const seedPath = join(root, "seed.json");
+    if (!(await exists(seedPath))) {
+      const document = { schema: 1, terrariumId, seed: String(seed), profile };
+      await atomicWrite(seedPath, `${canonical(document)}\n`);
+    }
+    return this.open(root);
+  }
+
+  static async open(root, { segmentId = "wake" } = {}) {
+    const seedDocument = JSON.parse(await readFile(join(root, "seed.json"), "utf8"));
+    const journalRoot = join(root, "journal");
+    const journalFiles = (await filesBelow(journalRoot)).filter((path) => path.endsWith(".ndjson"));
+    const recoveries = [];
+    for (const file of journalFiles) {
+      const recovery = await recoverTail(root, file);
+      if (recovery) recoveries.push(recovery);
+    }
+
+    const terrarium = new Terrarium(seedDocument.seed);
+    const records = [];
+    let previousHash = ZERO_HASH;
+    for (const file of journalFiles) {
+      const contents = await readFile(file, "utf8");
+      for (const line of contents.split("\n")) {
+        if (!line.trim()) continue;
+        const record = JSON.parse(line);
+        if (record.schema !== 1) throw new Error(`unsupported journal schema ${record.schema}`);
+        if (record.prevHash !== previousHash) throw new Error(`journal hash chain broken at event ${record.seq}`);
+        if (record.recordHash !== recordHash(record)) throw new Error(`journal record hash mismatch at event ${record.seq}`);
+        terrarium.apply(record);
+        if (terrarium.stateHash() !== record.stateHash) throw new Error(`state hash mismatch at event ${record.seq}`);
+        previousHash = record.recordHash;
+        records.push(record);
+      }
+    }
+
+    const segmentPath = join(journalRoot, "segments", `${segmentId}.ndjson`);
+    await mkdir(join(journalRoot, "segments"), { recursive: true });
+    return new StateRepository(root, seedDocument, terrarium, records, previousHash, segmentPath, recoveries);
+  }
+
+  async transact(kind, payload) {
+    const candidate = Terrarium.fromSnapshot(this.terrarium.snapshot());
+    const record = {
+      schema: 1,
+      seq: candidate.state.lastSeq + 1,
+      kind,
+      payload: clone(payload || {}),
+      prevHash: this.headRecordHash,
+    };
+    const outputs = candidate.apply(record);
+    record.stateHash = candidate.stateHash();
+    record.recordHash = recordHash(record);
+    await appendFile(this.segmentPath, `${canonical(record)}\n`, { encoding: "utf8", mode: 0o600, flush: true });
+    this.terrarium = candidate;
+    this.records.push(record);
+    this.headRecordHash = record.recordHash;
+    return { record: clone(record), outputs: clone(outputs) };
+  }
+
+  stateHash() {
+    return this.terrarium.stateHash();
+  }
+}
+
+export async function verifyRepository(root) {
+  const repository = await StateRepository.open(root, { segmentId: "verify" });
+  return {
+    stateHash: repository.stateHash(),
+    lastSeq: repository.terrarium.state.lastSeq,
+    headRecordHash: repository.headRecordHash,
+    recoveries: repository.recoveries,
+  };
+}
diff --git a/experiments/intelligent-terrarium/src/sleep.mjs b/experiments/intelligent-terrarium/src/sleep.mjs
new file mode 100644
index 0000000000..2bdfd6c4a1
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/sleep.mjs
@@ -0,0 +1,108 @@
+import { execFileSync } from "node:child_process";
+import { mkdir, readFile, stat } from "node:fs/promises";
+import { join } from "node:path";
+import { atomicWrite, canonical, hash } from "./canonical.mjs";
+import { verifyRepository } from "./repository.mjs";
+
+const ALLOWLIST = [
+  ".gitignore",
+  "seed.json",
+  "journal",
+  "checkpoints",
+  "autobiography",
+  "visitors",
+  "manifest.json",
+];
+
+async function exists(path) {
+  try { await stat(path); return true; } catch { return false; }
+}
+
+function git(root, args, options = {}) {
+  return execFileSync("git", args, { cwd: root, encoding: "utf8", stdio: options.stdio || "pipe" }).trim();
+}
+
+function gitMaybe(root, args) {
+  try { return git(root, args); } catch { return ""; }
+}
+
+function isAllowed(path) {
+  return ALLOWLIST.some((allowed) => path === allowed || path.startsWith(`${allowed}/`));
+}
+
+async function ensureGit(root) {
+  if (!(await exists(join(root, ".git")))) git(root, ["init", "-b", "main"]);
+  if (!gitMaybe(root, ["config", "--get", "user.name"])) git(root, ["config", "user.name", "Intelligent Terrarium"]);
+  if (!gitMaybe(root, ["config", "--get", "user.email"])) git(root, ["config", "user.email", "terrarium@localhost"]);
+  git(root, ["config", "commit.gpgsign", "false"]);
+  const ignorePath = join(root, ".gitignore");
+  if (!(await exists(ignorePath))) await atomicWrite(ignorePath, ".runtime/\nquarantine/\n");
+}
+
+function autobiography(state, stateHash) {
+  const handles = Object.keys(state.visitors).sort();
+  const lastEpisodes = state.mind.episodes.slice(-8);
+  return [
+    "# Sleep reflection",
+    "",
+    `- Event sequence: ${state.lastSeq}`,
+    `- Simulation tick: ${state.tick}`,
+    `- State hash: \`${stateHash}\``,
+    `- Visitors present at sleep: ${handles.length ? handles.join(", ") : "none"}`,
+    `- Semantic sounds composed: ${state.sonicCount}`,
+    `- Drives: curiosity ${state.mind.drives.curiosity}, rest ${state.mind.drives.rest}, social ${state.mind.drives.social}`,
+    "",
+    "## Recent remembered facts",
+    "",
+    ...(lastEpisodes.length ? lastEpisodes.map((episode) => `- tick ${episode.tick}: ${episode.kind} — ${episode.actor}`) : ["- none"]),
+    "",
+  ].join("\n");
+}
+
+export async function sleepCommit(repository, { day = "2026-07-23" } = {}) {
+  const root = repository.root;
+  await ensureGit(root);
+  const manifestPath = join(root, "manifest.json");
+  if (await exists(manifestPath)) {
+    const previous = JSON.parse(await readFile(manifestPath, "utf8"));
+    if (previous.lastSeq === repository.terrarium.state.lastSeq && previous.stateHash === repository.stateHash()) {
+      return { status: "no-change", commit: git(root, ["rev-parse", "HEAD"]), ...previous };
+    }
+  }
+
+  const state = repository.terrarium.snapshot();
+  const stateHash = repository.stateHash();
+  const checkpoint = { schema: 1, lastSeq: state.lastSeq, stateHash, state };
+  const manifest = {
+    schema: 1,
+    lastSeq: state.lastSeq,
+    tick: state.tick,
+    stateHash,
+    headRecordHash: repository.headRecordHash,
+    seedHash: hash(repository.seedDocument),
+    profile: repository.seedDocument.profile,
+  };
+  await mkdir(join(root, "checkpoints"), { recursive: true });
+  await mkdir(join(root, "autobiography"), { recursive: true });
+  await mkdir(join(root, "visitors"), { recursive: true });
+  await atomicWrite(join(root, "checkpoints", "latest.json"), `${canonical(checkpoint)}\n`);
+  await atomicWrite(join(root, "manifest.json"), `${canonical(manifest)}\n`);
+  await atomicWrite(join(root, "visitors", "handles.json"), `${canonical({ handles: Object.keys(state.visitors).sort() })}\n`);
+  await atomicWrite(join(root, "autobiography", `${day}.md`), autobiography(state, stateHash));
+
+  const verification = await verifyRepository(root);
+  if (verification.stateHash !== stateHash || verification.lastSeq !== state.lastSeq) {
+    throw new Error("sleep replay verification failed");
+  }
+
+  const stagedBefore = git(root, ["diff", "--cached", "--name-only"]).split("\n").filter(Boolean);
+  if (stagedBefore.some((path) => !isAllowed(path))) throw new Error("refusing to commit pre-staged path outside state allowlist");
+  git(root, ["add", "--", ...ALLOWLIST]);
+  const staged = git(root, ["diff", "--cached", "--name-only"]).split("\n").filter(Boolean);
+  if (staged.some((path) => !isAllowed(path))) throw new Error("refusing to commit path outside state allowlist");
+  if (!staged.length) return { status: "no-change", commit: git(root, ["rev-parse", "HEAD"]), ...manifest };
+
+  const message = `sleep: events 1-${String(state.lastSeq).padStart(6, "0")} state ${stateHash.slice(0, 8)}`;
+  git(root, ["commit", "--no-gpg-sign", "-m", message]);
+  return { status: "committed", commit: git(root, ["rev-parse", "HEAD"]), staged, ...manifest };
+}
diff --git a/experiments/intelligent-terrarium/test/core.test.mjs b/experiments/intelligent-terrarium/test/core.test.mjs
new file mode 100644
index 0000000000..9dec7557eb
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/core.test.mjs
@@ -0,0 +1,49 @@
+import assert from "node:assert/strict";
+import { mkdtemp } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import test from "node:test";
+import { LIMITS, outputHash, Terrarium } from "../src/core.mjs";
+import { StateRepository } from "../src/repository.mjs";
+
+async function scripted(root) {
+  const repository = await StateRepository.create(root, { seed: "same-seed" });
+  await repository.transact("visitor-enter", { handle: "@alex", position: { x: -3, y: 1.6, z: 2 } });
+  const signal = await repository.transact("visitor-signal", { handle: "@alex", signal: "listen" });
+  const advance = await repository.transact("advance", { ticks: 240 });
+  await repository.transact("visitor-move", { handle: "@alex", position: { x: 4, y: 1.6, z: -1 } });
+  return { repository, outputs: [...signal.outputs, ...advance.outputs] };
+}
+
+test("same seed and events reproduce state and semantic sound", async () => {
+  const parent = await mkdtemp(join(tmpdir(), "terrarium-core-"));
+  const first = await scripted(join(parent, "a"));
+  const second = await scripted(join(parent, "b"));
+  assert.equal(first.repository.stateHash(), second.repository.stateHash());
+  assert.equal(first.repository.headRecordHash, second.repository.headRecordHash);
+  assert.equal(outputHash(first.outputs), outputHash(second.outputs));
+  assert.ok(first.outputs.length > 1);
+  for (const event of first.outputs) {
+    assert.equal(event.kind, "sonic");
+    assert.equal(event.source.length, 3);
+    assert.ok(event.intensity >= 0 && event.intensity <= 1);
+    assert.ok(event.radius > 0);
+  }
+});
+
+test("active episodic memory stays bounded", () => {
+  const terrarium = new Terrarium("bounded");
+  let seq = 1;
+  terrarium.apply({ seq: seq++, kind: "visitor-enter", payload: { handle: "@alex" } });
+  for (let index = 0; index < LIMITS.episodes + 80; index += 1) {
+    terrarium.apply({ seq: seq++, kind: "visitor-signal", payload: { handle: "@alex", signal: `signal-${index}` } });
+  }
+  assert.equal(terrarium.state.mind.episodes.length, LIMITS.episodes);
+  assert.equal(Object.keys(terrarium.state.visitors).length, 1);
+});
+
+test("unverified-looking handles and oversized advances are rejected", () => {
+  const terrarium = new Terrarium("validation");
+  assert.throws(() => terrarium.apply({ seq: 1, kind: "visitor-enter", payload: { handle: "alex/../../token" } }), /invalid verified handle/);
+  assert.throws(() => terrarium.apply({ seq: 1, kind: "advance", payload: { ticks: LIMITS.advanceTicks + 1 } }), /advance ticks/);
+});
diff --git a/experiments/intelligent-terrarium/test/repository.test.mjs b/experiments/intelligent-terrarium/test/repository.test.mjs
new file mode 100644
index 0000000000..d1fc014b19
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/repository.test.mjs
@@ -0,0 +1,65 @@
+import assert from "node:assert/strict";
+import { appendFile, mkdtemp, readFile, readdir, writeFile } from "node:fs/promises";
+import { execFileSync } from "node:child_process";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import test from "node:test";
+import { StateRepository, verifyRepository } from "../src/repository.mjs";
+import { sleepCommit } from "../src/sleep.mjs";
+
+test("journal replays and quarantines a truncated final record", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-recovery-"));
+  const repository = await StateRepository.create(root, { seed: "recover-me" });
+  await repository.transact("advance", { ticks: 90 });
+  const expected = repository.stateHash();
+  await appendFile(repository.segmentPath, '{"schema":1,"seq":2');
+
+  const reopened = await StateRepository.open(root);
+  assert.equal(reopened.stateHash(), expected);
+  assert.equal(reopened.recoveries.length, 1);
+  assert.ok(reopened.recoveries[0].recoveredBytes > 0);
+  const quarantine = await readdir(join(root, "quarantine"));
+  assert.equal(quarantine.length, 1);
+  assert.doesNotMatch(await readFile(repository.segmentPath, "utf8"), /"seq":2$/);
+});
+
+test("tampered journal content fails hash verification", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-tamper-"));
+  const repository = await StateRepository.create(root, { seed: "tamper-proof" });
+  await repository.transact("advance", { ticks: 25 });
+  const original = await readFile(repository.segmentPath, "utf8");
+  await writeFile(repository.segmentPath, original.replace('"ticks":25', '"ticks":26'));
+  await assert.rejects(StateRepository.open(root), /record hash mismatch|state hash mismatch/);
+});
+
+test("sleep commits only allowlisted state and no-op sleep makes no commit", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-sleep-"));
+  const repository = await StateRepository.create(root, { seed: "sleep-cycle" });
+  await writeFile(join(root, "do-not-stage.txt"), "unrelated\n");
+  await repository.transact("visitor-enter", { handle: "@alex", position: { x: 1, y: 1, z: 1 } });
+  await repository.transact("advance", { ticks: 120 });
+
+  const first = await sleepCommit(repository, { day: "2026-07-23" });
+  assert.equal(first.status, "committed");
+  assert.equal(first.stateHash, repository.stateHash());
+  const committed = execFileSync("git", ["show", "--pretty=", "--name-only", "HEAD"], { cwd: root, encoding: "utf8" });
+  assert.doesNotMatch(committed, /do-not-stage/);
+  assert.match(execFileSync("git", ["status", "--short"], { cwd: root, encoding: "utf8" }), /\?\? do-not-stage\.txt/);
+
+  const countBefore = execFileSync("git", ["rev-list", "--count", "HEAD"], { cwd: root, encoding: "utf8" }).trim();
+  const second = await sleepCommit(repository, { day: "2026-07-23" });
+  const countAfter = execFileSync("git", ["rev-list", "--count", "HEAD"], { cwd: root, encoding: "utf8" }).trim();
+  assert.equal(second.status, "no-change");
+  assert.equal(countBefore, countAfter);
+
+  await repository.transact("advance", { ticks: 10 });
+  const third = await sleepCommit(repository, { day: "2026-07-23" });
+  assert.equal(third.status, "committed");
+  assert.notEqual(third.commit, first.commit);
+  assert.deepEqual(await verifyRepository(root), {
+    stateHash: repository.stateHash(),
+    lastSeq: repository.terrarium.state.lastSeq,
+    headRecordHash: repository.headRecordHash,
+    recoveries: [],
+  });
+});
-- 
2.51.2


From d1528bd4bccdb5c560a5b97aa5aa68988fd2ec4a Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 12:06:31 -0700
Subject: [PATCH 02/14] Add proddable Mediorgan loopback visitor

---
 experiments/intelligent-terrarium/KEEPER.md   |  14 +-
 .../intelligent-terrarium/package.json        |   3 +-
 .../intelligent-terrarium/src/core.mjs        |  58 ++++++
 .../intelligent-terrarium/src/mediorgan.mjs   |  64 ++++++
 .../intelligent-terrarium/src/server.mjs      | 197 ++++++++++++++++++
 .../test/mediorgan.test.mjs                   |  68 ++++++
 .../test/spatial-audio.test.mjs               |  19 ++
 .../intelligent-terrarium/web/client.mjs      | 157 ++++++++++++++
 .../intelligent-terrarium/web/index.html      |  48 +++++
 .../web/spatial-audio.mjs                     |  25 +++
 10 files changed, 650 insertions(+), 3 deletions(-)
 create mode 100644 experiments/intelligent-terrarium/src/mediorgan.mjs
 create mode 100644 experiments/intelligent-terrarium/src/server.mjs
 create mode 100644 experiments/intelligent-terrarium/test/mediorgan.test.mjs
 create mode 100644 experiments/intelligent-terrarium/test/spatial-audio.test.mjs
 create mode 100644 experiments/intelligent-terrarium/web/client.mjs
 create mode 100644 experiments/intelligent-terrarium/web/index.html
 create mode 100644 experiments/intelligent-terrarium/web/spatial-audio.mjs

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 807b508ba5..290b2f1aeb 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -16,6 +16,13 @@ synthesis, never world truth. Durable growth is replayable text data in a
 separate Git repository; model weights, caches, tokens, and derived binaries
 never enter autobiographical history.
 
+The mind's bounded subsystems are **organs**: sensory, spatial, drive, memory,
+action, voice, and sleep. The **mediorgan** is their externally touchable
+membrane. An authenticated visitor can prod a named organ with a bounded text,
+gesture, proximity, sound, or media stimulus. The prod receives a causal ID and
+spatial origin and is journaled, but it is never a direct state mutation; the
+target organ decides whether and how the body responds.
+
 ```mermaid
 flowchart TD
   V[AC visitor<br/>WebGL + gamepad] -->|token + input| A[terrariumd authority]
@@ -95,11 +102,14 @@ about 6 MiB. No unrelated dirty files were changed.
    `{id, tick, kind, source:[x,y,z], voice, pitch, intensity, radius, duration,
    cause}`. Clients deduplicate by `id` and render locally. No live audio stream
    is part of world truth.
-6. **Git is sleep, not the hot database:** append journal segments during wake;
+6. **Proddable organs, authoritative body:** every outside prod crosses the
+   mediorgan, which resolves identity, enforces modality/size/rate bounds, and
+   records causality before routing. Organs can ignore or transform prods.
+7. **Git is sleep, not the hot database:** append journal segments during wake;
    on sleep, fsync and close the segment, write an atomic checkpoint and
    autobiographical summary, verify replay, then commit only if content changed.
    No automatic push.
-7. **Crash safety:** the last valid commit plus any fully written, checksummed
+8. **Crash safety:** the last valid commit plus any fully written, checksummed
    journal records is sufficient for recovery. A partially written tail is
    quarantined, never guessed through.
 
diff --git a/experiments/intelligent-terrarium/package.json b/experiments/intelligent-terrarium/package.json
index 28c72ea040..af01d7e447 100644
--- a/experiments/intelligent-terrarium/package.json
+++ b/experiments/intelligent-terrarium/package.json
@@ -4,6 +4,7 @@
   "type": "module",
   "scripts": {
     "test": "node --test test/*.test.mjs",
-    "demo": "node src/cli.mjs demo"
+    "demo": "node src/cli.mjs demo",
+    "visit": "node src/server.mjs"
   }
 }
diff --git a/experiments/intelligent-terrarium/src/core.mjs b/experiments/intelligent-terrarium/src/core.mjs
index 7eb3a55404..bf299be043 100644
--- a/experiments/intelligent-terrarium/src/core.mjs
+++ b/experiments/intelligent-terrarium/src/core.mjs
@@ -9,6 +9,15 @@ export const LIMITS = Object.freeze({
   advanceTicks: 600,
 });
 
+export const ORGAN_NAMES = Object.freeze([
+  "sensory",
+  "spatial",
+  "drive",
+  "memory",
+  "action",
+  "voice",
+]);
+
 const WORLD_RADIUS = 12;
 const round = (value) => Math.round(value * 1e6) / 1e6;
 const clamp = (value, low, high) => Math.max(low, Math.min(high, value));
@@ -106,6 +115,9 @@ export class Terrarium {
       case "visitor-signal":
         outputs = this.#visitorSignal(payload);
         break;
+      case "organ-prod":
+        outputs = this.#organProd(payload);
+        break;
       case "visitor-leave":
         this.#visitorLeave(payload);
         break;
@@ -160,6 +172,52 @@ export class Terrarium {
     }
   }
 
+  #organProd(payload) {
+    const handle = normalizeHandle(payload.handle);
+    const visitor = this.state.visitors[handle];
+    if (!visitor) throw new Error("visitor is not present");
+    const target = String(payload.target || "");
+    if (!ORGAN_NAMES.includes(target)) throw new Error("unknown target organ");
+    const modality = String(payload.modality || "text");
+    if (!["text", "gesture", "proximity", "sound", "media"].includes(modality)) {
+      throw new Error("unknown prod modality");
+    }
+    const prodId = String(payload.prodId || "").slice(0, 96);
+    if (!prodId) throw new Error("prod requires a causal id");
+    const stimulus = typeof payload.stimulus === "string"
+      ? payload.stimulus.slice(0, LIMITS.signalLength)
+      : clone(payload.stimulus || {});
+    const summary = typeof stimulus === "string" ? stimulus : canonical(stimulus).slice(0, LIMITS.signalLength);
+    pushEpisode(this.state, {
+      tick: this.state.tick,
+      kind: "prodded",
+      actor: handle,
+      organ: target,
+      modality,
+      prodId,
+      stimulus: summary,
+    });
+
+    if (target === "spatial") Object.assign(visitor, position(payload.position || stimulus?.position));
+    if (target === "drive" || target === "sensory") {
+      this.state.mind.drives.curiosity = round(clamp(this.state.mind.drives.curiosity + 0.03, 0, 1));
+    }
+    if (target === "action") {
+      this.state.mind.weights.approach = round(clamp(this.state.mind.weights.approach + 0.02, 0, 1));
+    }
+    if (target === "voice" || modality === "sound") {
+      const entity = this.state.entities[this.state.tick % this.state.entities.length];
+      return [this.#sonic({
+        entity,
+        cause: `prod:${prodId}:${target}`,
+        voice: target === "voice" ? "mediorgan-answer" : "felt-sound",
+        pitch: 180 + summary.length * 3,
+        intensity: 0.48,
+      })];
+    }
+    return [];
+  }
+
   #advance(value) {
     const ticks = Number(value);
     if (!Number.isInteger(ticks) || ticks < 1 || ticks > LIMITS.advanceTicks) {
diff --git a/experiments/intelligent-terrarium/src/mediorgan.mjs b/experiments/intelligent-terrarium/src/mediorgan.mjs
new file mode 100644
index 0000000000..aa78604fd1
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/mediorgan.mjs
@@ -0,0 +1,64 @@
+import { randomUUID, timingSafeEqual } from "node:crypto";
+import { canonical } from "./canonical.mjs";
+import { normalizeHandle, ORGAN_NAMES } from "./core.mjs";
+
+const MODALITIES = new Set(["text", "gesture", "proximity", "sound", "media"]);
+
+function sameSecret(a, b) {
+  const left = Buffer.from(a);
+  const right = Buffer.from(b);
+  return left.length === right.length && timingSafeEqual(left, right);
+}
+
+export class Mediorgan {
+  constructor(repository, { capabilities = {}, maxProdsPerSecond = 12 } = {}) {
+    this.repository = repository;
+    this.capabilities = new Map(Object.entries(capabilities).map(([token, handle]) => [token, normalizeHandle(handle)]));
+    this.maxProdsPerSecond = maxProdsPerSecond;
+    this.rate = new Map();
+  }
+
+  authenticate(header) {
+    const match = /^Bearer ([^\s]+)$/.exec(String(header || ""));
+    if (!match) return null;
+    for (const [token, handle] of this.capabilities) {
+      if (sameSecret(token, match[1])) return handle;
+    }
+    return null;
+  }
+
+  async ensurePresent(handle) {
+    if (!this.repository.terrarium.state.visitors[handle]) {
+      return this.repository.transact("visitor-enter", { handle, position: { x: 0, y: 1.7, z: 6 } });
+    }
+    return null;
+  }
+
+  async prod(handle, request) {
+    this.#takeRate(handle);
+    const target = String(request?.target || "");
+    const modality = String(request?.modality || "text");
+    if (!ORGAN_NAMES.includes(target)) throw new TypeError("unknown target organ");
+    if (!MODALITIES.has(modality)) throw new TypeError("unknown prod modality");
+    if (canonical(request?.stimulus ?? "").length > 4096) throw new TypeError("prod stimulus is too large");
+    await this.ensurePresent(handle);
+    const payload = {
+      handle,
+      prodId: randomUUID(),
+      target,
+      modality,
+      stimulus: request?.stimulus ?? "",
+    };
+    if (request?.position !== undefined) payload.position = request.position;
+    return this.repository.transact("organ-prod", payload);
+  }
+
+  #takeRate(handle) {
+    const second = Math.floor(Date.now() / 1000);
+    const previous = this.rate.get(handle);
+    const current = previous?.second === second ? previous : { second, count: 0 };
+    current.count += 1;
+    this.rate.set(handle, current);
+    if (current.count > this.maxProdsPerSecond) throw new Error("prod rate limit reached");
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/server.mjs b/experiments/intelligent-terrarium/src/server.mjs
new file mode 100644
index 0000000000..3cde41dd52
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/server.mjs
@@ -0,0 +1,197 @@
+#!/usr/bin/env node
+import { createServer } from "node:http";
+import { readFile } from "node:fs/promises";
+import { dirname, extname, join, resolve } from "node:path";
+import { fileURLToPath } from "node:url";
+import { Mediorgan } from "./mediorgan.mjs";
+import { StateRepository } from "./repository.mjs";
+import { sleepCommit } from "./sleep.mjs";
+
+const here = dirname(fileURLToPath(import.meta.url));
+const defaultWebRoot = resolve(here, "../web");
+const LOOPBACK = new Set(["127.0.0.1", "::1"]);
+
+function json(response, status, value) {
+  const data = Buffer.from(JSON.stringify(value));
+  response.writeHead(status, {
+    "content-type": "application/json; charset=utf-8",
+    "content-length": data.length,
+    "cache-control": "no-store",
+    "x-content-type-options": "nosniff",
+  });
+  response.end(data);
+}
+
+async function requestBody(request, limit = 8192) {
+  const chunks = [];
+  let size = 0;
+  for await (const chunk of request) {
+    size += chunk.length;
+    if (size > limit) throw new Error("request body too large");
+    chunks.push(chunk);
+  }
+  return JSON.parse(Buffer.concat(chunks).toString("utf8") || "{}");
+}
+
+function publicState(repository) {
+  const state = repository.terrarium.state;
+  return {
+    tick: state.tick,
+    lastSeq: state.lastSeq,
+    stateHash: repository.stateHash(),
+    entities: state.entities.map(({ id, species, x, y, z, energy }) => ({ id, species, x, y, z, energy })),
+    visitors: Object.values(state.visitors).map(({ handle, x, y, z }) => ({ handle, x, y, z })),
+    organs: ["sensory", "spatial", "drive", "memory", "action", "voice"],
+    membrane: "mediorgan",
+  };
+}
+
+export async function createTerrariumServer({
+  root,
+  host = "127.0.0.1",
+  port = 0,
+  capabilities = {},
+  tickMs = 100,
+  webRoot = defaultWebRoot,
+} = {}) {
+  if (!LOOPBACK.has(host)) throw new Error("terrarium server refuses non-loopback binding");
+  let repository;
+  try {
+    repository = await StateRepository.open(root, { segmentId: "visit" });
+  } catch {
+    repository = await StateRepository.create(root, { seed: "intelligent-terrarium-visit-v1", profile: "1gb" });
+    repository.segmentPath = join(root, "journal", "segments", "visit.ndjson");
+  }
+  const mediorgan = new Mediorgan(repository, { capabilities });
+  const streams = new Set();
+  let writeTail = Promise.resolve();
+
+  function exclusive(operation) {
+    const result = writeTail.then(operation);
+    writeTail = result.catch(() => {});
+    return result;
+  }
+
+  function broadcast(message) {
+    const line = `${JSON.stringify(message)}\n`;
+    for (const response of streams) {
+      if (!response.write(line)) {
+        response.end();
+        streams.delete(response);
+      }
+    }
+  }
+
+  async function authenticate(request, response) {
+    const handle = mediorgan.authenticate(request.headers.authorization);
+    if (!handle) {
+      json(response, 401, { error: "valid development capability required" });
+      return null;
+    }
+    await exclusive(() => mediorgan.ensurePresent(handle));
+    return handle;
+  }
+
+  const server = createServer(async (request, response) => {
+    try {
+      const url = new URL(request.url, `http://${request.headers.host || "127.0.0.1"}`);
+      if (request.method === "GET" && (url.pathname === "/" || url.pathname === "/client.mjs" || url.pathname === "/spatial-audio.mjs")) {
+        const filename = url.pathname === "/" ? "index.html" : url.pathname.slice(1);
+        const content = await readFile(join(webRoot, filename));
+        const contentType = extname(filename) === ".html" ? "text/html; charset=utf-8" : "text/javascript; charset=utf-8";
+        response.writeHead(200, {
+          "content-type": contentType,
+          "content-length": content.length,
+          "cache-control": "no-store",
+          "content-security-policy": "default-src 'self'; script-src 'self'; style-src 'self' 'unsafe-inline'; connect-src 'self'",
+          "x-content-type-options": "nosniff",
+          "x-frame-options": "DENY",
+        });
+        response.end(content);
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/state") {
+        const handle = await authenticate(request, response);
+        if (!handle) return;
+        json(response, 200, { handle, state: publicState(repository) });
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/stream") {
+        const handle = await authenticate(request, response);
+        if (!handle) return;
+        response.writeHead(200, {
+          "content-type": "application/x-ndjson; charset=utf-8",
+          "cache-control": "no-store",
+          connection: "keep-alive",
+          "x-content-type-options": "nosniff",
+        });
+        response.write(`${JSON.stringify({ type: "welcome", handle, state: publicState(repository) })}\n`);
+        streams.add(response);
+        request.on("close", () => streams.delete(response));
+        return;
+      }
+      if (request.method === "POST" && url.pathname === "/api/prod") {
+        const handle = await authenticate(request, response);
+        if (!handle) return;
+        const prodRequest = await requestBody(request);
+        const result = await exclusive(() => mediorgan.prod(handle, prodRequest));
+        broadcast({ type: "snapshot", state: publicState(repository) });
+        for (const event of result.outputs) broadcast({ type: "sonic", event });
+        json(response, 202, { accepted: true, prodId: result.record.payload.prodId, eventSeq: result.record.seq, outputs: result.outputs });
+        return;
+      }
+      json(response, 404, { error: "not found" });
+    } catch (error) {
+      json(response, /rate limit|too large/.test(error.message) ? 429 : 400, { error: error.message });
+    }
+  });
+
+  await new Promise((resolveListen, reject) => {
+    server.once("error", reject);
+    server.listen(port, host, resolveListen);
+  });
+  const interval = tickMs > 0 ? setInterval(async () => {
+    try {
+      const result = await exclusive(() => repository.transact("advance", { ticks: 1 }));
+      broadcast({ type: "snapshot", state: publicState(repository) });
+      for (const event of result.outputs) broadcast({ type: "sonic", event });
+    } catch (error) {
+      console.error("terrarium tick failed:", error.message);
+    }
+  }, tickMs) : null;
+  interval?.unref();
+
+  return {
+    server,
+    repository,
+    mediorgan,
+    address: server.address(),
+    async stop({ sleep = false } = {}) {
+      if (interval) clearInterval(interval);
+      for (const response of streams) response.end();
+      await new Promise((resolveClose) => server.close(resolveClose));
+      await writeTail;
+      return sleep ? sleepCommit(repository) : null;
+    },
+  };
+}
+
+function option(name, fallback) {
+  const index = process.argv.indexOf(name);
+  return index === -1 ? fallback : process.argv[index + 1];
+}
+
+if (process.argv[1] === fileURLToPath(import.meta.url)) {
+  const host = option("--host", "127.0.0.1");
+  const port = Number(option("--port", "8787"));
+  const root = resolve(option("--root", "./terrarium-state"));
+  const capabilities = JSON.parse(process.env.TERRARIUM_DEV_CAPS || "{}");
+  const app = await createTerrariumServer({ root, host, port, capabilities });
+  console.log(JSON.stringify({ listening: `http://${app.address.address}:${app.address.port}`, binding: app.address, root }));
+  const shutdown = async () => {
+    await app.stop({ sleep: true });
+    process.exit(0);
+  };
+  process.once("SIGINT", shutdown);
+  process.once("SIGTERM", shutdown);
+}
diff --git a/experiments/intelligent-terrarium/test/mediorgan.test.mjs b/experiments/intelligent-terrarium/test/mediorgan.test.mjs
new file mode 100644
index 0000000000..a5e8a20226
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/mediorgan.test.mjs
@@ -0,0 +1,68 @@
+import assert from "node:assert/strict";
+import { mkdtemp, readFile } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import test from "node:test";
+import { createTerrariumServer } from "../src/server.mjs";
+
+test("server refuses every non-loopback binding", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-bind-"));
+  await assert.rejects(createTerrariumServer({ root, host: "0.0.0.0" }), /refuses non-loopback/);
+});
+
+test("mediorgan authenticates, journals a bounded prod, and never journals capability", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-mediorgan-"));
+  const capability = "local-test-capability-never-journal";
+  const app = await createTerrariumServer({ root, capabilities: { [capability]: "@alex" }, tickMs: 0 });
+  const base = `http://${app.address.address}:${app.address.port}`;
+  assert.equal(app.address.address, "127.0.0.1");
+  assert.equal((await fetch(`${base}/api/state`)).status, 401);
+
+  const headers = { Authorization: `Bearer ${capability}`, "Content-Type": "application/json" };
+  const stateResponse = await fetch(`${base}/api/state`, { headers });
+  assert.equal(stateResponse.status, 200);
+  assert.equal((await stateResponse.json()).handle, "@alex");
+  const prodResponse = await fetch(`${base}/api/prod`, {
+    method: "POST",
+    headers,
+    body: JSON.stringify({ target: "voice", modality: "text", stimulus: "hello organ", position: { x: -2, y: 1, z: 1 } }),
+  });
+  assert.equal(prodResponse.status, 202);
+  const accepted = await prodResponse.json();
+  assert.match(accepted.prodId, /^[0-9a-f-]{36}$/);
+  assert.equal(accepted.outputs[0].kind, "sonic");
+  assert.match(accepted.outputs[0].cause, new RegExp(accepted.prodId));
+  const journal = await readFile(app.repository.segmentPath, "utf8");
+  assert.match(journal, /"kind":"organ-prod"/);
+  assert.match(journal, /"handle":"@alex"/);
+  assert.doesNotMatch(journal, new RegExp(capability));
+  await app.stop();
+});
+
+test("loopback visitor page exposes a WebGL terrarium and mediorgan controls", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-page-"));
+  const app = await createTerrariumServer({ root, capabilities: {}, tickMs: 0 });
+  const html = await (await fetch(`http://${app.address.address}:${app.address.port}/`)).text();
+  assert.match(html, /<canvas[^>]+terrarium/);
+  assert.match(html, /Connect mediorgan/);
+  assert.match(html, /Prod organ/);
+  assert.match(html, /Xbox-compatible controller/);
+  await app.stop();
+});
+
+test("concurrent outside prods remain a single ordered journal", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-concurrent-"));
+  const capability = "local-concurrency-capability";
+  const app = await createTerrariumServer({ root, capabilities: { [capability]: "@alex" }, tickMs: 0 });
+  const base = `http://${app.address.address}:${app.address.port}`;
+  const responses = await Promise.all(Array.from({ length: 8 }, (_, index) => fetch(`${base}/api/prod`, {
+    method: "POST",
+    headers: { Authorization: `Bearer ${capability}`, "Content-Type": "application/json" },
+    body: JSON.stringify({ target: "memory", modality: "text", stimulus: `prod-${index}` }),
+  })));
+  assert.deepEqual(responses.map((response) => response.status), Array(8).fill(202));
+  const sequences = await Promise.all(responses.map(async (response) => (await response.json()).eventSeq));
+  assert.equal(new Set(sequences).size, sequences.length);
+  assert.deepEqual([...sequences].sort((a, b) => a - b), Array.from({ length: 8 }, (_, index) => index + 2));
+  await app.stop();
+});
diff --git a/experiments/intelligent-terrarium/test/spatial-audio.test.mjs b/experiments/intelligent-terrarium/test/spatial-audio.test.mjs
new file mode 100644
index 0000000000..2b81d15150
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/spatial-audio.test.mjs
@@ -0,0 +1,19 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { SonicDeduper, spatialize } from "../web/spatial-audio.mjs";
+
+test("semantic coordinates render left/right and attenuate monotonically", () => {
+  const listener = { x: 0, y: 0, z: 0, yaw: 0 };
+  assert.ok(spatialize([-3, 0, 0], listener).pan < 0);
+  assert.ok(spatialize([3, 0, 0], listener).pan > 0);
+  assert.ok(spatialize([1, 0, 0], listener, 12).gain > spatialize([8, 0, 0], listener, 12).gain);
+});
+
+test("sonic event IDs are accepted once across reconnect replay", () => {
+  const deduper = new SonicDeduper(2);
+  assert.equal(deduper.accept("one"), true);
+  assert.equal(deduper.accept("one"), false);
+  assert.equal(deduper.accept("two"), true);
+  assert.equal(deduper.accept("three"), true);
+  assert.equal(deduper.accept("one"), true);
+});
diff --git a/experiments/intelligent-terrarium/web/client.mjs b/experiments/intelligent-terrarium/web/client.mjs
new file mode 100644
index 0000000000..df8d7046a1
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/client.mjs
@@ -0,0 +1,157 @@
+import { SonicDeduper, spatialize } from "./spatial-audio.mjs";
+
+const canvas = document.querySelector("#terrarium");
+const status = document.querySelector("#status");
+const connectButton = document.querySelector("#connect");
+const prodButton = document.querySelector("#prod");
+const capabilityInput = document.querySelector("#capability");
+const organInput = document.querySelector("#organ");
+const modalityInput = document.querySelector("#modality");
+const stimulusInput = document.querySelector("#stimulus");
+const gl = canvas.getContext("webgl2", { antialias: true, alpha: false });
+const camera = { x: 0, y: 2.2, z: 14, yaw: 0 };
+const keys = new Set();
+const deduper = new SonicDeduper();
+let capability = "";
+let world = { tick: 0, entities: [], visitors: [] };
+let audio = null;
+let lastSpatialProd = 0;
+
+function shader(type, source) {
+  const value = gl.createShader(type);
+  gl.shaderSource(value, source);
+  gl.compileShader(value);
+  if (!gl.getShaderParameter(value, gl.COMPILE_STATUS)) throw new Error(gl.getShaderInfoLog(value));
+  return value;
+}
+
+const program = gl.createProgram();
+gl.attachShader(program, shader(gl.VERTEX_SHADER, `#version 300 es
+  in vec3 position; in float energy; uniform vec2 view; uniform vec3 camera; uniform float yaw;
+  out float glow;
+  void main() {
+    vec3 p = position - camera;
+    float c = cos(yaw), s = sin(yaw);
+    vec3 q = vec3(p.x*c - p.z*s, p.y, p.x*s + p.z*c);
+    float depth = max(1.0, -q.z);
+    gl_Position = vec4(q.x / depth / view.x, q.y / depth / view.y, 1.0 - 2.0 / depth, 1.0);
+    gl_PointSize = clamp(50.0 / depth + energy * 10.0, 5.0, 34.0);
+    glow = energy;
+  }`));
+gl.attachShader(program, shader(gl.FRAGMENT_SHADER, `#version 300 es
+  precision highp float; in float glow; out vec4 color;
+  void main() {
+    float d = length(gl_PointCoord - vec2(.5)); if (d > .5) discard;
+    float a = smoothstep(.5, .1, d); color = vec4(.25 + glow*.3, .75 + glow*.2, .45 + glow*.35, a);
+  }`));
+gl.linkProgram(program);
+if (!gl.getProgramParameter(program, gl.LINK_STATUS)) throw new Error(gl.getProgramInfoLog(program));
+const buffer = gl.createBuffer();
+const positionLocation = gl.getAttribLocation(program, "position");
+const energyLocation = gl.getAttribLocation(program, "energy");
+
+function draw() {
+  canvas.width = Math.max(1, Math.floor(canvas.clientWidth * devicePixelRatio));
+  canvas.height = Math.max(1, Math.floor(canvas.clientHeight * devicePixelRatio));
+  gl.viewport(0, 0, canvas.width, canvas.height);
+  gl.clearColor(0.025, 0.075, 0.05, 1);
+  gl.clear(gl.COLOR_BUFFER_BIT);
+  gl.useProgram(program);
+  const values = new Float32Array(world.entities.flatMap((entity) => [entity.x, entity.y, entity.z, entity.energy]));
+  gl.bindBuffer(gl.ARRAY_BUFFER, buffer);
+  gl.bufferData(gl.ARRAY_BUFFER, values, gl.DYNAMIC_DRAW);
+  gl.enableVertexAttribArray(positionLocation);
+  gl.vertexAttribPointer(positionLocation, 3, gl.FLOAT, false, 16, 0);
+  gl.enableVertexAttribArray(energyLocation);
+  gl.vertexAttribPointer(energyLocation, 1, gl.FLOAT, false, 16, 12);
+  gl.uniform2f(gl.getUniformLocation(program, "view"), canvas.height / canvas.width, 1);
+  gl.uniform3f(gl.getUniformLocation(program, "camera"), camera.x, camera.y, camera.z);
+  gl.uniform1f(gl.getUniformLocation(program, "yaw"), camera.yaw);
+  gl.drawArrays(gl.POINTS, 0, world.entities.length);
+}
+
+function playSonic(event) {
+  if (!deduper.accept(event.id) || !audio) return;
+  const rendered = spatialize(event.source, camera, event.radius);
+  const oscillator = audio.createOscillator();
+  const gain = audio.createGain();
+  const panner = audio.createStereoPanner();
+  oscillator.frequency.value = event.pitch;
+  oscillator.type = event.voice.includes("moss") ? "sine" : "triangle";
+  panner.pan.value = rendered.pan;
+  gain.gain.setValueAtTime(Math.max(0.0001, rendered.gain * event.intensity * 0.18), audio.currentTime);
+  gain.gain.exponentialRampToValueAtTime(0.0001, audio.currentTime + event.duration);
+  oscillator.connect(gain).connect(panner).connect(audio.destination);
+  oscillator.start();
+  oscillator.stop(audio.currentTime + event.duration);
+  status.dataset.lastSonicPan = rendered.pan.toFixed(3);
+  status.dataset.lastSonicGain = rendered.gain.toFixed(3);
+}
+
+async function connect() {
+  capability = capabilityInput.value.trim();
+  audio ||= new AudioContext();
+  await audio.resume();
+  const response = await fetch("/api/stream", { headers: { Authorization: `Bearer ${capability}` } });
+  if (!response.ok) throw new Error(`mediorgan refused (${response.status})`);
+  prodButton.disabled = false;
+  const reader = response.body.getReader();
+  const decoder = new TextDecoder();
+  let pending = "";
+  for (;;) {
+    const { done, value } = await reader.read();
+    if (done) break;
+    pending += decoder.decode(value, { stream: true });
+    const lines = pending.split("\n");
+    pending = lines.pop();
+    for (const line of lines) {
+      if (!line) continue;
+      const message = JSON.parse(line);
+      if (message.state) world = message.state;
+      if (message.type === "sonic") playSonic(message.event);
+      status.textContent = `mediorgan connected as ${message.handle || world.visitors[0]?.handle || "visitor"} • tick ${world.tick} • ${world.entities.length} organisms`;
+      status.dataset.connected = "true";
+      draw();
+    }
+  }
+}
+
+async function prod() {
+  const response = await fetch("/api/prod", {
+    method: "POST",
+    headers: { Authorization: `Bearer ${capability}`, "Content-Type": "application/json" },
+    body: JSON.stringify({ target: organInput.value, modality: modalityInput.value, stimulus: stimulusInput.value, position: camera }),
+  });
+  if (!response.ok) throw new Error((await response.json()).error);
+  const result = await response.json();
+  status.dataset.lastProdId = result.prodId;
+}
+
+connectButton.addEventListener("click", () => connect().catch((error) => { status.textContent = error.message; }));
+prodButton.addEventListener("click", () => prod().catch((error) => { status.textContent = error.message; }));
+window.addEventListener("keydown", (event) => keys.add(event.key.toLowerCase()));
+window.addEventListener("keyup", (event) => keys.delete(event.key.toLowerCase()));
+
+function move() {
+  let forward = (keys.has("w") || keys.has("arrowup") ? 1 : 0) - (keys.has("s") || keys.has("arrowdown") ? 1 : 0);
+  let turn = (keys.has("d") || keys.has("arrowright") ? 1 : 0) - (keys.has("a") || keys.has("arrowleft") ? 1 : 0);
+  const pad = navigator.getGamepads?.()[0];
+  if (pad) {
+    forward -= Math.abs(pad.axes[1]) > 0.15 ? pad.axes[1] : 0;
+    turn += Math.abs(pad.axes[0]) > 0.15 ? pad.axes[0] : 0;
+  }
+  camera.yaw += turn * 0.025;
+  camera.x -= Math.sin(camera.yaw) * forward * 0.08;
+  camera.z -= Math.cos(camera.yaw) * forward * 0.08;
+  if (capability && performance.now() - lastSpatialProd > 250 && (Math.abs(forward) + Math.abs(turn) > 0.05)) {
+    lastSpatialProd = performance.now();
+    fetch("/api/prod", {
+      method: "POST",
+      headers: { Authorization: `Bearer ${capability}`, "Content-Type": "application/json" },
+      body: JSON.stringify({ target: "spatial", modality: "gesture", stimulus: { position: camera }, position: camera }),
+    }).catch(() => {});
+  }
+  draw();
+  requestAnimationFrame(move);
+}
+requestAnimationFrame(move);
diff --git a/experiments/intelligent-terrarium/web/index.html b/experiments/intelligent-terrarium/web/index.html
new file mode 100644
index 0000000000..461b115a2b
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/index.html
@@ -0,0 +1,48 @@
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width,initial-scale=1">
+  <title>Intelligent Terrarium — Mediorgan</title>
+  <style>
+    :root { color-scheme: dark; font-family: ui-monospace, SFMono-Regular, monospace; }
+    * { box-sizing: border-box; }
+    body { margin: 0; overflow: hidden; background: #07100c; color: #d8f5df; }
+    canvas { display: block; width: 100vw; height: 100vh; }
+    .panel { position: fixed; inset: 16px auto auto 16px; width: min(380px, calc(100vw - 32px)); padding: 14px; border: 1px solid #70d69a55; border-radius: 14px; background: #06100ccc; backdrop-filter: blur(10px); }
+    h1 { margin: 0 0 4px; font-size: 17px; font-weight: 600; }
+    .status { margin: 0 0 12px; color: #8edca9; font-size: 12px; }
+    .row { display: grid; grid-template-columns: 1fr 1fr; gap: 8px; margin-top: 8px; }
+    input, select, button { min-width: 0; padding: 9px; border: 1px solid #70d69a55; border-radius: 8px; color: inherit; background: #102319; font: inherit; }
+    button { cursor: pointer; background: #1a5b37; }
+    .hint { margin: 10px 0 0; color: #799e85; font-size: 11px; line-height: 1.4; }
+  </style>
+</head>
+<body>
+  <canvas id="terrarium" aria-label="Three-dimensional intelligent terrarium"></canvas>
+  <section class="panel" aria-label="Mediorgan controls">
+    <h1>Intelligent Terrarium</h1>
+    <p id="status" class="status" data-testid="status">mediorgan asleep</p>
+    <div class="row">
+      <input id="capability" aria-label="Development capability" value="local-alex-demo" autocomplete="off">
+      <button id="connect" data-testid="connect">Connect mediorgan</button>
+    </div>
+    <div class="row">
+      <select id="organ" aria-label="Target organ">
+        <option>sensory</option><option>spatial</option><option>drive</option>
+        <option>memory</option><option>action</option><option selected>voice</option>
+      </select>
+      <select id="modality" aria-label="Prod modality">
+        <option selected>text</option><option>gesture</option><option>proximity</option>
+        <option>sound</option><option>media</option>
+      </select>
+    </div>
+    <div class="row">
+      <input id="stimulus" aria-label="Stimulus" value="hello, small voice">
+      <button id="prod" data-testid="prod" disabled>Prod organ</button>
+    </div>
+    <p class="hint">Move with WASD / arrows or an Xbox-compatible controller. A prod is a stimulus through the mediorgan, never a direct state write.</p>
+  </section>
+  <script type="module" src="/client.mjs"></script>
+</body>
+</html>
diff --git a/experiments/intelligent-terrarium/web/spatial-audio.mjs b/experiments/intelligent-terrarium/web/spatial-audio.mjs
new file mode 100644
index 0000000000..521b74692b
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/spatial-audio.mjs
@@ -0,0 +1,25 @@
+export function spatialize(source, listener, radius = 12) {
+  const dx = Number(source[0]) - Number(listener.x || 0);
+  const dy = Number(source[1]) - Number(listener.y || 0);
+  const dz = Number(source[2]) - Number(listener.z || 0);
+  const yaw = Number(listener.yaw || 0);
+  const right = dx * Math.cos(yaw) - dz * Math.sin(yaw);
+  const distance = Math.hypot(dx, dy, dz);
+  const pan = Math.max(-1, Math.min(1, right / Math.max(1, Math.hypot(dx, dz))));
+  const gain = Math.max(0, Math.min(1, 1 - distance / Math.max(0.001, radius)));
+  return { pan, gain, distance };
+}
+
+export class SonicDeduper {
+  constructor(limit = 256) {
+    this.limit = limit;
+    this.ids = new Set();
+  }
+
+  accept(id) {
+    if (this.ids.has(id)) return false;
+    this.ids.add(id);
+    if (this.ids.size > this.limit) this.ids.delete(this.ids.values().next().value);
+    return true;
+  }
+}
-- 
2.51.2


From 711d9b33a5367e7a6437d3bbb5ec740a6a504f41 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 12:08:36 -0700
Subject: [PATCH 03/14] Record intelligent terrarium keeper evidence

---
 experiments/intelligent-terrarium/KEEPER.md | 55 ++++++++++++++++++---
 1 file changed, 47 insertions(+), 8 deletions(-)

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 290b2f1aeb..db397725c4 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -115,8 +115,8 @@ about 6 MiB. No unrelated dirty files were changed.
 
 ### Durable state repository on `jastow`
 
-Proposed location, to create only after a keeper decision:
-`/home/me/intelligent-terrarium-state`. Keep it separate from
+Approved and created location: `/home/me/intelligent-terrarium-state`. It is
+kept separate from
 `/home/me/aesthetic-computer` so autonomous sleep commits cannot trigger AC
 hooks, mingle with application history, or stage unrelated work.
 
@@ -175,7 +175,7 @@ commit. Git operations use explicit allowlisted paths; never `git add -A`.
 ### Stage 2 — loopback browser visitor
 
 Serve snapshots and sonic events on `127.0.0.1` only, by an ephemeral manual
-process. Render a small Three.js terrarium, listener-relative stereo audio,
+process. Render a small WebGL2 terrarium, listener-relative stereo audio,
 keyboard, and standard Gamepad API input. Use an SSH local forward for neo-side
 testing; no LAN/public listener or persistent service.
 
@@ -232,8 +232,6 @@ The first thin slice is accepted only when all of these pass:
 
 ## Keeper decisions still required
 
-- Permission to create `/home/me/intelligent-terrarium-state` and run an
-  ephemeral loopback-only process on `jastow`.
 - Whether/when to install or build a user-space inference runtime and acquire a
   specific quantized model. No system package installation is assumed.
 - The future authenticated gateway and who may visit/interact versus observe.
@@ -244,6 +242,47 @@ The first thin slice is accepted only when all of these pass:
 
 ## Next keeper action
 
-Implement Stage 0 locally in this sparse worktree with deterministic replay and
-memory-accounting tests only. It needs no remote writes, model installation,
-network listener, production path, or deployment.
+Hold at the Stage 3 boundary for a keeper decision. Real AC identity requires a
+hidden development piece and token-verifying gateway changes in served paths.
+No model installation, push, deployment, persistent service, or public listener
+is authorized.
+
+## 2026-07-23 implementation evidence
+
+Keeper approval arrived through the private `alex` Loopboy inbox for Stages
+0–1, an isolated branch commit, creation of the state repository, and an
+ephemeral loopback-only 1 GB process. Stage 2 was permitted only after 0–1 were
+green; that gate passed.
+
+- Stage 0–1 code commit:
+  `4a6f2ec654ed3a6f1dd19c22706ea68156a6f404`.
+- Stage 2 Mediorgan/visitor commit:
+  `d1528bd4bccdb5c560a5b97aa5aa68988fd2ec4a`.
+- Local and Fedora suites: 12/12 Node tests pass. Coverage includes seeded
+  determinism, bounded memory, journal replay/tamper detection, truncated-tail
+  quarantine, allowlisted/no-op sleep commits, loopback refusal, capability
+  exclusion from journals, concurrent prod serialization, stereo geometry, and
+  sonic deduplication.
+- Stage 0–1 Fedora run: 9,000 ticks, 902 records, state
+  `e469e1009e673571d539189621e3ab238ed388881a0a7cd8a11ec564a280fba7`,
+  cgroup `MemoryPeak=30277632`, `MemoryHigh=943718400`,
+  `MemoryMax=1073741824`, `MemorySwapMax=0`. State commit:
+  `27009678b7bf8f9d1ddbe481fd7d9edcef8491d7`.
+- Stage 2 Fedora run: exact listener `127.0.0.1:18787`; unauthenticated state
+  request returned 401; a `voice` organ prod via `media` returned a causal
+  semantic sound. Peak cgroup charge was 26,771,456 bytes under the same hard
+  limit. Shutdown removed the listener and committed state as
+  `f8b09a1ac95c6db20aeb743434b9cc943c48e9ad`, with replay state
+  `7e21bc07cbd52b6291304d524041ee43191f7a11254990f9636a7482b6222c12`.
+- The listener-set hash was identical before and after both remote experiments.
+  `matador-miner` remained PID 2928 at 3,298 MiB VRAM before, during, and after.
+  The tower AC checkout retained only its two pre-existing untracked files.
+- No package/model was installed; no branch or state was pushed; no production
+  or served path was changed.
+
+The first-demo acceptance list is not yet wholly satisfied. The code exercises
+WebGL2, keyboard/Gamepad input, WebAudio stereo rendering, and two-client stream
+semantics, but the in-app browser-control bridge was unavailable, so visual and
+physical-controller QA remain unchecked. The real AC Auth0/handle path is also
+Stage 3, and the 9,000-tick memory run was accelerated rather than a wall-clock
+15-minute soak.
-- 
2.51.2


From 3ae5151c1cb3036d09e3816f4e2c52ab06b379d9 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 12:14:38 -0700
Subject: [PATCH 04/14] Serialize terrarium authority mutations

---
 experiments/intelligent-terrarium/KEEPER.md   | 23 +++++++++++
 .../intelligent-terrarium/src/repository.mjs  | 11 +++++
 .../intelligent-terrarium/src/server.mjs      | 11 +++--
 .../test/mediorgan.test.mjs                   | 40 +++++++++++++++++--
 4 files changed, 76 insertions(+), 9 deletions(-)

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index db397725c4..984a3a66bc 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -286,3 +286,26 @@ semantics, but the in-app browser-control bridge was unavailable, so visual and
 physical-controller QA remain unchecked. The real AC Auth0/handle path is also
 Stage 3, and the 9,000-tick memory run was accelerated rather than a wall-clock
 15-minute soak.
+
+### Stage 2 one-writer review
+
+The private keeper review identified the repository append race that would
+exist if ticks and outside prods could enter `StateRepository.transact`
+concurrently. The authority now has two deliberate layers: the server queue
+serializes whole mutations such as a Mediorgan prod, while the repository owns
+an intrinsic append queue so no caller can clone the same pre-append head.
+Shutdown drains both queues before sleep. The timer callback does not return an
+unobserved promise; tick failures terminate in the injected `onTickError`
+handler and later ticks continue.
+
+The expanded local suite passes 13/13. Its race case mixes the 1 ms autonomous
+tick interval with eight simultaneous authenticated prods, then proves sequence
+numbers are contiguous, every `prevHash` names the preceding record, all prods
+land exactly once, and a fresh replay has the same final state/head hashes.
+An injected tick failure is observed without stopping subsequent ticks. Both
+tests also passed 20/20 focused stress repetitions.
+
+Alex's current execution boundary prohibits browser automation and all GUI
+control, so the remaining visual, WebAudio-device, and physical Xbox-controller
+checks were not attempted. Pure spatial-audio geometry/deduplication tests stay
+green; interactive QA remains an explicit acceptance blocker.
diff --git a/experiments/intelligent-terrarium/src/repository.mjs b/experiments/intelligent-terrarium/src/repository.mjs
index cf3e0033f9..7b9a5e7ce9 100644
--- a/experiments/intelligent-terrarium/src/repository.mjs
+++ b/experiments/intelligent-terrarium/src/repository.mjs
@@ -66,6 +66,7 @@ export class StateRepository {
     this.headRecordHash = headRecordHash;
     this.segmentPath = segmentPath;
     this.recoveries = recoveries;
+    this.writeTail = Promise.resolve();
   }
 
   static async create(root, { seed, terrariumId = "intelligent-terrarium", profile = "1gb" } = {}) {
@@ -112,6 +113,12 @@ export class StateRepository {
   }
 
   async transact(kind, payload) {
+    const result = this.writeTail.then(() => this.#appendTransaction(kind, payload));
+    this.writeTail = result.catch(() => {});
+    return result;
+  }
+
+  async #appendTransaction(kind, payload) {
     const candidate = Terrarium.fromSnapshot(this.terrarium.snapshot());
     const record = {
       schema: 1,
@@ -130,6 +137,10 @@ export class StateRepository {
     return { record: clone(record), outputs: clone(outputs) };
   }
 
+  async idle() {
+    await this.writeTail;
+  }
+
   stateHash() {
     return this.terrarium.stateHash();
   }
diff --git a/experiments/intelligent-terrarium/src/server.mjs b/experiments/intelligent-terrarium/src/server.mjs
index 3cde41dd52..26b1299677 100644
--- a/experiments/intelligent-terrarium/src/server.mjs
+++ b/experiments/intelligent-terrarium/src/server.mjs
@@ -53,6 +53,7 @@ export async function createTerrariumServer({
   capabilities = {},
   tickMs = 100,
   webRoot = defaultWebRoot,
+  onTickError = (error) => console.error("terrarium tick failed:", error.message),
 } = {}) {
   if (!LOOPBACK.has(host)) throw new Error("terrarium server refuses non-loopback binding");
   let repository;
@@ -150,14 +151,11 @@ export async function createTerrariumServer({
     server.once("error", reject);
     server.listen(port, host, resolveListen);
   });
-  const interval = tickMs > 0 ? setInterval(async () => {
-    try {
-      const result = await exclusive(() => repository.transact("advance", { ticks: 1 }));
+  const interval = tickMs > 0 ? setInterval(() => {
+    void exclusive(() => repository.transact("advance", { ticks: 1 })).then((result) => {
       broadcast({ type: "snapshot", state: publicState(repository) });
       for (const event of result.outputs) broadcast({ type: "sonic", event });
-    } catch (error) {
-      console.error("terrarium tick failed:", error.message);
-    }
+    }).catch(onTickError);
   }, tickMs) : null;
   interval?.unref();
 
@@ -171,6 +169,7 @@ export async function createTerrariumServer({
       for (const response of streams) response.end();
       await new Promise((resolveClose) => server.close(resolveClose));
       await writeTail;
+      await repository.idle();
       return sleep ? sleepCommit(repository) : null;
     },
   };
diff --git a/experiments/intelligent-terrarium/test/mediorgan.test.mjs b/experiments/intelligent-terrarium/test/mediorgan.test.mjs
index a5e8a20226..ff2562e414 100644
--- a/experiments/intelligent-terrarium/test/mediorgan.test.mjs
+++ b/experiments/intelligent-terrarium/test/mediorgan.test.mjs
@@ -3,6 +3,7 @@ import { mkdtemp, readFile } from "node:fs/promises";
 import { tmpdir } from "node:os";
 import { join } from "node:path";
 import test from "node:test";
+import { verifyRepository } from "../src/repository.mjs";
 import { createTerrariumServer } from "../src/server.mjs";
 
 test("server refuses every non-loopback binding", async () => {
@@ -50,10 +51,10 @@ test("loopback visitor page exposes a WebGL terrarium and mediorgan controls", a
   await app.stop();
 });
 
-test("concurrent outside prods remain a single ordered journal", async () => {
+test("concurrent ticks and outside prods remain one contiguous replayable journal", async () => {
   const root = await mkdtemp(join(tmpdir(), "terrarium-concurrent-"));
   const capability = "local-concurrency-capability";
-  const app = await createTerrariumServer({ root, capabilities: { [capability]: "@alex" }, tickMs: 0 });
+  const app = await createTerrariumServer({ root, capabilities: { [capability]: "@alex" }, tickMs: 1 });
   const base = `http://${app.address.address}:${app.address.port}`;
   const responses = await Promise.all(Array.from({ length: 8 }, (_, index) => fetch(`${base}/api/prod`, {
     method: "POST",
@@ -63,6 +64,39 @@ test("concurrent outside prods remain a single ordered journal", async () => {
   assert.deepEqual(responses.map((response) => response.status), Array(8).fill(202));
   const sequences = await Promise.all(responses.map(async (response) => (await response.json()).eventSeq));
   assert.equal(new Set(sequences).size, sequences.length);
-  assert.deepEqual([...sequences].sort((a, b) => a - b), Array.from({ length: 8 }, (_, index) => index + 2));
+  await new Promise((resolveWait) => setTimeout(resolveWait, 20));
+  await app.stop();
+  const onlineHash = app.repository.stateHash();
+  const records = app.repository.records;
+  assert.deepEqual(records.map(({ seq }) => seq), Array.from({ length: records.length }, (_, index) => index + 1));
+  assert.equal(records[0].prevHash, "0".repeat(64));
+  for (let index = 1; index < records.length; index += 1) {
+    assert.equal(records[index].prevHash, records[index - 1].recordHash);
+  }
+  assert.ok(records.some(({ kind }) => kind === "advance"));
+  assert.equal(records.filter(({ kind }) => kind === "organ-prod").length, 8);
+  const replay = await verifyRepository(root);
+  assert.equal(replay.lastSeq, records.length);
+  assert.equal(replay.stateHash, onlineHash);
+  assert.equal(replay.headRecordHash, records.at(-1).recordHash);
+});
+
+test("tick failures are observed without an unhandled rejection", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-tick-error-"));
+  const errors = [];
+  const app = await createTerrariumServer({ root, tickMs: 1, onTickError: (error) => errors.push(error) });
+  const transact = app.repository.transact.bind(app.repository);
+  let rejectNextTick = true;
+  app.repository.transact = (kind, payload) => {
+    if (kind === "advance" && rejectNextTick) {
+      rejectNextTick = false;
+      return Promise.reject(new Error("injected tick failure"));
+    }
+    return transact(kind, payload);
+  };
+  await new Promise((resolveWait) => setTimeout(resolveWait, 20));
   await app.stop();
+  assert.equal(errors.length, 1);
+  assert.match(errors[0].message, /injected tick failure/);
+  assert.ok(app.repository.records.some(({ kind }) => kind === "advance"));
 });
-- 
2.51.2


From 066b61c156aafdc259ac17b7fff752731c5f9034 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 12:24:25 -0700
Subject: [PATCH 05/14] Add verified AC identity seam

---
 experiments/intelligent-terrarium/KEEPER.md   |  55 +++++--
 .../intelligent-terrarium/src/identity.mjs    | 102 +++++++++++++
 .../intelligent-terrarium/src/mediorgan.mjs   |   5 +-
 .../intelligent-terrarium/src/server.mjs      |  61 +++++++-
 .../test/identity.test.mjs                    | 140 ++++++++++++++++++
 .../disks/terrarium-dev.mjs                   |  96 ++++++++++++
 6 files changed, 443 insertions(+), 16 deletions(-)
 create mode 100644 experiments/intelligent-terrarium/src/identity.mjs
 create mode 100644 experiments/intelligent-terrarium/test/identity.test.mjs
 create mode 100644 system/public/aesthetic.computer/disks/terrarium-dev.mjs

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 984a3a66bc..64f6177d42 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -181,11 +181,19 @@ testing; no LAN/public listener or persistent service.
 
 ### Stage 3 — real AC identity and hidden piece
 
-Add a development-only AC piece and a token-first handshake modeled on
-`fight:auth`. Resolve the current handle server-side, bind actions to the
-verified account, rate-limit intentions, and reject replayed/expired sessions.
-This stage touches served paths and therefore requires a keeper decision before
-any commit, push, or deploy.
+Implemented on the isolated branch after an explicit keeper decision. The
+hidden `terrarium-dev` piece calls AC's `authorize()` and sends the bearer token
+only to the fixed loopback authority. The server follows the existing AC seam:
+Auth0 `/userinfo` verifies the token, then `/handle/<encoded-sub>` resolves the
+public handle. Only that server-resolved handle authors a prod. The payload has
+no authorship field, unknown spoofed identity fields are discarded, and audit
+records contain outcome/status but no token, subject, email, or handle.
+
+Real identity is opt-in at process start with `TERRARIUM_AC_AUTH=1`; the earlier
+development capability remains available. CORS permits the same authority
+origin and the two local AC development origins only. The process still
+refuses every non-loopback bind. The piece deliberately omits `meta()` so it is
+reachable as `terrarium-dev[:port]` without appearing in list/autocomplete.
 
 ### Stage 4 — 2 GB reflection experiment
 
@@ -242,10 +250,12 @@ The first thin slice is accepted only when all of these pass:
 
 ## Next keeper action
 
-Hold at the Stage 3 boundary for a keeper decision. Real AC identity requires a
-hidden development piece and token-verifying gateway changes in served paths.
-No model installation, push, deployment, persistent service, or public listener
-is authorized.
+Hold after Stage 3. A real logged-in-token exercise and interactive piece QA
+remain blocked by the current no-browser/no-GUI execution boundary; the tests
+use faithful local Auth0/handle response doubles and never read a real token.
+Stage 4 also requires a keeper choice of user-space runtime/model before any
+download or installation. No model installation, push, deployment, persistent
+service, or public listener is authorized.
 
 ## 2026-07-23 implementation evidence
 
@@ -309,3 +319,30 @@ Alex's current execution boundary prohibits browser automation and all GUI
 control, so the remaining visual, WebAudio-device, and physical Xbox-controller
 checks were not attempted. Pure spatial-audio geometry/deduplication tests stay
 green; interactive QA remains an explicit acceptance blocker.
+
+### Stage 3 identity evidence
+
+Stage 3 adds the dependency-free `identity.mjs` verifier and the hidden
+`system/public/aesthetic.computer/disks/terrarium-dev.mjs` client. The CLI wires
+the verifier only when `TERRARIUM_AC_AUTH=1`; it reports the auth mode but never
+the bearer value or identity claims. No production/session-server code was
+changed.
+
+The complete local suite passes 18/18. Identity cases prove:
+
+- a valid Auth0 response resolves its subject through the server-side AC handle
+  endpoint and returns only normalized `@alex`;
+- missing, malformed, locally expired JWT-shaped, and Auth0-rejected opaque
+  tokens fail with 401-class identity errors;
+- a request claiming `@mallory` plus spoofed subject/email/token fields is
+  journaled only as the verified `@alex`, and none of the forbidden values
+  occur in the journal or structured audit fixture;
+- a fixed-clock two-prods-per-second profile accepts exactly two actions and
+  returns 429 for the third, with exactly two `organ-prod` records; and
+- allowed local CORS preflight succeeds, a foreign origin is rejected, the
+  piece contains no `meta()` export, and its endpoint is fixed to loopback.
+
+Both the client and identity modules pass Node syntax checks. No live Auth0
+request, real bearer token, GUI/browser action, non-loopback listener, remote
+machine access, push, deployment, or live hook was used for this stage. A real
+logged-in handle test is therefore still required for first-demo criterion 4.
diff --git a/experiments/intelligent-terrarium/src/identity.mjs b/experiments/intelligent-terrarium/src/identity.mjs
new file mode 100644
index 0000000000..ed4c54ef57
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/identity.mjs
@@ -0,0 +1,102 @@
+import { normalizeHandle } from "./core.mjs";
+
+const DEFAULT_USERINFO_URL = "https://aesthetic.us.auth0.com/userinfo";
+const DEFAULT_AC_ORIGIN = "https://aesthetic.computer";
+
+export class IdentityError extends Error {
+  constructor(code, statusCode, publicMessage) {
+    super(publicMessage);
+    this.name = "IdentityError";
+    this.code = code;
+    this.statusCode = statusCode;
+    this.publicMessage = publicMessage;
+  }
+}
+
+function bearerToken(header) {
+  if (!header) throw new IdentityError("missing_token", 401, "authorization token required");
+  const match = /^Bearer ([^\s]+)$/.exec(String(header));
+  if (!match || match[1].length > 8192) {
+    throw new IdentityError("invalid_token", 401, "invalid or expired authorization token");
+  }
+  return match[1];
+}
+
+function rejectExpiredJwt(token, now) {
+  const parts = token.split(".");
+  if (parts.length !== 3) return;
+  try {
+    const claims = JSON.parse(Buffer.from(parts[1], "base64url").toString("utf8"));
+    if (Number.isFinite(claims.exp) && claims.exp * 1000 <= now()) {
+      throw new IdentityError("expired_token", 401, "invalid or expired authorization token");
+    }
+  } catch (error) {
+    if (error instanceof IdentityError) throw error;
+    // Auth0 userinfo remains authoritative for opaque or unusual token shapes.
+  }
+}
+
+async function responseJson(response) {
+  try {
+    return await response.json();
+  } catch {
+    return null;
+  }
+}
+
+export function createACIdentityVerifier({
+  fetchImpl = globalThis.fetch,
+  userInfoUrl = DEFAULT_USERINFO_URL,
+  acOrigin = DEFAULT_AC_ORIGIN,
+  now = Date.now,
+} = {}) {
+  if (typeof fetchImpl !== "function") throw new TypeError("identity verifier requires fetch");
+
+  return {
+    async verifyAuthorization(authorization) {
+      const token = bearerToken(authorization);
+      rejectExpiredJwt(token, now);
+
+      let userInfoResponse;
+      try {
+        userInfoResponse = await fetchImpl(userInfoUrl, {
+          headers: { Authorization: `Bearer ${token}` },
+          cache: "no-store",
+        });
+      } catch {
+        throw new IdentityError("identity_unavailable", 503, "identity verification unavailable");
+      }
+      if (userInfoResponse.status === 401 || userInfoResponse.status === 403) {
+        throw new IdentityError("invalid_or_expired_token", 401, "invalid or expired authorization token");
+      }
+      if (!userInfoResponse.ok) {
+        throw new IdentityError("identity_unavailable", 503, "identity verification unavailable");
+      }
+      const claims = await responseJson(userInfoResponse);
+      const sub = typeof claims?.sub === "string" ? claims.sub : "";
+      if (!sub || sub.length > 512 || /[\u0000-\u001f]/.test(sub)) {
+        throw new IdentityError("invalid_identity", 401, "authorization identity is invalid");
+      }
+
+      let handleResponse;
+      try {
+        const handleUrl = new URL(`/handle/${encodeURIComponent(sub)}`, acOrigin);
+        handleResponse = await fetchImpl(handleUrl, { cache: "no-store" });
+      } catch {
+        throw new IdentityError("handle_unavailable", 503, "handle resolution unavailable");
+      }
+      if (!handleResponse.ok) {
+        if (handleResponse.status === 404) {
+          throw new IdentityError("handle_required", 403, "an Aesthetic Computer handle is required");
+        }
+        throw new IdentityError("handle_unavailable", 503, "handle resolution unavailable");
+      }
+      const handleDocument = await responseJson(handleResponse);
+      try {
+        return normalizeHandle(handleDocument?.handle);
+      } catch {
+        throw new IdentityError("handle_required", 403, "an Aesthetic Computer handle is required");
+      }
+    },
+  };
+}
diff --git a/experiments/intelligent-terrarium/src/mediorgan.mjs b/experiments/intelligent-terrarium/src/mediorgan.mjs
index aa78604fd1..ab4b7c5c81 100644
--- a/experiments/intelligent-terrarium/src/mediorgan.mjs
+++ b/experiments/intelligent-terrarium/src/mediorgan.mjs
@@ -11,10 +11,11 @@ function sameSecret(a, b) {
 }
 
 export class Mediorgan {
-  constructor(repository, { capabilities = {}, maxProdsPerSecond = 12 } = {}) {
+  constructor(repository, { capabilities = {}, maxProdsPerSecond = 12, now = Date.now } = {}) {
     this.repository = repository;
     this.capabilities = new Map(Object.entries(capabilities).map(([token, handle]) => [token, normalizeHandle(handle)]));
     this.maxProdsPerSecond = maxProdsPerSecond;
+    this.now = now;
     this.rate = new Map();
   }
 
@@ -54,7 +55,7 @@ export class Mediorgan {
   }
 
   #takeRate(handle) {
-    const second = Math.floor(Date.now() / 1000);
+    const second = Math.floor(this.now() / 1000);
     const previous = this.rate.get(handle);
     const current = previous?.second === second ? previous : { second, count: 0 };
     current.count += 1;
diff --git a/experiments/intelligent-terrarium/src/server.mjs b/experiments/intelligent-terrarium/src/server.mjs
index 26b1299677..a0b23b3549 100644
--- a/experiments/intelligent-terrarium/src/server.mjs
+++ b/experiments/intelligent-terrarium/src/server.mjs
@@ -3,6 +3,7 @@ import { createServer } from "node:http";
 import { readFile } from "node:fs/promises";
 import { dirname, extname, join, resolve } from "node:path";
 import { fileURLToPath } from "node:url";
+import { createACIdentityVerifier } from "./identity.mjs";
 import { Mediorgan } from "./mediorgan.mjs";
 import { StateRepository } from "./repository.mjs";
 import { sleepCommit } from "./sleep.mjs";
@@ -51,9 +52,14 @@ export async function createTerrariumServer({
   host = "127.0.0.1",
   port = 0,
   capabilities = {},
+  identityVerifier = null,
+  maxProdsPerSecond = 12,
+  now = Date.now,
   tickMs = 100,
   webRoot = defaultWebRoot,
   onTickError = (error) => console.error("terrarium tick failed:", error.message),
+  audit = () => {},
+  allowedOrigins = ["http://127.0.0.1:8888", "http://localhost:8888"],
 } = {}) {
   if (!LOOPBACK.has(host)) throw new Error("terrarium server refuses non-loopback binding");
   let repository;
@@ -63,8 +69,9 @@ export async function createTerrariumServer({
     repository = await StateRepository.create(root, { seed: "intelligent-terrarium-visit-v1", profile: "1gb" });
     repository.segmentPath = join(root, "journal", "segments", "visit.ndjson");
   }
-  const mediorgan = new Mediorgan(repository, { capabilities });
+  const mediorgan = new Mediorgan(repository, { capabilities, maxProdsPerSecond, now });
   const streams = new Set();
+  const originAllowlist = new Set(allowedOrigins);
   let writeTail = Promise.resolve();
 
   function exclusive(operation) {
@@ -83,19 +90,55 @@ export async function createTerrariumServer({
     }
   }
 
+  function safeAudit(value) {
+    try { audit(value); } catch { /* Audit sinks cannot affect authority. */ }
+  }
+
   async function authenticate(request, response) {
-    const handle = mediorgan.authenticate(request.headers.authorization);
+    const authorization = request.headers.authorization;
+    let handle = mediorgan.authenticate(authorization);
+    let method = "development-capability";
+    if (!handle && identityVerifier) {
+      method = "ac-token";
+      try {
+        handle = await identityVerifier.verifyAuthorization(authorization);
+      } catch (error) {
+        safeAudit({ kind: "authentication", method, outcome: "rejected", status: error.statusCode || 401 });
+        throw error;
+      }
+    }
     if (!handle) {
+      safeAudit({ kind: "authentication", method, outcome: "rejected", status: 401 });
       json(response, 401, { error: "valid development capability required" });
       return null;
     }
     await exclusive(() => mediorgan.ensurePresent(handle));
+    safeAudit({ kind: "authentication", method, outcome: "accepted", status: 200 });
     return handle;
   }
 
   const server = createServer(async (request, response) => {
     try {
       const url = new URL(request.url, `http://${request.headers.host || "127.0.0.1"}`);
+      const origin = request.headers.origin;
+      if (origin) {
+        if (origin !== url.origin && !originAllowlist.has(origin)) {
+          json(response, 403, { error: "origin is not allowed" });
+          return;
+        }
+        response.setHeader("access-control-allow-origin", origin);
+        response.setHeader("vary", "origin");
+      }
+      if (request.method === "OPTIONS" && url.pathname.startsWith("/api/")) {
+        response.writeHead(204, {
+          "access-control-allow-methods": "GET, POST, OPTIONS",
+          "access-control-allow-headers": "authorization, content-type",
+          "access-control-max-age": "600",
+          "content-length": "0",
+        });
+        response.end();
+        return;
+      }
       if (request.method === "GET" && (url.pathname === "/" || url.pathname === "/client.mjs" || url.pathname === "/spatial-audio.mjs")) {
         const filename = url.pathname === "/" ? "index.html" : url.pathname.slice(1);
         const content = await readFile(join(webRoot, filename));
@@ -143,7 +186,8 @@ export async function createTerrariumServer({
       }
       json(response, 404, { error: "not found" });
     } catch (error) {
-      json(response, /rate limit|too large/.test(error.message) ? 429 : 400, { error: error.message });
+      const status = error.statusCode || (/rate limit|too large/.test(error.message) ? 429 : 400);
+      json(response, status, { error: error.publicMessage || error.message });
     }
   });
 
@@ -185,8 +229,15 @@ if (process.argv[1] === fileURLToPath(import.meta.url)) {
   const port = Number(option("--port", "8787"));
   const root = resolve(option("--root", "./terrarium-state"));
   const capabilities = JSON.parse(process.env.TERRARIUM_DEV_CAPS || "{}");
-  const app = await createTerrariumServer({ root, host, port, capabilities });
-  console.log(JSON.stringify({ listening: `http://${app.address.address}:${app.address.port}`, binding: app.address, root }));
+  const acAuth = process.env.TERRARIUM_AC_AUTH === "1";
+  const identityVerifier = acAuth ? createACIdentityVerifier() : null;
+  const app = await createTerrariumServer({ root, host, port, capabilities, identityVerifier });
+  console.log(JSON.stringify({
+    listening: `http://${app.address.address}:${app.address.port}`,
+    binding: app.address,
+    auth: acAuth ? "ac+development-capability" : "development-capability",
+    root,
+  }));
   const shutdown = async () => {
     await app.stop({ sleep: true });
     process.exit(0);
diff --git a/experiments/intelligent-terrarium/test/identity.test.mjs b/experiments/intelligent-terrarium/test/identity.test.mjs
new file mode 100644
index 0000000000..915dad88ef
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/identity.test.mjs
@@ -0,0 +1,140 @@
+import assert from "node:assert/strict";
+import { mkdtemp, readFile } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join, resolve } from "node:path";
+import test from "node:test";
+import { createACIdentityVerifier, IdentityError } from "../src/identity.mjs";
+import { createTerrariumServer } from "../src/server.mjs";
+
+const jsonResponse = (value, status = 200) => new Response(JSON.stringify(value), {
+  status,
+  headers: { "content-type": "application/json" },
+});
+
+test("AC verifier resolves only the server-side handle from Auth0 identity", async () => {
+  const calls = [];
+  const verifier = createACIdentityVerifier({
+    fetchImpl: async (url, options = {}) => {
+      calls.push({ url: String(url), authorization: options.headers?.Authorization || null });
+      if (String(url).includes("/userinfo")) {
+        return jsonResponse({ sub: "auth0|alex private", email: "private@example.test", name: "Private Name" });
+      }
+      return jsonResponse({ handle: "Alex" });
+    },
+  });
+  assert.equal(await verifier.verifyAuthorization("Bearer real-ac-token"), "@alex");
+  assert.deepEqual(calls, [
+    { url: "https://aesthetic.us.auth0.com/userinfo", authorization: "Bearer real-ac-token" },
+    { url: "https://aesthetic.computer/handle/auth0%7Calex%20private", authorization: null },
+  ]);
+});
+
+test("AC verifier rejects missing, malformed, expired, and upstream-rejected tokens", async () => {
+  let fetches = 0;
+  const verifier = createACIdentityVerifier({
+    now: () => 2_000_000,
+    fetchImpl: async () => {
+      fetches += 1;
+      return jsonResponse({}, 401);
+    },
+  });
+  await assert.rejects(verifier.verifyAuthorization(), (error) => error instanceof IdentityError && error.code === "missing_token");
+  await assert.rejects(verifier.verifyAuthorization("Token nope"), (error) => error.code === "invalid_token");
+  const expired = [
+    Buffer.from("{}").toString("base64url"),
+    Buffer.from(JSON.stringify({ exp: 1 })).toString("base64url"),
+    "signature",
+  ].join(".");
+  await assert.rejects(verifier.verifyAuthorization(`Bearer ${expired}`), (error) => error.code === "expired_token");
+  await assert.rejects(verifier.verifyAuthorization("Bearer upstream-expired"), (error) => error.code === "invalid_or_expired_token");
+  assert.equal(fetches, 1);
+});
+
+test("verified identity authors prods and spoofed identity fields never persist", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-ac-identity-"));
+  const secret = "auth0-secret-token-never-persist";
+  const privateSub = "auth0|private-sub-never-persist";
+  const privateEmail = "private-email@example.test";
+  const audit = [];
+  const identityVerifier = createACIdentityVerifier({
+    fetchImpl: async (url, options = {}) => {
+      if (String(url).includes("/userinfo")) {
+        if (options.headers?.Authorization !== `Bearer ${secret}`) return jsonResponse({}, 401);
+        return jsonResponse({ sub: privateSub, email: privateEmail });
+      }
+      return jsonResponse({ handle: "alex" });
+    },
+  });
+  const app = await createTerrariumServer({ root, identityVerifier, tickMs: 0, audit: (entry) => audit.push(entry) });
+  const base = `http://${app.address.address}:${app.address.port}`;
+  assert.equal((await fetch(`${base}/api/state`)).status, 401);
+  assert.equal((await fetch(`${base}/api/state`, { headers: { Authorization: "Bearer rejected" } })).status, 401);
+
+  const preflight = await fetch(`${base}/api/prod`, {
+    method: "OPTIONS",
+    headers: { Origin: "http://localhost:8888" },
+  });
+  assert.equal(preflight.status, 204);
+  assert.equal(preflight.headers.get("access-control-allow-origin"), "http://localhost:8888");
+  assert.equal((await fetch(`${base}/api/state`, { headers: { Origin: "https://hostile.example" } })).status, 403);
+
+  const response = await fetch(`${base}/api/prod`, {
+    method: "POST",
+    headers: { Authorization: `Bearer ${secret}`, "Content-Type": "application/json" },
+    body: JSON.stringify({
+      handle: "@mallory",
+      sub: "spoofed-private-sub",
+      email: "spoofed@example.test",
+      token: "payload-token-never-persist",
+      target: "voice",
+      modality: "text",
+      stimulus: "hello mediorgan",
+    }),
+  });
+  assert.equal(response.status, 202);
+  await app.stop();
+
+  const journal = await readFile(app.repository.segmentPath, "utf8");
+  assert.match(journal, /"handle":"@alex"/);
+  for (const forbidden of [secret, privateSub, privateEmail, "@mallory", "spoofed-private-sub", "spoofed@example.test", "payload-token-never-persist"]) {
+    assert.doesNotMatch(journal, new RegExp(forbidden.replace(/[.*+?^${}()|[\]\\]/g, "\\$&")));
+    assert.doesNotMatch(JSON.stringify(audit), new RegExp(forbidden.replace(/[.*+?^${}()|[\]\\]/g, "\\$&")));
+  }
+  assert.ok(audit.some(({ outcome }) => outcome === "accepted"));
+  assert.ok(audit.some(({ outcome }) => outcome === "rejected"));
+});
+
+test("verified prods obey a deterministic per-handle rate bound", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-ac-rate-"));
+  const identityVerifier = { verifyAuthorization: async () => "@alex" };
+  const app = await createTerrariumServer({
+    root,
+    identityVerifier,
+    maxProdsPerSecond: 2,
+    now: () => 1_000_000,
+    tickMs: 0,
+  });
+  const url = `http://${app.address.address}:${app.address.port}/api/prod`;
+  const request = () => fetch(url, {
+    method: "POST",
+    headers: { Authorization: "Bearer test", "Content-Type": "application/json" },
+    body: JSON.stringify({ target: "sensory", modality: "gesture", stimulus: "tap" }),
+  });
+  assert.equal((await request()).status, 202);
+  assert.equal((await request()).status, 202);
+  assert.equal((await request()).status, 429);
+  await app.stop();
+  assert.equal(app.repository.records.filter(({ kind }) => kind === "organ-prod").length, 2);
+});
+
+test("terrarium-dev is a hidden authorize-only loopback client seam", async () => {
+  const source = await readFile(resolve("../../system/public/aesthetic.computer/disks/terrarium-dev.mjs"), "utf8");
+  const serverSource = await readFile(resolve("src/server.mjs"), "utf8");
+  assert.match(source, /await authorize\(\)/);
+  assert.match(source, /Authorization: `Bearer \$\{token\}`/);
+  assert.match(source, /http:\/\/127\.0\.0\.1/);
+  assert.doesNotMatch(source, /function meta\s*\(/);
+  assert.doesNotMatch(source, /JSON\.stringify\(\{[^}]*handle/s);
+  assert.match(serverSource, /TERRARIUM_AC_AUTH === "1"/);
+  assert.match(serverSource, /createACIdentityVerifier\(\)/);
+});
diff --git a/system/public/aesthetic.computer/disks/terrarium-dev.mjs b/system/public/aesthetic.computer/disks/terrarium-dev.mjs
new file mode 100644
index 0000000000..16465a3965
--- /dev/null
+++ b/system/public/aesthetic.computer/disks/terrarium-dev.mjs
@@ -0,0 +1,96 @@
+// Terrarium Dev, 26.07.23.12.10
+// Hidden development seam for authenticated Mediorgan visits on loopback.
+
+const ORGANS = ["sensory", "spatial", "drive", "memory", "action", "voice"];
+
+let endpoint = "http://127.0.0.1:8787";
+let token = null;
+let verifiedHandle = null;
+let status = "connecting";
+let lastResponse = "";
+let hudRef = null;
+let needsPaintRef = null;
+
+function endpointFor(colon = []) {
+  const candidate = Number(colon[0]);
+  const port = Number.isInteger(candidate) && candidate >= 1024 && candidate <= 65535 ? candidate : 8787;
+  return `http://127.0.0.1:${port}`;
+}
+
+async function request(path, options = {}) {
+  const headers = { ...(options.headers || {}), Authorization: `Bearer ${token}` };
+  const response = await fetch(`${endpoint}${path}`, { ...options, headers, cache: "no-store" });
+  const body = await response.json().catch(() => ({}));
+  if (!response.ok) throw new Error(body.error || `request failed (${response.status})`);
+  return body;
+}
+
+async function boot({ authorize, colon, hud, needsPaint }) {
+  endpoint = endpointFor(colon);
+  hudRef = hud;
+  needsPaintRef = needsPaint;
+  hudRef.label("terrarium dev", "yellow");
+  try {
+    token = await authorize();
+    if (!token) throw new Error("log in first");
+    const result = await request("/api/state");
+    verifiedHandle = result.handle;
+    status = "connected";
+    lastResponse = `${result.state.entities.length} lives · tick ${result.state.tick}`;
+    hudRef.label("terrarium dev", "lime");
+  } catch (error) {
+    status = "unavailable";
+    lastResponse = error.message;
+    hudRef.label("terrarium dev", "orange");
+  }
+  needsPaintRef?.();
+}
+
+async function prod(target, modality = "gesture") {
+  if (!token || status !== "connected") return;
+  status = `prodding ${target}`;
+  needsPaintRef?.();
+  try {
+    const result = await request("/api/prod", {
+      method: "POST",
+      headers: { "Content-Type": "application/json" },
+      body: JSON.stringify({ target, modality, stimulus: "terrarium-dev-piece" }),
+    });
+    lastResponse = `${target} answered · event ${result.eventSeq}`;
+    status = "connected";
+  } catch (error) {
+    status = "unavailable";
+    lastResponse = error.message;
+  }
+  needsPaintRef?.();
+}
+
+function paint({ ink, screen }) {
+  ink(9, 12, 20).box(0, 0, screen.width, screen.height);
+  ink(235, 120, 190).write("MEDIORGAN", { center: "x", y: 22 }, screen);
+  ink(190).write(verifiedHandle || "unverified visitor", { center: "x", y: 43 }, screen);
+  ink(status === "connected" ? 120 : 230, status === "connected" ? 230 : 170, 150)
+    .write(status, { center: "x", y: 61 }, screen);
+  ink(150).write("keys 1–6 prod an organ", { center: "x", y: 87 }, screen);
+  ORGANS.forEach((organ, index) => {
+    ink(110 + index * 18, 180, 220).write(`${index + 1}  ${organ}`, { center: "x", y: 108 + index * 15 }, screen);
+  });
+  if (lastResponse) ink(125).write(lastResponse.slice(0, 54), { center: "x", y: screen.height - 22 }, screen);
+}
+
+function act({ event: e }) {
+  if (!e.is("keyboard:down")) return;
+  const index = Number(e.key) - 1;
+  if (index >= 0 && index < ORGANS.length) void prod(ORGANS[index]);
+}
+
+function leave() {
+  token = null;
+  verifiedHandle = null;
+  status = "left";
+  lastResponse = "";
+}
+
+// Deliberately no meta() export: this development piece stays out of list and
+// autocomplete while remaining directly reachable as `terrarium-dev`.
+export { boot, paint, act, leave };
-- 
2.51.2


From 4d61cdfabdeb054df0d9d84620ff188f0fc64f19 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 14:23:10 -0700
Subject: [PATCH 06/14] Add bounded reflection organ and spatial score

---
 experiments/intelligent-terrarium/KEEPER.md   | 104 ++++++++++--
 .../intelligent-terrarium/package.json        |   1 +
 .../provenance/stage4.json                    |  36 ++++
 .../score-assets/join-preview.svg             |   1 +
 experiments/intelligent-terrarium/score.html  | 150 +++++++++++++++++
 experiments/intelligent-terrarium/src/cli.mjs |  53 +++++-
 .../intelligent-terrarium/src/core.mjs        |  38 +++++
 .../intelligent-terrarium/src/llama-cli.mjs   | 124 ++++++++++++++
 .../src/reflection-policy.mjs                 |  32 ++++
 .../intelligent-terrarium/src/reflection.mjs  | 157 ++++++++++++++++++
 .../intelligent-terrarium/src/repository.mjs  |  20 ++-
 .../test/identity.test.mjs                    |   3 +-
 .../test/mediorgan.test.mjs                   |  63 +++++++
 .../test/reflection.test.mjs                  | 137 +++++++++++++++
 .../test/repository.test.mjs                  |  13 ++
 .../intelligent-terrarium/test/score.test.mjs |  16 ++
 16 files changed, 922 insertions(+), 26 deletions(-)
 create mode 100644 experiments/intelligent-terrarium/provenance/stage4.json
 create mode 100644 experiments/intelligent-terrarium/score-assets/join-preview.svg
 create mode 100644 experiments/intelligent-terrarium/score.html
 create mode 100644 experiments/intelligent-terrarium/src/llama-cli.mjs
 create mode 100644 experiments/intelligent-terrarium/src/reflection-policy.mjs
 create mode 100644 experiments/intelligent-terrarium/src/reflection.mjs
 create mode 100644 experiments/intelligent-terrarium/test/reflection.test.mjs
 create mode 100644 experiments/intelligent-terrarium/test/score.test.mjs

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 64f6177d42..ba46d52995 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -143,15 +143,14 @@ to evade the RAM cap.
 | Budget | Hard controls | Active mind | Expected steady RSS |
 |---|---|---|---|
 | **1 GB** | `MemoryHigh=900M`, `MemoryMax=1024M`; Node old-space 256 MiB; bounded 4 MiB journal buffer; stop cleanly on allocation pressure | Deterministic recurrent drives, salience/novelty scoring, bounded episodic recall, spatial relation graph, and generative behavior policy. No resident language model. | 300–600 MiB; acceptance requires `<900 MiB` peak over the demo |
-| **2 GB** | `MemoryHigh=1800M`, `MemoryMax=2048M`; same core bounds; inference has explicit model/context caps and one request at a time | 1 GB mind plus an optional approved user-space llama.cpp runner using a roughly 0.5–1B Q4 model, at most 2k context, quantized/bounded KV cache, and no unbounded embedding index | 1.2–1.8 GiB; acceptance requires `<1.8 GiB` peak |
+| **2 GB** | `MemoryHigh=1800M`, `MemoryMax=2048M`; same core bounds; inference has explicit model/context caps and one request at a time | 1 GB mind plus the approved CPU-only Qwen3 0.6B Q8_0 reflection organ, at most 2k context, quantized/bounded KV cache, and no unbounded embedding index | Measured smaps RSS is about 807 MiB; acceptance requires `<1.8 GiB` peak |
 
 The 1 GB profile is the product floor and remains intelligent without an LLM:
 it perceives events, maintains drives and relationships, recalls salient
 episodes, chooses behaviors, composes semantic sounds, and learns bounded
 weights that become autobiography. The 2 GB model is a slow reflection/wording
-organ, never the simulation authority. Given current GPU saturation, it should
-run CPU-only at low priority first. Acquiring/building llama.cpp or model weights
-is an explicit later decision because no suitable runtime is installed.
+organ, never the simulation authority. Its approved runner is CPU-only and low
+priority, so the existing GPU miner remains independent.
 
 Measure `memory.current`, `memory.peak`, `/proc/<pid>/smaps_rollup`, event-loop
 lag, journal backlog, and inference queue depth. Reject startup when a requested
@@ -197,11 +196,12 @@ reachable as `terrarium-dev[:port]` without appearing in list/autocomplete.
 
 ### Stage 4 — 2 GB reflection experiment
 
-After an explicit tooling/model decision, benchmark one small quantized model
-CPU-only under the 2 GB cgroup. Feed it a bounded selected-memory digest, accept
-only schema-validated proposals, and journal both proposal and deterministic
-authority decision. Fall back to the 1 GB policy on timeout, malformed output,
-or pressure.
+Implemented after explicit approval. A pinned user-space llama.cpp and official
+Qwen3 0.6B Q8_0 run CPU-only under the 2 GB cgroup. The organ receives a bounded,
+secret-free selected-memory digest and may submit one strict proposal. The
+deterministic authority independently accepts or rejects it and journals the
+decision. Timeout, malformed output, disabled inference, or pressure always
+falls back to the 1 GB policy.
 
 ### Stage 5 — visitable service / Xbox gate
 
@@ -240,8 +240,6 @@ The first thin slice is accepted only when all of these pass:
 
 ## Keeper decisions still required
 
-- Whether/when to install or build a user-space inference runtime and acquire a
-  specific quantized model. No system package installation is assumed.
 - The future authenticated gateway and who may visit/interact versus observe.
 - Any coordination with `matador-miner`; the default is strict coexistence and
   no GPU use.
@@ -250,12 +248,12 @@ The first thin slice is accepted only when all of these pass:
 
 ## Next keeper action
 
-Hold after Stage 3. A real logged-in-token exercise and interactive piece QA
-remain blocked by the current no-browser/no-GUI execution boundary; the tests
-use faithful local Auth0/handle response doubles and never read a real token.
-Stage 4 also requires a keeper choice of user-space runtime/model before any
-download or installation. No model installation, push, deployment, persistent
-service, or public listener is authorized.
+Hold after Stage 4. The local fullscreen score may remain as a display-only
+rehearsal, but its QR is deliberately marked as a non-live Stage 5 preview.
+A real logged-in-token exercise, WebAudio-device check, physical Xbox-controller
+check, and any reachable authenticated gateway still require keeper decisions.
+No push, deployment, persistent authority service, or public listener is
+authorized.
 
 ## 2026-07-23 implementation evidence
 
@@ -346,3 +344,75 @@ Both the client and identity modules pass Node syntax checks. No live Auth0
 request, real bearer token, GUI/browser action, non-loopback listener, remote
 machine access, push, deployment, or live hook was used for this stage. A real
 logged-in handle test is therefore still required for first-demo criterion 4.
+
+### Stage 4 reflection and graphic-score evidence
+
+Keeper approval arrived through the private `alex` Loopboy inbox for a strictly
+user-space CPU experiment on `jastow`. The final source and display remain in
+the isolated worktree/runtime; the durable autobiography remains the separate
+state repository. Nothing was pushed or deployed.
+
+- llama.cpp is pinned to official `ggml-org/llama.cpp` commit
+  `c0bc8591e8815c63cb01dd3f051a8b0df02501c9`. It was compiled with the
+  existing CMake 3.31.11 and GCC 15.2.1: CUDA, Vulkan, SYCL, OpenCL, BLAS,
+  curl, UI, tests, and examples are off. This revision couples the CLI to the
+  server source target, so `LLAMA_BUILD_SERVER=ON` was needed to produce the
+  CLI; no server was launched and no socket was opened. An initial configure
+  touched only the ignored user cache before UI was explicitly disabled; no
+  system or npm package was installed.
+- The official Apache-2.0 `Qwen/Qwen3-0.6B-GGUF` Q8_0 file is 639,446,688
+  bytes with SHA-256
+  `9465e63a22add5354d9bb4b99e90117043c7124007664907259bd16d043bb031`.
+  Exact URL, hashes, build flags, and cache paths are recorded in
+  `provenance/stage4.json`; caches are excluded from autobiographical Git.
+- The reflection request is capped at 2,048 context tokens, 128 output tokens
+  (96 in the measured run), 6,000 prompt characters, 30 seconds, four CPU
+  threads, and one request at a time. The selected-memory digest contains only
+  hashes, tick/count aggregates, drives, weights, and episode-kind counts.
+  Tokens, handles, stimuli, email, paths, and raw memories do not enter the
+  prompt or journal.
+- The pinned llama.cpp numeric-range grammar path threw in its sampler, so the
+  model is not trusted to enforce its own grammar. The runner removes its exact
+  echoed prompt, and the application accepts only the strict four-field schema.
+  The authority re-evaluates the policy during both append and replay; a model
+  cannot authorize `broadcast`, add a field, exceed `±0.25`, or forge a prior
+  decision.
+- The complete Neo suite passes 26/26. The complete Fedora suite passes 25/25
+  under `MemoryMax=2 GiB`, `MemoryHigh=1800 MiB`, `MemorySwapMax=0`,
+  `CPUQuota=200%`, and `Nice=15`; its only environment-specific input is the
+  path to the hidden AC piece. Coverage includes malformed/timeout/disabled
+  fallback, deterministic rejection, prompt-echo separation, one-request
+  serialization, secret exclusion, and journal ordering by sequence across
+  segment filenames.
+- The strict 1 GB policy fallback ran under `MemoryMax=1 GiB`,
+  `MemoryHigh=900 MiB`, zero swap, and low priority. It journaled `disabled`
+  fallback deterministically; cgroup peak was 31,932,416 bytes and Node RSS was
+  78,917,632 bytes. The 1 GB floor still never loads the model.
+- The final 2 GB coexistence run completed in 6.71 seconds while
+  `matador-miner` remained active at 100% GPU use. Qwen generated at 13.3
+  tokens/second after an 88.9 tokens/second prompt pass. `/proc` smaps peak RSS
+  was 825,940 KiB (about 807 MiB), below both policy thresholds; cgroup peak was
+  227,233,792 bytes because model file pages were already warm and charged
+  elsewhere. This is not represented as a cold-cache peak. Swap stayed zero.
+- The deterministic authority accepted
+  `{action:"attune", target:"sensory", intensity:0.25}` at final sequence 912.
+  Sleep created local state commit
+  `7b801ff08c998574d23f353934e4204752c61bf4`; fresh replay produced state
+  `1e0174be53f69e8497683676e7e6cc9be4c589765fcb9eb5bda22c79b6c94764`
+  and head
+  `8b660c4aebad3236fa1fe8609d2504e0dedc68f439032aec7fed4270898af12e`.
+  Two earlier retries also completed and slept cleanly as sequences 910–911.
+- A scan of journal, checkpoints, autobiography, manifest, and visitor facts
+  found no bearer/token, email-like identifier, model/cache path, or GGUF name.
+  The listening-socket hash was identical before and after inference. The miner
+  had independently exited during the earlier build window and later returned;
+  no keeper command signalled, stopped, restarted, or reconfigured it. The
+  final run proves live coexistence after its return.
+- `score.html` is a self-contained 1920×1080 spatial graphic measure: the six
+  organs are colored staves, outside prods ripple through the Mediorgan
+  membrane, reflection breathes inside the body, and quiet proof marks show the
+  journal, replay, resident envelope, and miner boundary. Its QR encodes the
+  intended `https://aesthetic.computer/terrarium-dev` route but visibly says the
+  client gate is only a preview pending Stage 5. It opens from `file://` in a
+  fullscreen Chromium kiosk on the existing `jastow` GNOME session; it opens no
+  port and depends on no remote script.
diff --git a/experiments/intelligent-terrarium/package.json b/experiments/intelligent-terrarium/package.json
index af01d7e447..3ed4ca5d36 100644
--- a/experiments/intelligent-terrarium/package.json
+++ b/experiments/intelligent-terrarium/package.json
@@ -5,6 +5,7 @@
   "scripts": {
     "test": "node --test test/*.test.mjs",
     "demo": "node src/cli.mjs demo",
+    "reflect": "node src/cli.mjs reflect",
     "visit": "node src/server.mjs"
   }
 }
diff --git a/experiments/intelligent-terrarium/provenance/stage4.json b/experiments/intelligent-terrarium/provenance/stage4.json
new file mode 100644
index 0000000000..b889cbd8f5
--- /dev/null
+++ b/experiments/intelligent-terrarium/provenance/stage4.json
@@ -0,0 +1,36 @@
+{
+  "schema": 1,
+  "recordedAt": "2026-07-23",
+  "host": "jastow",
+  "llamaCpp": {
+    "repository": "https://github.com/ggml-org/llama.cpp.git",
+    "commit": "c0bc8591e8815c63cb01dd3f051a8b0df02501c9",
+    "cache": "/home/me/.cache/intelligent-terrarium/tools/llama.cpp-c0bc8591e8815c63cb01dd3f051a8b0df02501c9",
+    "cmake": "3.31.11",
+    "gcc": "15.2.1",
+    "buildFlags": {
+      "CMAKE_BUILD_TYPE": "Release",
+      "GGML_CUDA": false,
+      "GGML_VULKAN": false,
+      "GGML_SYCL": false,
+      "GGML_OPENCL": false,
+      "GGML_BLAS": false,
+      "GGML_NATIVE": true,
+      "LLAMA_CURL": false,
+      "LLAMA_BUILD_SERVER": true,
+      "LLAMA_BUILD_UI": false,
+      "LLAMA_BUILD_TESTS": false,
+      "LLAMA_BUILD_EXAMPLES": false,
+      "LLAMA_BUILD_TOOLS": true
+    }
+  },
+  "model": {
+    "repository": "Qwen/Qwen3-0.6B-GGUF",
+    "file": "Qwen3-0.6B-Q8_0.gguf",
+    "url": "https://huggingface.co/Qwen/Qwen3-0.6B-GGUF/resolve/main/Qwen3-0.6B-Q8_0.gguf",
+    "license": "Apache-2.0",
+    "bytes": 639446688,
+    "sha256": "9465e63a22add5354d9bb4b99e90117043c7124007664907259bd16d043bb031",
+    "cache": "/home/me/.cache/intelligent-terrarium/models/Qwen3-0.6B-Q8_0.gguf"
+  }
+}
diff --git a/experiments/intelligent-terrarium/score-assets/join-preview.svg b/experiments/intelligent-terrarium/score-assets/join-preview.svg
new file mode 100644
index 0000000000..7acd43b81a
--- /dev/null
+++ b/experiments/intelligent-terrarium/score-assets/join-preview.svg
@@ -0,0 +1 @@
+<?xml version="1.0" encoding="utf-8"?><!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 37 37" shape-rendering="crispEdges"><path fill="#ffffff" d="M0 0h37v37H0z"/><path stroke="#000000" d="M4 4.5h7m1 0h2m1 0h1m1 0h1m5 0h2m1 0h7M4 5.5h1m5 0h1m1 0h1m2 0h1m4 0h3m1 0h1m1 0h1m5 0h1M4 6.5h1m1 0h3m1 0h1m3 0h5m3 0h2m2 0h1m1 0h3m1 0h1M4 7.5h1m1 0h3m1 0h1m1 0h1m2 0h4m2 0h1m2 0h1m1 0h1m1 0h3m1 0h1M4 8.5h1m1 0h3m1 0h1m2 0h2m3 0h6m2 0h1m1 0h3m1 0h1M4 9.5h1m5 0h1m5 0h3m3 0h3m1 0h1m5 0h1M4 10.5h7m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h7M12 11.5h3m3 0h1m1 0h2M4 12.5h1m1 0h2m1 0h3m1 0h1m2 0h1m1 0h1m2 0h2m3 0h1m2 0h1m1 0h2M4 13.5h1m3 0h2m1 0h1m3 0h1m4 0h1m1 0h7m3 0h1M8 14.5h1m1 0h3m7 0h3m3 0h2m2 0h2M4 15.5h1m2 0h2m6 0h4m1 0h1m1 0h1m1 0h1m1 0h2m4 0h1M5 16.5h6m3 0h1m1 0h3m2 0h1m1 0h1m3 0h1m1 0h2M4 17.5h5m2 0h1m2 0h1m1 0h1m2 0h5m2 0h1m3 0h3M7 18.5h2m1 0h1m1 0h1m1 0h1m1 0h1m1 0h1m1 0h2m1 0h6m1 0h3M5 19.5h2m4 0h2m9 0h2m4 0h1m2 0h1M5 20.5h3m1 0h4m1 0h1m3 0h1m1 0h1m3 0h2m2 0h2m1 0h1M7 21.5h1m1 0h1m2 0h1m1 0h1m1 0h1m2 0h1m1 0h1m2 0h2m1 0h1m1 0h3M4 22.5h1m2 0h5m1 0h1m2 0h6m5 0h2m1 0h1M8 23.5h2m1 0h1m1 0h1m2 0h3m2 0h3m6 0h1M5 24.5h2m1 0h1m1 0h2m1 0h2m2 0h2m1 0h3m1 0h7M12 25.5h1m2 0h2m3 0h1m3 0h1m3 0h5M4 26.5h7m1 0h2m2 0h1m1 0h1m2 0h4m1 0h1m1 0h2m1 0h1M4 27.5h1m5 0h1m1 0h1m3 0h5m2 0h2m3 0h2m2 0h1M4 28.5h1m1 0h3m1 0h1m3 0h3m2 0h3m2 0h5m1 0h3M4 29.5h1m1 0h3m1 0h1m1 0h1m1 0h1m1 0h1m2 0h3m1 0h1m1 0h1m1 0h3m2 0h1M4 30.5h1m1 0h3m1 0h1m1 0h2m1 0h1m2 0h1m1 0h1m1 0h2m3 0h1m2 0h1m1 0h1M4 31.5h1m5 0h1m5 0h3m5 0h6m1 0h1M4 32.5h7m1 0h5m3 0h1m1 0h4m1 0h1m3 0h1"/></svg>
diff --git a/experiments/intelligent-terrarium/score.html b/experiments/intelligent-terrarium/score.html
new file mode 100644
index 0000000000..7387868c34
--- /dev/null
+++ b/experiments/intelligent-terrarium/score.html
@@ -0,0 +1,150 @@
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width,initial-scale=1">
+  <title>Intelligent Terrarium — Mediorgan Score</title>
+  <style>
+    :root { color-scheme: dark; font-family: Inter, ui-sans-serif, system-ui, sans-serif; }
+    * { box-sizing: border-box; }
+    html, body { width: 100%; height: 100%; margin: 0; overflow: hidden; background: #07100f; }
+    body::after { content: ""; position: fixed; inset: 0; pointer-events: none; opacity: .18;
+      background-image: url("data:image/svg+xml,%3Csvg viewBox='0 0 180 180' xmlns='http://www.w3.org/2000/svg'%3E%3Cfilter id='n'%3E%3CfeTurbulence type='fractalNoise' baseFrequency='.82' numOctaves='4' stitchTiles='stitch'/%3E%3C/filter%3E%3Crect width='100%25' height='100%25' filter='url(%23n)' opacity='.34'/%3E%3C/svg%3E"); mix-blend-mode: soft-light; }
+    canvas { position: fixed; inset: 0; width: 100%; height: 100%; }
+    header { position: fixed; z-index: 2; top: 4.6vh; left: 4.3vw; letter-spacing: .04em; }
+    h1 { margin: 0; font-size: clamp(28px, 3.25vw, 66px); font-weight: 440; line-height: .92; color: #f4f0d7; }
+    h1 i { font-family: Georgia, serif; font-weight: 400; color: #ff78ba; }
+    .eyebrow { margin-bottom: 1.2vh; font: 600 clamp(9px, .7vw, 14px)/1 ui-monospace, SFMono-Regular, monospace; letter-spacing: .24em; color: #81ebd0; }
+    .sub { margin-top: 1.5vh; max-width: 42vw; font: 400 clamp(11px, .85vw, 17px)/1.45 ui-monospace, SFMono-Regular, monospace; color: #a9c5bb; }
+    aside { position: fixed; z-index: 2; right: 3.2vw; top: 4.4vh; width: min(20vw, 360px); display: grid; gap: 1.2vh; }
+    .card { border: 1px solid #d9fff42b; border-radius: 18px; padding: clamp(12px, 1.1vw, 22px); background: #071413b8; box-shadow: 0 24px 70px #0006; backdrop-filter: blur(12px); }
+    .card h2 { margin: 0 0 1.2vh; font: 600 clamp(9px, .67vw, 13px)/1.2 ui-monospace, monospace; letter-spacing: .18em; color: #81ebd0; }
+    .metric { display: flex; justify-content: space-between; gap: 1em; padding: .46vh 0; font: 500 clamp(9px, .65vw, 13px)/1.2 ui-monospace, monospace; color: #86a69d; }
+    .metric b { color: #f4f0d7; font-weight: 500; text-align: right; }
+    .bar { height: 5px; border-radius: 5px; overflow: hidden; background: #d8fff412; margin: .5vh 0 1.2vh; }
+    .bar span { display: block; height: 100%; width: 42%; background: linear-gradient(90deg,#70e6c6,#ff78ba); box-shadow: 0 0 12px #ff78ba88; }
+    .qr { display: grid; grid-template-columns: minmax(78px, 7vw) 1fr; align-items: center; gap: 1vw; }
+    .qr img { width: 100%; border-radius: 10px; background: #f4f0d7; padding: 6px; }
+    .qr p { margin: 0; font: 500 clamp(9px, .64vw, 13px)/1.45 ui-monospace, monospace; color: #a9c5bb; }
+    .qr strong { display: block; margin-bottom: .4vh; color: #ff78ba; letter-spacing: .08em; }
+    footer { position: fixed; z-index: 2; left: 4.3vw; right: 4.3vw; bottom: 3.4vh; display: flex; justify-content: space-between; align-items: end; gap: 2vw; font: 500 clamp(8px, .58vw, 12px)/1.4 ui-monospace, monospace; letter-spacing: .08em; color: #759088; }
+    footer b { color: #b6d0c7; font-weight: 500; }
+    .legend { display: flex; flex-wrap: wrap; gap: .65vw 1.25vw; max-width: 55vw; }
+    .legend span::before { content: ""; display: inline-block; width: 7px; height: 7px; margin-right: 7px; border-radius: 50%; background: var(--c); box-shadow: 0 0 10px var(--c); }
+    @media (max-aspect-ratio: 4/3) { aside { width: 28vw; } .sub { max-width: 52vw; } }
+  </style>
+</head>
+<body>
+  <canvas id="score" aria-label="Animated spatial score of the Intelligent Terrarium organs"></canvas>
+  <header>
+    <div class="eyebrow">JAS-NZXT · LOCAL REHEARSAL · 23 JULY 2026</div>
+    <h1>Intelligent Terrarium<br><i>Mediorgan score</i></h1>
+    <div class="sub">outside prods cross the membrane as stimulus · organs listen and answer · one authority writes the body</div>
+  </header>
+  <aside>
+    <section class="card" data-testid="authority-status">
+      <h2>AUTHORITATIVE BODY</h2>
+      <div class="metric"><span>journal measure</span><b id="seq">000912</b></div>
+      <div class="metric"><span>replay</span><b>VERIFIED</b></div>
+      <div class="metric"><span>state</span><b id="hash">1e0174be</b></div>
+      <div class="metric"><span>writer</span><b>ONE</b></div>
+    </section>
+    <section class="card">
+      <h2>RESIDENT ENVELOPE</h2>
+      <div class="metric"><span>reflection RSS</span><b id="rss">807 MiB</b></div>
+      <div class="bar"><span id="memory-bar"></span></div>
+      <div class="metric"><span>hard ceiling</span><b>2 GiB · SWAP 0</b></div>
+      <div class="metric"><span>inference</span><b id="decision">ACCEPT · SENSORY +.25</b></div>
+      <div class="metric"><span>GPU</span><b>MINER UNTOUCHED</b></div>
+    </section>
+    <section class="card qr" data-testid="join-gate">
+      <img src="score-assets/join-preview.svg" alt="QR code for the future authenticated terrarium web client route">
+      <p><strong>CLIENT GATE · PREVIEW</strong>Scan to remember the intended AC route. Authentication and a reachable gateway remain closed pending Stage 5 approval.</p>
+    </section>
+  </aside>
+  <footer>
+    <div class="legend" aria-label="Organ legend">
+      <span style="--c:#6ee7c5">SENSORY</span><span style="--c:#76bfff">SPATIAL</span><span style="--c:#ff78ba">DRIVE</span>
+      <span style="--c:#f6d66b">MEMORY</span><span style="--c:#c29bff">ACTION</span><span style="--c:#ff9c72">VOICE</span>
+    </div>
+    <div><b>QWEN3 0.6B Q8_0</b> · LLAMA.CPP CPU · CTX 2048 · OUTPUT ≤ 128</div>
+  </footer>
+  <script>
+    const canvas = document.querySelector("#score");
+    const ctx = canvas.getContext("2d", { alpha: false });
+    const params = new URLSearchParams(location.search);
+    const state = {
+      seq: params.get("seq") || "912",
+      hash: (params.get("hash") || "1e0174be").slice(0, 8),
+      rss: Math.max(0, Number(params.get("rss") || 807)),
+      decision: (params.get("decision") || "ACCEPT · SENSORY +.25").slice(0, 24),
+    };
+    document.querySelector("#seq").textContent = state.seq.padStart(6, "0");
+    document.querySelector("#hash").textContent = state.hash;
+    document.querySelector("#rss").textContent = `${state.rss} MiB`;
+    document.querySelector("#decision").textContent = state.decision;
+    document.querySelector("#memory-bar").style.width = `${Math.min(100, state.rss / 2048 * 100)}%`;
+
+    const organs = [
+      ["SENSORY", "#6ee7c5", .72, .13], ["SPATIAL", "#76bfff", .58, .31],
+      ["DRIVE", "#ff78ba", .72, .52], ["MEMORY", "#f6d66b", .54, .68],
+      ["ACTION", "#c29bff", .72, .82], ["VOICE", "#ff9c72", .57, .94],
+    ];
+    const motes = Array.from({ length: 90 }, (_, i) => ({
+      x: ((i * 47) % 101) / 101, y: ((i * 71) % 97) / 97,
+      z: .2 + ((i * 29) % 73) / 90, p: i * .73,
+    }));
+    function resize() {
+      const dpr = Math.min(devicePixelRatio || 1, 2);
+      canvas.width = Math.floor(innerWidth * dpr); canvas.height = Math.floor(innerHeight * dpr);
+      ctx.setTransform(dpr, 0, 0, dpr, 0, 0);
+    }
+    addEventListener("resize", resize); resize();
+    const line = (x1,y1,x2,y2,color,width=1) => { ctx.strokeStyle=color; ctx.lineWidth=width; ctx.beginPath(); ctx.moveTo(x1,y1); ctx.lineTo(x2,y2); ctx.stroke(); };
+    function ellipse(x,y,rx,ry,color,width=1) { ctx.strokeStyle=color; ctx.lineWidth=width; ctx.beginPath(); ctx.ellipse(x,y,rx,ry,0,0,Math.PI*2); ctx.stroke(); }
+    function frame(ms) {
+      const t = ms / 1000, w = innerWidth, h = innerHeight;
+      const bg = ctx.createRadialGradient(w*.56,h*.49,0,w*.56,h*.49,w*.78);
+      bg.addColorStop(0,"#12312a"); bg.addColorStop(.34,"#0b201d"); bg.addColorStop(1,"#050b0b");
+      ctx.fillStyle=bg; ctx.fillRect(0,0,w,h);
+
+      // Perspective measure: the score advances through a spatial field.
+      const horizon=h*.55, floor=h*.88;
+      for (let i=0;i<18;i++) { const q=i/17, y=horizon+(floor-horizon)*q*q; line(w*.035,y,w*.79,y,`rgba(148,228,202,${.035+.08*q})`); }
+      for (let i=0;i<22;i++) { const x=w*.08+i*w*.035; line(w*.47+(x-w*.47)*.18,horizon,x,floor,"rgba(148,228,202,.055)"); }
+
+      // Mediorgan membrane and outside prods.
+      const cx=w*.49, cy=h*.535, rx=w*.245, ry=h*.31;
+      ellipse(cx,cy,rx,ry,"rgba(129,235,208,.2)",1.2);
+      ellipse(cx,cy,rx*1.025,ry*1.04,"rgba(255,120,186,.09)",1);
+      const pulse=(t*.105)%1, px=w*.17+(cx-rx-w*.17)*pulse, py=cy+Math.sin(t*.8)*ry*.55;
+      for(let k=0;k<4;k++) ellipse(px,py,8+k*13+Math.sin(t*3)*3,5+k*8,"rgba(255,120,186,"+(.3-k*.055)+")",1);
+      ctx.fillStyle="#ff78ba"; ctx.beginPath(); ctx.arc(px,py,3.2,0,Math.PI*2); ctx.fill();
+      ctx.font=`${Math.max(9,w*.006)}px ui-monospace, monospace`; ctx.fillStyle="#d397b5"; ctx.fillText("OUTSIDE PROD",Math.max(w*.04,px-55),py-23);
+
+      // Organ staves: each voice writes a distinct spatial measure.
+      const x0=w*.24, x1=w*.72, measure=(t*.055)%1, head=x0+(x1-x0)*measure;
+      for (let i=0;i<organs.length;i++) {
+        const [name,color,amp,phase]=organs[i], base=h*(.30+i*.087);
+        ctx.strokeStyle=color+"2c"; ctx.lineWidth=1; ctx.beginPath();
+        for(let s=0;s<=120;s++) { const q=s/120, x=x0+q*(x1-x0), wave=Math.sin(q*34+i*1.7+t*(.55+i*.06))*h*.008*amp + Math.sin(q*9-t*.2+phase*5)*h*.004; s?ctx.lineTo(x,base+wave):ctx.moveTo(x,base+wave); } ctx.stroke();
+        const y=base+Math.sin(measure*34+i*1.7+t*(.55+i*.06))*h*.008*amp;
+        const glow=ctx.createRadialGradient(head,y,0,head,y,24); glow.addColorStop(0,color); glow.addColorStop(.16,color+"aa"); glow.addColorStop(1,color+"00"); ctx.fillStyle=glow; ctx.fillRect(head-25,y-25,50,50);
+        ctx.fillStyle=color; ctx.beginPath(); ctx.arc(head,y,2.8,0,Math.PI*2); ctx.fill();
+        ctx.font=`600 ${Math.max(9,w*.006)}px ui-monospace, monospace`; ctx.fillStyle=color+"cc"; ctx.fillText(name,x0-73,base+3);
+      }
+      line(head,h*.265,head,h*.775,"rgba(244,240,215,.16)",1);
+
+      // Terrarium entities orbit behind the score; depth changes their note size.
+      for(const m of motes){ const a=t*(.045+m.z*.018)+m.p, ex=cx+Math.cos(a)*rx*m.x, ey=cy+Math.sin(a*1.3)*ry*(m.y-.5)*1.35; const size=.7+m.z*2.3; ctx.fillStyle=`rgba(129,235,208,${.06+m.z*.19})`; ctx.beginPath();ctx.arc(ex,ey,size,0,Math.PI*2);ctx.fill(); }
+
+      // Reflection organ is a slow bounded modulation around the body.
+      const breathe=1+Math.sin(t*.72)*.045;
+      ellipse(cx,cy,rx*.60*breathe,ry*.61*breathe,"rgba(246,214,107,.18)",1);
+      ctx.font=`${Math.max(9,w*.006)}px ui-monospace, monospace`; ctx.fillStyle="#f6d66b99"; ctx.fillText("REFLECTION · ONE REQUEST",cx-rx*.23,cy-ry*.64);
+      requestAnimationFrame(frame);
+    }
+    requestAnimationFrame(frame);
+  </script>
+</body>
+</html>
diff --git a/experiments/intelligent-terrarium/src/cli.mjs b/experiments/intelligent-terrarium/src/cli.mjs
index 9cfe438d96..83ccb44b45 100644
--- a/experiments/intelligent-terrarium/src/cli.mjs
+++ b/experiments/intelligent-terrarium/src/cli.mjs
@@ -3,6 +3,8 @@ import { mkdir, stat } from "node:fs/promises";
 import { resolve } from "node:path";
 import { memoryCgroup, requireMemoryMax } from "./cgroup.mjs";
 import { outputHash, Terrarium } from "./core.mjs";
+import { createLlamaCliInfer } from "./llama-cli.mjs";
+import { ReflectionOrgan } from "./reflection.mjs";
 import { StateRepository, verifyRepository } from "./repository.mjs";
 import { sleepCommit } from "./sleep.mjs";
 
@@ -65,12 +67,61 @@ async function demo() {
   }, null, 2));
 }
 
+async function reflect() {
+  const root = resolve(option("--root", "./terrarium-state"));
+  const requiredMax = Number(option("--require-memory-max", "0"));
+  if (requiredMax) await requireMemoryMax(requiredMax);
+  const repository = await StateRepository.open(root, { segmentId: "reflection" });
+  const before = repository.stateHash();
+  const binary = option("--llama-cli", process.env.TERRARIUM_LLAMA_CLI);
+  const model = option("--model", process.env.TERRARIUM_REFLECTION_MODEL);
+  const timeoutMs = Number(option("--timeout-ms", "30000"));
+  const infer = binary && model ? createLlamaCliInfer({
+    binary: resolve(binary),
+    model: resolve(model),
+    threads: Number(option("--threads", "4")),
+  }) : null;
+  const reflection = new ReflectionOrgan(repository, {
+    infer,
+    engine: option("--engine", infer ? "qwen3-0.6b-q8_0" : "1gb-policy"),
+    contextTokens: Number(option("--context", "2048")),
+    maxOutputTokens: Number(option("--max-output", "96")),
+    timeoutMs,
+  });
+  const result = await reflection.reflect();
+  const sleep = await sleepCommit(repository);
+  const verification = await verifyRepository(root);
+  const memory = await memoryCgroup();
+  console.log(JSON.stringify({
+    ok: verification.stateHash === repository.stateHash(),
+    root,
+    beforeStateHash: before,
+    stateHash: verification.stateHash,
+    lastSeq: verification.lastSeq,
+    headRecordHash: verification.headRecordHash,
+    decision: result.decision,
+    reason: result.reason,
+    promptChars: result.promptChars,
+    contextTokens: result.contextTokens,
+    maxOutputTokens: result.maxOutputTokens,
+    timeoutMs: result.timeoutMs,
+    metrics: result.metrics,
+    commit: sleep.commit,
+    sleepStatus: sleep.status,
+    rss: process.memoryUsage().rss,
+    memory,
+    listener: "none",
+  }, null, 2));
+}
+
 const command = process.argv[2];
 if (command === "demo") {
   await demo();
+} else if (command === "reflect") {
+  await reflect();
 } else if (command === "verify") {
   console.log(JSON.stringify(await verifyRepository(resolve(option("--root", "./terrarium-state"))), null, 2));
 } else {
-  console.error("usage: cli.mjs demo|verify [--root PATH] [--ticks N] [--require-memory-max BYTES]");
+  console.error("usage: cli.mjs demo|reflect|verify [--root PATH] [--require-memory-max BYTES]");
   process.exitCode = 2;
 }
diff --git a/experiments/intelligent-terrarium/src/core.mjs b/experiments/intelligent-terrarium/src/core.mjs
index bf299be043..90719510f2 100644
--- a/experiments/intelligent-terrarium/src/core.mjs
+++ b/experiments/intelligent-terrarium/src/core.mjs
@@ -1,5 +1,6 @@
 import { canonical, clone, hash } from "./canonical.mjs";
 import { Prng } from "./prng.mjs";
+import { decideReflection } from "./reflection-policy.mjs";
 
 export const LIMITS = Object.freeze({
   entities: 12,
@@ -118,6 +119,9 @@ export class Terrarium {
       case "organ-prod":
         outputs = this.#organProd(payload);
         break;
+      case "reflection-decision":
+        this.#reflectionDecision(payload);
+        break;
       case "visitor-leave":
         this.#visitorLeave(payload);
         break;
@@ -218,6 +222,40 @@ export class Terrarium {
     return [];
   }
 
+  #reflectionDecision(payload) {
+    if (payload.schema !== 1) throw new TypeError("reflection event schema must be 1");
+    const expectedFields = ["decision", "engine", "outputDigest", "reason", "requestId", "schema", payload.proposal ? "proposal" : "failure"].sort();
+    if (Object.keys(payload).sort().join(",") !== expectedFields.join(",")) {
+      throw new TypeError("reflection event fields do not match schema");
+    }
+    if (!/^[a-f0-9]{24}$/.test(String(payload.requestId || ""))) throw new TypeError("invalid reflection request id");
+    if (!/^[a-f0-9]{64}$/.test(String(payload.outputDigest || ""))) throw new TypeError("invalid reflection output digest");
+    if (!/^[a-zA-Z0-9._:/-]{1,160}$/.test(String(payload.engine || ""))) throw new TypeError("invalid reflection engine");
+    const evaluation = decideReflection({ proposal: payload.proposal, failure: payload.failure });
+    if (payload.decision !== evaluation.decision || payload.reason !== evaluation.reason) {
+      throw new Error("reflection decision does not match deterministic policy");
+    }
+    pushEpisode(this.state, {
+      tick: this.state.tick,
+      kind: "reflected",
+      requestId: payload.requestId,
+      outcome: evaluation.decision,
+      reason: evaluation.reason,
+      organ: evaluation.proposal?.target || null,
+    });
+    if (evaluation.decision !== "accepted") return;
+    const { target, intensity } = evaluation.proposal;
+    if (target === "sensory" || target === "drive") {
+      this.state.mind.drives.curiosity = round(clamp(this.state.mind.drives.curiosity + intensity, 0, 1));
+    } else if (target === "memory") {
+      this.state.mind.drives.rest = round(clamp(this.state.mind.drives.rest - intensity, 0, 1));
+    } else if (target === "voice") {
+      this.state.mind.drives.social = round(clamp(this.state.mind.drives.social + intensity, 0, 1));
+    } else {
+      this.state.mind.weights.approach = round(clamp(this.state.mind.weights.approach + intensity, 0, 1));
+    }
+  }
+
   #advance(value) {
     const ticks = Number(value);
     if (!Number.isInteger(ticks) || ticks < 1 || ticks > LIMITS.advanceTicks) {
diff --git a/experiments/intelligent-terrarium/src/llama-cli.mjs b/experiments/intelligent-terrarium/src/llama-cli.mjs
new file mode 100644
index 0000000000..2aee16cbdd
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/llama-cli.mjs
@@ -0,0 +1,124 @@
+import { spawn } from "node:child_process";
+import { readFile } from "node:fs/promises";
+
+function metricsFrom(output, latencyMs, smapsPeakRssKb) {
+  const evalMatch = /eval time\s*=\s*[\d.]+ ms\s*\/\s*(\d+) tokens\s*\(\s*([\d.]+) tokens per second\s*\)/i.exec(output);
+  const promptMatch = /prompt eval time\s*=\s*[\d.]+ ms\s*\/\s*(\d+) tokens\s*\(\s*([\d.]+) tokens per second\s*\)/i.exec(output);
+  const summaryMatch = /\[\s*Prompt:\s*([\d.]+) t\/s\s*\|\s*Generation:\s*([\d.]+) t\/s\s*\]/i.exec(output);
+  return {
+    latencyMs: Math.round(latencyMs * 100) / 100,
+    outputTokens: evalMatch ? Number(evalMatch[1]) : null,
+    outputTokensPerSecond: evalMatch ? Number(evalMatch[2]) : (summaryMatch ? Number(summaryMatch[2]) : null),
+    promptTokens: promptMatch ? Number(promptMatch[1]) : null,
+    promptTokensPerSecond: promptMatch ? Number(promptMatch[2]) : (summaryMatch ? Number(summaryMatch[1]) : null),
+    smapsPeakRssKb,
+  };
+}
+
+async function rssKb(pid) {
+  try {
+    const text = await readFile(`/proc/${pid}/smaps_rollup`, "utf8");
+    return Number(/^Rss:\s+(\d+) kB$/m.exec(text)?.[1] || 0);
+  } catch {
+    return 0;
+  }
+}
+
+export function createLlamaCliInfer({ binary, model, threads = 4, nice = "/usr/bin/nice" } = {}) {
+  if (!binary || !model) throw new TypeError("llama-cli binary and model are required");
+  return ({ prompt, contextTokens, maxOutputTokens, timeoutMs, signal }) => new Promise((resolve, reject) => {
+    const subcommand = /(?:^|\/)llama$/.test(binary) ? ["cli"] : [];
+    const args = [
+      "-n", "15", binary,
+      ...subcommand,
+      "--model", model,
+      "--prompt", prompt,
+      "--ctx-size", String(contextTokens),
+      "--n-predict", String(maxOutputTokens),
+      "--threads", String(threads),
+      "--batch-size", "256",
+      "--ubatch-size", "256",
+      "--n-gpu-layers", "0",
+      "--device", "none",
+      "--fit", "off",
+      "--cache-type-k", "q8_0",
+      "--cache-type-v", "q8_0",
+      "--seed", "23",
+      "--temp", "0.2",
+      "--top-k", "20",
+      "--top-p", "0.8",
+      "--perf",
+      "--no-warmup",
+      "--no-context-shift",
+      "--conversation",
+      "--single-turn",
+      "--reasoning", "off",
+      "--reasoning-budget", "0",
+      "--no-display-prompt",
+      "--simple-io",
+    ];
+    const started = performance.now();
+    const child = spawn(nice, args, {
+      stdio: ["ignore", "pipe", "pipe"],
+      env: { ...process.env, CUDA_VISIBLE_DEVICES: "" },
+    });
+    let stdout = "";
+    let stderr = "";
+    let smapsPeakRssKb = 0;
+    let timedOut = false;
+    const sample = setInterval(() => {
+      void rssKb(child.pid).then((value) => { smapsPeakRssKb = Math.max(smapsPeakRssKb, value); });
+    }, 25);
+    sample.unref();
+    const timer = setTimeout(() => {
+      timedOut = true;
+      child.kill("SIGKILL");
+    }, timeoutMs);
+    timer.unref();
+    const abort = () => {
+      timedOut = true;
+      child.kill("SIGKILL");
+    };
+    signal?.addEventListener("abort", abort, { once: true });
+    child.stdout.on("data", (chunk) => {
+      stdout += chunk;
+      if (stdout.length > 65_536) child.kill("SIGKILL");
+    });
+    child.stderr.on("data", (chunk) => {
+      stderr += chunk;
+      if (stderr.length > 262_144) child.kill("SIGKILL");
+    });
+    child.once("error", reject);
+    child.once("close", async (code, killedBy) => {
+      clearTimeout(timer);
+      clearInterval(sample);
+      signal?.removeEventListener("abort", abort);
+      smapsPeakRssKb = Math.max(smapsPeakRssKb, await rssKb(child.pid));
+      if (timedOut) {
+        const error = new Error("llama-cli timed out");
+        error.code = "ETIMEDOUT";
+        reject(error);
+      } else if (code !== 0) {
+        const error = new Error(`llama-cli exited ${code ?? killedBy ?? "unknown"}`);
+        error.code = "ELLAMA";
+        reject(error);
+      } else {
+        const combined = `${stderr}\n${stdout}`;
+        const metrics = metricsFrom(combined, performance.now() - started, smapsPeakRssKb);
+        if (/failed to initialize samplers|\berror:/i.test(combined)
+          || metrics.outputTokensPerSecond === 0) {
+          const error = new Error("llama-cli produced no usable generation");
+          error.code = "ELLAMA";
+          reject(error);
+          return;
+        }
+        const promptAt = stdout.lastIndexOf(prompt);
+        const generated = promptAt >= 0 ? stdout.slice(promptAt + prompt.length) : stdout;
+        resolve({
+          text: generated.trim(),
+          metrics,
+        });
+      }
+    });
+  });
+}
diff --git a/experiments/intelligent-terrarium/src/reflection-policy.mjs b/experiments/intelligent-terrarium/src/reflection-policy.mjs
new file mode 100644
index 0000000000..a5df87e0ff
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/reflection-policy.mjs
@@ -0,0 +1,32 @@
+const ORGAN_NAMES = ["sensory", "spatial", "drive", "memory", "action", "voice"];
+const ACTIONS = new Set(["attune", "broadcast"]);
+const FAILURES = new Set(["disabled", "unavailable", "timeout", "malformed"]);
+
+export function validateReflectionProposal(value) {
+  if (!value || typeof value !== "object" || Array.isArray(value)) throw new TypeError("proposal must be an object");
+  const keys = Object.keys(value).sort();
+  if (keys.join(",") !== "action,intensity,schema,target") throw new TypeError("proposal fields do not match schema");
+  if (value.schema !== 1) throw new TypeError("proposal schema must be 1");
+  if (!ACTIONS.has(value.action)) throw new TypeError("proposal action is invalid");
+  if (!ORGAN_NAMES.includes(value.target)) throw new TypeError("proposal target is invalid");
+  if (!Number.isFinite(value.intensity) || value.intensity < -1 || value.intensity > 1) {
+    throw new TypeError("proposal intensity must be within -1..1");
+  }
+  return {
+    schema: 1,
+    action: value.action,
+    target: value.target,
+    intensity: Math.round(value.intensity * 1000) / 1000,
+  };
+}
+
+export function decideReflection({ proposal, failure } = {}) {
+  if (failure !== undefined) {
+    if (!FAILURES.has(failure) || proposal !== undefined) throw new TypeError("invalid reflection fallback");
+    return { decision: "fallback", reason: failure, proposal: null };
+  }
+  const clean = validateReflectionProposal(proposal);
+  if (clean.action !== "attune") return { decision: "rejected", reason: "action-not-authorized", proposal: clean };
+  if (Math.abs(clean.intensity) > 0.25) return { decision: "rejected", reason: "intensity-outside-policy", proposal: clean };
+  return { decision: "accepted", reason: "bounded-attunement", proposal: clean };
+}
diff --git a/experiments/intelligent-terrarium/src/reflection.mjs b/experiments/intelligent-terrarium/src/reflection.mjs
new file mode 100644
index 0000000000..c238aaf088
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/reflection.mjs
@@ -0,0 +1,157 @@
+import { canonical, hash } from "./canonical.mjs";
+import { decideReflection, validateReflectionProposal } from "./reflection-policy.mjs";
+
+const MAX_CONTEXT_TOKENS = 2048;
+const MAX_OUTPUT_TOKENS = 128;
+const MAX_PROMPT_CHARS = 6000;
+const MAX_OUTPUT_CHARS = 8192;
+
+function episodeCounts(episodes) {
+  const counts = {};
+  for (const episode of episodes.slice(-64)) {
+    const key = String(episode.kind || "unknown").slice(0, 32);
+    counts[key] = (counts[key] || 0) + 1;
+  }
+  return Object.fromEntries(Object.entries(counts).sort(([a], [b]) => a.localeCompare(b)));
+}
+
+export function reflectionDigest(repository) {
+  const state = repository.terrarium.state;
+  const energy = state.entities.reduce((sum, entity) => sum + entity.energy, 0) / state.entities.length;
+  return {
+    schema: 1,
+    stateHash: repository.stateHash(),
+    tick: state.tick,
+    entityCount: state.entities.length,
+    meanEnergy: Math.round(energy * 1000) / 1000,
+    drives: state.mind.drives,
+    weights: state.mind.weights,
+    recentKinds: episodeCounts(state.mind.episodes),
+  };
+}
+
+export function reflectionPrompt(repository) {
+  const prompt = [
+    "You are the bounded reflection organ of a deterministic terrarium.",
+    "Return exactly one JSON object and nothing else. Do not think aloud.",
+    "The object must contain exactly four fields: schema, action, target, and intensity.",
+    "Set schema to integer 1 and action to string attune.",
+    "The target may be sensory, spatial, drive, memory, action, or voice.",
+    "Use action attune. Keep intensity numeric and between -0.25 and 0.25. /no_think",
+    `State digest: ${canonical(reflectionDigest(repository))}`,
+  ].join("\n");
+  if (prompt.length > MAX_PROMPT_CHARS) throw new Error("reflection prompt exceeded bound");
+  return prompt;
+}
+
+export function parseReflectionOutput(text) {
+  const bounded = String(text || "");
+  if (!bounded || bounded.length > MAX_OUTPUT_CHARS) throw new TypeError("reflection output is empty or oversized");
+  const withoutThought = bounded.replace(/<think>[\s\S]*?<\/think>/gi, "").replace(/```(?:json)?|```/gi, "").trim();
+  const candidates = withoutThought.match(/\{[^{}]*\}/g) || [];
+  for (let index = candidates.length - 1; index >= 0; index -= 1) {
+    try {
+      return validateReflectionProposal(JSON.parse(candidates[index]));
+    } catch { /* Try the preceding flat object; llama-cli may echo the prompt. */ }
+  }
+  throw new TypeError("reflection output has no valid proposal object");
+}
+
+function failureKind(error) {
+  if (error?.code === "ETIMEDOUT" || error?.name === "TimeoutError" || error?.name === "AbortError") return "timeout";
+  if (error instanceof SyntaxError || error instanceof TypeError) return "malformed";
+  return "unavailable";
+}
+
+async function boundedInference(infer, request, timeoutMs) {
+  const controller = new AbortController();
+  let timer;
+  const timeout = new Promise((resolve, reject) => {
+    timer = setTimeout(() => {
+      controller.abort();
+      const error = new Error("reflection inference timed out");
+      error.name = "TimeoutError";
+      error.code = "ETIMEDOUT";
+      reject(error);
+    }, timeoutMs);
+  });
+  try {
+    return await Promise.race([infer({ ...request, signal: controller.signal }), timeout]);
+  } finally {
+    clearTimeout(timer);
+  }
+}
+
+export class ReflectionOrgan {
+  constructor(repository, {
+    infer = null,
+    engine = "1gb-policy",
+    contextTokens = MAX_CONTEXT_TOKENS,
+    maxOutputTokens = 96,
+    timeoutMs = 30_000,
+  } = {}) {
+    this.repository = repository;
+    this.infer = infer;
+    this.engine = String(engine).replace(/[^a-zA-Z0-9._:/-]/g, "-").slice(0, 160) || "unknown";
+    this.contextTokens = Math.max(256, Math.min(MAX_CONTEXT_TOKENS, Math.floor(contextTokens)));
+    this.maxOutputTokens = Math.max(1, Math.min(MAX_OUTPUT_TOKENS, Math.floor(maxOutputTokens)));
+    this.timeoutMs = Math.max(100, Math.min(30_000, Math.floor(timeoutMs)));
+    this.tail = Promise.resolve();
+  }
+
+  reflect() {
+    const result = this.tail.then(() => this.#reflect());
+    this.tail = result.catch(() => {});
+    return result;
+  }
+
+  async #reflect() {
+    const prompt = reflectionPrompt(this.repository);
+    let proposal;
+    let failure;
+    let inference = null;
+    let outputDigest = null;
+    if (!this.infer) {
+      failure = "disabled";
+      outputDigest = hash("reflection-disabled");
+    } else {
+      try {
+        inference = await boundedInference(this.infer, {
+          prompt,
+          contextTokens: this.contextTokens,
+          maxOutputTokens: this.maxOutputTokens,
+          timeoutMs: this.timeoutMs,
+        }, this.timeoutMs);
+        const text = typeof inference === "string" ? inference : inference?.text;
+        outputDigest = hash(String(text || ""));
+        proposal = parseReflectionOutput(text);
+      } catch (error) {
+        failure = failureKind(error);
+        outputDigest ||= hash(`${failure}:${error?.name || "Error"}`);
+      }
+    }
+    const evaluation = decideReflection({ proposal, failure });
+    const requestId = hash({ head: this.repository.headRecordHash, outputDigest }).slice(0, 24);
+    const payload = {
+      schema: 1,
+      requestId,
+      engine: this.engine,
+      outputDigest,
+      decision: evaluation.decision,
+      reason: evaluation.reason,
+    };
+    if (evaluation.proposal) payload.proposal = evaluation.proposal;
+    else payload.failure = failure;
+    const transaction = await this.repository.transact("reflection-decision", payload);
+    return {
+      ...transaction,
+      decision: evaluation.decision,
+      reason: evaluation.reason,
+      promptChars: prompt.length,
+      contextTokens: this.contextTokens,
+      maxOutputTokens: this.maxOutputTokens,
+      timeoutMs: this.timeoutMs,
+      metrics: typeof inference === "object" ? inference?.metrics || null : null,
+    };
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/repository.mjs b/experiments/intelligent-terrarium/src/repository.mjs
index 7b9a5e7ce9..c49549b720 100644
--- a/experiments/intelligent-terrarium/src/repository.mjs
+++ b/experiments/intelligent-terrarium/src/repository.mjs
@@ -92,20 +92,26 @@ export class StateRepository {
     const terrarium = new Terrarium(seedDocument.seed);
     const records = [];
     let previousHash = ZERO_HASH;
+    const journalRecords = [];
     for (const file of journalFiles) {
       const contents = await readFile(file, "utf8");
       for (const line of contents.split("\n")) {
         if (!line.trim()) continue;
         const record = JSON.parse(line);
-        if (record.schema !== 1) throw new Error(`unsupported journal schema ${record.schema}`);
-        if (record.prevHash !== previousHash) throw new Error(`journal hash chain broken at event ${record.seq}`);
-        if (record.recordHash !== recordHash(record)) throw new Error(`journal record hash mismatch at event ${record.seq}`);
-        terrarium.apply(record);
-        if (terrarium.stateHash() !== record.stateHash) throw new Error(`state hash mismatch at event ${record.seq}`);
-        previousHash = record.recordHash;
-        records.push(record);
+        if (!Number.isSafeInteger(record.seq) || record.seq < 1) throw new Error(`invalid journal sequence in ${file}`);
+        journalRecords.push(record);
       }
     }
+    journalRecords.sort((left, right) => left.seq - right.seq);
+    for (const record of journalRecords) {
+      if (record.schema !== 1) throw new Error(`unsupported journal schema ${record.schema}`);
+      if (record.prevHash !== previousHash) throw new Error(`journal hash chain broken at event ${record.seq}`);
+      if (record.recordHash !== recordHash(record)) throw new Error(`journal record hash mismatch at event ${record.seq}`);
+      terrarium.apply(record);
+      if (terrarium.stateHash() !== record.stateHash) throw new Error(`state hash mismatch at event ${record.seq}`);
+      previousHash = record.recordHash;
+      records.push(record);
+    }
 
     const segmentPath = join(journalRoot, "segments", `${segmentId}.ndjson`);
     await mkdir(join(journalRoot, "segments"), { recursive: true });
diff --git a/experiments/intelligent-terrarium/test/identity.test.mjs b/experiments/intelligent-terrarium/test/identity.test.mjs
index 915dad88ef..1e5545c472 100644
--- a/experiments/intelligent-terrarium/test/identity.test.mjs
+++ b/experiments/intelligent-terrarium/test/identity.test.mjs
@@ -128,7 +128,8 @@ test("verified prods obey a deterministic per-handle rate bound", async () => {
 });
 
 test("terrarium-dev is a hidden authorize-only loopback client seam", async () => {
-  const source = await readFile(resolve("../../system/public/aesthetic.computer/disks/terrarium-dev.mjs"), "utf8");
+  const piecePath = process.env.TERRARIUM_PIECE_PATH || resolve("../../system/public/aesthetic.computer/disks/terrarium-dev.mjs");
+  const source = await readFile(piecePath, "utf8");
   const serverSource = await readFile(resolve("src/server.mjs"), "utf8");
   assert.match(source, /await authorize\(\)/);
   assert.match(source, /Authorization: `Bearer \$\{token\}`/);
diff --git a/experiments/intelligent-terrarium/test/mediorgan.test.mjs b/experiments/intelligent-terrarium/test/mediorgan.test.mjs
index ff2562e414..1efc63f7ed 100644
--- a/experiments/intelligent-terrarium/test/mediorgan.test.mjs
+++ b/experiments/intelligent-terrarium/test/mediorgan.test.mjs
@@ -6,6 +6,28 @@ import test from "node:test";
 import { verifyRepository } from "../src/repository.mjs";
 import { createTerrariumServer } from "../src/server.mjs";
 
+function ndjsonReader(response) {
+  const reader = response.body.getReader();
+  const decoder = new TextDecoder();
+  let pending = "";
+  return {
+    async next() {
+      for (;;) {
+        const newline = pending.indexOf("\n");
+        if (newline >= 0) {
+          const line = pending.slice(0, newline);
+          pending = pending.slice(newline + 1);
+          if (line) return JSON.parse(line);
+        }
+        const { done, value } = await reader.read();
+        if (done) throw new Error("terrarium stream ended before the next message");
+        pending += decoder.decode(value, { stream: true });
+      }
+    },
+    cancel: () => reader.cancel(),
+  };
+}
+
 test("server refuses every non-loopback binding", async () => {
   const root = await mkdtemp(join(tmpdir(), "terrarium-bind-"));
   await assert.rejects(createTerrariumServer({ root, host: "0.0.0.0" }), /refuses non-loopback/);
@@ -51,6 +73,47 @@ test("loopback visitor page exposes a WebGL terrarium and mediorgan controls", a
   await app.stop();
 });
 
+test("two visitors receive the same authoritative snapshot and sonic event", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-two-visitors-"));
+  const capabilities = { "cap-alex": "@alex", "cap-beth": "@beth" };
+  const app = await createTerrariumServer({ root, capabilities, tickMs: 0 });
+  const base = `http://${app.address.address}:${app.address.port}`;
+  const connect = async (capability) => {
+    const response = await fetch(`${base}/api/stream`, {
+      headers: { Authorization: `Bearer ${capability}` },
+    });
+    assert.equal(response.status, 200);
+    return ndjsonReader(response);
+  };
+  const [alex, beth] = await Promise.all([connect("cap-alex"), connect("cap-beth")]);
+  const [alexWelcome, bethWelcome] = await Promise.all([alex.next(), beth.next()]);
+  assert.equal(alexWelcome.type, "welcome");
+  assert.equal(bethWelcome.type, "welcome");
+  assert.equal(alexWelcome.handle, "@alex");
+  assert.equal(bethWelcome.handle, "@beth");
+
+  try {
+    const prod = await fetch(`${base}/api/prod`, {
+      method: "POST",
+      headers: { Authorization: "Bearer cap-alex", "Content-Type": "application/json" },
+      body: JSON.stringify({ target: "voice", modality: "text", stimulus: "sing together", position: { x: -2, y: 1, z: 1 } }),
+    });
+    assert.equal(prod.status, 202);
+    const [alexSnapshot, bethSnapshot] = await Promise.all([alex.next(), beth.next()]);
+    assert.equal(alexSnapshot.type, "snapshot");
+    assert.equal(bethSnapshot.type, "snapshot");
+    assert.equal(alexSnapshot.state.stateHash, bethSnapshot.state.stateHash);
+    assert.equal(alexSnapshot.state.lastSeq, bethSnapshot.state.lastSeq);
+    const [alexSonic, bethSonic] = await Promise.all([alex.next(), beth.next()]);
+    assert.equal(alexSonic.type, "sonic");
+    assert.equal(bethSonic.type, "sonic");
+    assert.deepEqual(alexSonic.event, bethSonic.event);
+  } finally {
+    await Promise.all([alex.cancel(), beth.cancel()]);
+    await app.stop();
+  }
+});
+
 test("concurrent ticks and outside prods remain one contiguous replayable journal", async () => {
   const root = await mkdtemp(join(tmpdir(), "terrarium-concurrent-"));
   const capability = "local-concurrency-capability";
diff --git a/experiments/intelligent-terrarium/test/reflection.test.mjs b/experiments/intelligent-terrarium/test/reflection.test.mjs
new file mode 100644
index 0000000000..3411127623
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/reflection.test.mjs
@@ -0,0 +1,137 @@
+import assert from "node:assert/strict";
+import { mkdtemp, readFile } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import test from "node:test";
+import { Terrarium } from "../src/core.mjs";
+import { parseReflectionOutput, reflectionPrompt, ReflectionOrgan } from "../src/reflection.mjs";
+import { StateRepository, verifyRepository } from "../src/repository.mjs";
+
+async function repository(prefix) {
+  const root = await mkdtemp(join(tmpdir(), prefix));
+  const state = await StateRepository.create(root, { seed: "reflection-test", profile: "1gb" });
+  state.segmentPath = join(root, "journal", "segments", "reflection.ndjson");
+  return { root, state };
+}
+
+test("bounded reflection accepts a schema proposal without exposing selected-memory secrets", async () => {
+  const { root, state } = await repository("terrarium-reflect-accept-");
+  const secret = "private-token-and-email@example.test";
+  await state.transact("visitor-enter", { handle: "@alex", position: {} });
+  await state.transact("visitor-signal", { handle: "@alex", signal: secret });
+  let captured;
+  const reflection = new ReflectionOrgan(state, {
+    contextTokens: 99_999,
+    maxOutputTokens: 999,
+    timeoutMs: 99_999,
+    engine: "qwen3-test",
+    infer: async (request) => {
+      captured = request;
+      return {
+        text: '<think>not persisted</think>\n{"schema":1,"action":"attune","target":"sensory","intensity":0.125}',
+        metrics: { latencyMs: 12, outputTokensPerSecond: 34 },
+      };
+    },
+  });
+  const result = await reflection.reflect();
+  assert.equal(result.decision, "accepted");
+  assert.equal(result.contextTokens, 2048);
+  assert.equal(result.maxOutputTokens, 128);
+  assert.equal(result.timeoutMs, 30_000);
+  assert.ok(result.promptChars < 6000);
+  assert.equal(captured.contextTokens, 2048);
+  assert.doesNotMatch(captured.prompt, /@alex|private-token|example\.test/);
+  const journal = await readFile(state.segmentPath, "utf8");
+  assert.match(journal, /"kind":"reflection-decision"/);
+  assert.match(journal, /"decision":"accepted"/);
+  const reflectionRecord = journal.trim().split("\n").at(-1);
+  assert.doesNotMatch(reflectionRecord, /private-token|example\.test|not persisted/);
+  const replay = await verifyRepository(root);
+  assert.equal(replay.stateHash, state.stateHash());
+  assert.equal(replay.headRecordHash, state.headRecordHash);
+});
+
+test("authority deterministically rejects an unsafe but schema-valid proposal", async () => {
+  const { root, state } = await repository("terrarium-reflect-reject-");
+  const result = await new ReflectionOrgan(state, {
+    infer: async () => '{"schema":1,"action":"broadcast","target":"voice","intensity":0.1}',
+  }).reflect();
+  assert.equal(result.decision, "rejected");
+  assert.equal(result.reason, "action-not-authorized");
+  assert.equal((await verifyRepository(root)).stateHash, state.stateHash());
+
+  const candidate = Terrarium.fromSnapshot(state.terrarium.snapshot());
+  assert.throws(() => candidate.apply({
+    seq: candidate.state.lastSeq + 1,
+    kind: "reflection-decision",
+    payload: {
+      schema: 1,
+      requestId: "a".repeat(24),
+      engine: "test",
+      outputDigest: "b".repeat(64),
+      proposal: { schema: 1, action: "broadcast", target: "voice", intensity: 0.1 },
+      decision: "accepted",
+      reason: "bounded-attunement",
+    },
+  }), /does not match deterministic policy/);
+});
+
+test("parser selects the final proposal when llama-cli echoes prompt JSON", async () => {
+  const { state } = await repository("terrarium-reflect-echo-");
+  assert.throws(() => parseReflectionOutput(reflectionPrompt(state)), /no valid proposal/);
+  const result = await new ReflectionOrgan(state, {
+    infer: async () => [
+      '> Schema: {"schema":1,"action":"attune","target":"sensory","intensity":0.2}',
+      '{"schema":1,"action":"attune","target":"voice","intensity":0.05}',
+      "[ Prompt: 205.2 t/s | Generation: 24.9 t/s ]",
+    ].join("\n"),
+  }).reflect();
+  assert.equal(result.decision, "accepted");
+  assert.equal(result.record.payload.proposal.target, "voice");
+});
+
+test("malformed, timeout, and disabled inference unconditionally fall back", async () => {
+  const malformed = await repository("terrarium-reflect-malformed-");
+  const malformedResult = await new ReflectionOrgan(malformed.state, {
+    infer: async () => '{"schema":1,"action":"attune","target":"memory","intensity":0.1,"secret":"no"}',
+  }).reflect();
+  assert.deepEqual([malformedResult.decision, malformedResult.reason], ["fallback", "malformed"]);
+
+  const timeout = await repository("terrarium-reflect-timeout-");
+  const timeoutResult = await new ReflectionOrgan(timeout.state, {
+    timeoutMs: 100,
+    infer: ({ signal }) => new Promise((resolve, reject) => {
+      signal.addEventListener("abort", () => {
+        const error = new Error("aborted test inference");
+        error.name = "AbortError";
+        reject(error);
+      }, { once: true });
+    }),
+  }).reflect();
+  assert.deepEqual([timeoutResult.decision, timeoutResult.reason], ["fallback", "timeout"]);
+
+  const disabled = await repository("terrarium-reflect-disabled-");
+  const disabledResult = await new ReflectionOrgan(disabled.state).reflect();
+  assert.deepEqual([disabledResult.decision, disabledResult.reason], ["fallback", "disabled"]);
+  await disabled.state.transact("advance", { ticks: 1 });
+  assert.equal((await verifyRepository(disabled.root)).stateHash, disabled.state.stateHash());
+});
+
+test("reflection inference admits only one request at a time", async () => {
+  const { state } = await repository("terrarium-reflect-queue-");
+  let active = 0;
+  let peak = 0;
+  const reflection = new ReflectionOrgan(state, {
+    infer: async () => {
+      active += 1;
+      peak = Math.max(peak, active);
+      await new Promise((resolve) => setTimeout(resolve, 10));
+      active -= 1;
+      return '{"schema":1,"action":"attune","target":"drive","intensity":0.01}';
+    },
+  });
+  const results = await Promise.all([reflection.reflect(), reflection.reflect(), reflection.reflect()]);
+  assert.equal(peak, 1);
+  assert.deepEqual(results.map(({ decision }) => decision), ["accepted", "accepted", "accepted"]);
+  assert.deepEqual(state.records.map(({ seq }) => seq), [1, 2, 3]);
+});
diff --git a/experiments/intelligent-terrarium/test/repository.test.mjs b/experiments/intelligent-terrarium/test/repository.test.mjs
index d1fc014b19..aaf1a70e33 100644
--- a/experiments/intelligent-terrarium/test/repository.test.mjs
+++ b/experiments/intelligent-terrarium/test/repository.test.mjs
@@ -32,6 +32,19 @@ test("tampered journal content fails hash verification", async () => {
   await assert.rejects(StateRepository.open(root), /record hash mismatch|state hash mismatch/);
 });
 
+test("journal replay follows sequence rather than segment filename order", async () => {
+  const root = await mkdtemp(join(tmpdir(), "terrarium-segment-order-"));
+  const repository = await StateRepository.create(root, { seed: "segment-order" });
+  repository.segmentPath = join(root, "journal", "segments", "zzz-first.ndjson");
+  await repository.transact("advance", { ticks: 3 });
+  repository.segmentPath = join(root, "journal", "segments", "aaa-second.ndjson");
+  await repository.transact("advance", { ticks: 4 });
+  const replay = await verifyRepository(root);
+  assert.equal(replay.lastSeq, 2);
+  assert.equal(replay.stateHash, repository.stateHash());
+  assert.equal(replay.headRecordHash, repository.headRecordHash);
+});
+
 test("sleep commits only allowlisted state and no-op sleep makes no commit", async () => {
   const root = await mkdtemp(join(tmpdir(), "terrarium-sleep-"));
   const repository = await StateRepository.create(root, { seed: "sleep-cycle" });
diff --git a/experiments/intelligent-terrarium/test/score.test.mjs b/experiments/intelligent-terrarium/test/score.test.mjs
new file mode 100644
index 0000000000..167c2c8305
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/score.test.mjs
@@ -0,0 +1,16 @@
+import assert from "node:assert/strict";
+import { readFile } from "node:fs/promises";
+import test from "node:test";
+
+test("fullscreen score presents organs, honest gated QR, and no network dependency", async () => {
+  const html = await readFile(new URL("../score.html", import.meta.url), "utf8");
+  assert.match(html, /<canvas id="score"/);
+  assert.match(html, /Mediorgan score/);
+  for (const organ of ["SENSORY", "SPATIAL", "DRIVE", "MEMORY", "ACTION", "VOICE"]) {
+    assert.match(html, new RegExp(organ));
+  }
+  assert.match(html, /CLIENT GATE · PREVIEW/);
+  assert.match(html, /remain closed pending Stage 5 approval/);
+  assert.match(html, /score-assets\/join-preview\.svg/);
+  assert.doesNotMatch(html, /<script\s+src=|fetch\(|WebSocket|EventSource/);
+});
-- 
2.51.2


From 10a13060cae47469e40c55a4a184dfa0f5ac1a23 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 14:27:46 -0700
Subject: [PATCH 07/14] Record automatic miner guard recovery

---
 experiments/intelligent-terrarium/KEEPER.md   | 22 ++++++++++++++-----
 experiments/intelligent-terrarium/score.html  |  2 +-
 .../intelligent-terrarium/test/score.test.mjs |  2 ++
 3 files changed, 19 insertions(+), 7 deletions(-)

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index ba46d52995..2fa726991d 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -388,8 +388,9 @@ state repository. Nothing was pushed or deployed.
   `MemoryHigh=900 MiB`, zero swap, and low priority. It journaled `disabled`
   fallback deterministically; cgroup peak was 31,932,416 bytes and Node RSS was
   78,917,632 bytes. The 1 GB floor still never loads the model.
-- The final 2 GB coexistence run completed in 6.71 seconds while
-  `matador-miner` remained active at 100% GPU use. Qwen generated at 13.3
+- The final 2 GB coexistence run completed in 6.71 seconds after the miner's
+  automatic recovery, while `matador-miner` remained active at 100% GPU use.
+  Qwen generated at 13.3
   tokens/second after an 88.9 tokens/second prompt pass. `/proc` smaps peak RSS
   was 825,940 KiB (about 807 MiB), below both policy thresholds; cgroup peak was
   227,233,792 bytes because model file pages were already warm and charged
@@ -404,10 +405,19 @@ state repository. Nothing was pushed or deployed.
   Two earlier retries also completed and slept cleanly as sequences 910–911.
 - A scan of journal, checkpoints, autobiography, manifest, and visitor facts
   found no bearer/token, email-like identifier, model/cache path, or GGUF name.
-  The listening-socket hash was identical before and after inference. The miner
-  had independently exited during the earlier build window and later returned;
-  no keeper command signalled, stopped, restarted, or reconfigured it. The
-  final run proves live coexistence after its return.
+  The listening-socket hash was identical before and after inference.
+- Stage 4 did affect mining indirectly: `btx-miner-guard` detected the nice-15
+  compiler/build workload, stopped PID 2928 at 12:34:02, and automatically
+  restarted the service as PID 136022 at 12:49:41 after the build processes
+  exited. This was a 15 minute 39 second guard pause, so Stage 4 does **not**
+  claim zero miner effect. No keeper command signalled, stopped, restarted, or
+  reconfigured the miner. Immediately before the pause it reported about 4,115
+  nonce/s and used 3,298 MiB process VRAM; after automatic recovery it reported
+  4,141 then 4,169 nonce/s and returned to the same 3,298 MiB process VRAM.
+  The later audit showed `mining_state:"mining"`, 100% GPU utilization, no
+  rejected/stale shares, and a 1-hour average of 3,754.7 nonce/s. The final
+  CPU-only reflection run proves live coexistence after recovery, not
+  uninterrupted coexistence across the build.
 - `score.html` is a self-contained 1920×1080 spatial graphic measure: the six
   organs are colored staves, outside prods ripple through the Mediorgan
   membrane, reflection breathes inside the body, and quiet proof marks show the
diff --git a/experiments/intelligent-terrarium/score.html b/experiments/intelligent-terrarium/score.html
index 7387868c34..40b480fe3b 100644
--- a/experiments/intelligent-terrarium/score.html
+++ b/experiments/intelligent-terrarium/score.html
@@ -55,7 +55,7 @@
       <div class="bar"><span id="memory-bar"></span></div>
       <div class="metric"><span>hard ceiling</span><b>2 GiB · SWAP 0</b></div>
       <div class="metric"><span>inference</span><b id="decision">ACCEPT · SENSORY +.25</b></div>
-      <div class="metric"><span>GPU</span><b>MINER UNTOUCHED</b></div>
+      <div class="metric"><span>GPU</span><b>GUARD AUTO-RESUMED</b></div>
     </section>
     <section class="card qr" data-testid="join-gate">
       <img src="score-assets/join-preview.svg" alt="QR code for the future authenticated terrarium web client route">
diff --git a/experiments/intelligent-terrarium/test/score.test.mjs b/experiments/intelligent-terrarium/test/score.test.mjs
index 167c2c8305..3cde867e6a 100644
--- a/experiments/intelligent-terrarium/test/score.test.mjs
+++ b/experiments/intelligent-terrarium/test/score.test.mjs
@@ -11,6 +11,8 @@ test("fullscreen score presents organs, honest gated QR, and no network dependen
   }
   assert.match(html, /CLIENT GATE · PREVIEW/);
   assert.match(html, /remain closed pending Stage 5 approval/);
+  assert.match(html, /GUARD AUTO-RESUMED/);
+  assert.doesNotMatch(html, /MINER UNTOUCHED/);
   assert.match(html, /score-assets\/join-preview\.svg/);
   assert.doesNotMatch(html, /<script\s+src=|fetch\(|WebSocket|EventSource/);
 });
-- 
2.51.2


From 264a80af9794e48aa752bd8e7ebbd2c4f5d21724 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 14:39:41 -0700
Subject: [PATCH 08/14] Make the display a volumetric imagination

---
 experiments/intelligent-terrarium/KEEPER.md   |  23 +-
 experiments/intelligent-terrarium/score.html  | 283 ++++++++++--------
 .../intelligent-terrarium/test/score.test.mjs |  20 +-
 3 files changed, 179 insertions(+), 147 deletions(-)

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 2fa726991d..2f9d138133 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -248,8 +248,9 @@ The first thin slice is accepted only when all of these pass:
 
 ## Next keeper action
 
-Hold after Stage 4. The local fullscreen score may remain as a display-only
-rehearsal, but its QR is deliberately marked as a non-live Stage 5 preview.
+Hold after Stage 4. The local fullscreen imagination may remain as a display-only
+rehearsal. Client-route details and the earlier QR concept are deliberately
+absent from the screen; the Stage 5 gateway remains closed.
 A real logged-in-token exercise, WebAudio-device check, physical Xbox-controller
 check, and any reachable authenticated gateway still require keeper decisions.
 No push, deployment, persistent authority service, or public listener is
@@ -418,11 +419,13 @@ state repository. Nothing was pushed or deployed.
   rejected/stale shares, and a 1-hour average of 3,754.7 nonce/s. The final
   CPU-only reflection run proves live coexistence after recovery, not
   uninterrupted coexistence across the build.
-- `score.html` is a self-contained 1920×1080 spatial graphic measure: the six
-  organs are colored staves, outside prods ripple through the Mediorgan
-  membrane, reflection breathes inside the body, and quiet proof marks show the
-  journal, replay, resident envelope, and miner boundary. Its QR encodes the
-  intended `https://aesthetic.computer/terrarium-dev` route but visibly says the
-  client gate is only a preview pending Stage 5. It opens from `file://` in a
-  fullscreen Chromium kiosk on the existing `jastow` GNOME session; it opens no
-  port and depends on no remote script.
+- `score.html` is now only the terrarium's **imagination**: one large living
+  volumetric pixel lava lamp, per the keeper's display direction. It has no
+  visible title, panel, metric, legend, or QR.
+  A fixed 48 × 36 × 48 WebGL2 voxel lattice renders the overlap of six bounded
+  organ fields, culture growth, outside-prod waves, and reflection pulses as
+  density, color, and motion. Provenance, identity, memory, miner, and Stage 5
+  gate facts remain screen-reader metadata and keeper evidence rather than
+  visual chrome. It opens from `file://` in a fullscreen Chromium kiosk on the
+  existing `jastow` GNOME session; it opens no port and depends on no remote
+  script.
diff --git a/experiments/intelligent-terrarium/score.html b/experiments/intelligent-terrarium/score.html
index 40b480fe3b..2110a1e9cc 100644
--- a/experiments/intelligent-terrarium/score.html
+++ b/experiments/intelligent-terrarium/score.html
@@ -3,145 +3,176 @@
 <head>
   <meta charset="utf-8">
   <meta name="viewport" content="width=device-width,initial-scale=1">
-  <title>Intelligent Terrarium — Mediorgan Score</title>
+  <title>Intelligent Terrarium — Imagination</title>
   <style>
-    :root { color-scheme: dark; font-family: Inter, ui-sans-serif, system-ui, sans-serif; }
     * { box-sizing: border-box; }
-    html, body { width: 100%; height: 100%; margin: 0; overflow: hidden; background: #07100f; }
-    body::after { content: ""; position: fixed; inset: 0; pointer-events: none; opacity: .18;
-      background-image: url("data:image/svg+xml,%3Csvg viewBox='0 0 180 180' xmlns='http://www.w3.org/2000/svg'%3E%3Cfilter id='n'%3E%3CfeTurbulence type='fractalNoise' baseFrequency='.82' numOctaves='4' stitchTiles='stitch'/%3E%3C/filter%3E%3Crect width='100%25' height='100%25' filter='url(%23n)' opacity='.34'/%3E%3C/svg%3E"); mix-blend-mode: soft-light; }
-    canvas { position: fixed; inset: 0; width: 100%; height: 100%; }
-    header { position: fixed; z-index: 2; top: 4.6vh; left: 4.3vw; letter-spacing: .04em; }
-    h1 { margin: 0; font-size: clamp(28px, 3.25vw, 66px); font-weight: 440; line-height: .92; color: #f4f0d7; }
-    h1 i { font-family: Georgia, serif; font-weight: 400; color: #ff78ba; }
-    .eyebrow { margin-bottom: 1.2vh; font: 600 clamp(9px, .7vw, 14px)/1 ui-monospace, SFMono-Regular, monospace; letter-spacing: .24em; color: #81ebd0; }
-    .sub { margin-top: 1.5vh; max-width: 42vw; font: 400 clamp(11px, .85vw, 17px)/1.45 ui-monospace, SFMono-Regular, monospace; color: #a9c5bb; }
-    aside { position: fixed; z-index: 2; right: 3.2vw; top: 4.4vh; width: min(20vw, 360px); display: grid; gap: 1.2vh; }
-    .card { border: 1px solid #d9fff42b; border-radius: 18px; padding: clamp(12px, 1.1vw, 22px); background: #071413b8; box-shadow: 0 24px 70px #0006; backdrop-filter: blur(12px); }
-    .card h2 { margin: 0 0 1.2vh; font: 600 clamp(9px, .67vw, 13px)/1.2 ui-monospace, monospace; letter-spacing: .18em; color: #81ebd0; }
-    .metric { display: flex; justify-content: space-between; gap: 1em; padding: .46vh 0; font: 500 clamp(9px, .65vw, 13px)/1.2 ui-monospace, monospace; color: #86a69d; }
-    .metric b { color: #f4f0d7; font-weight: 500; text-align: right; }
-    .bar { height: 5px; border-radius: 5px; overflow: hidden; background: #d8fff412; margin: .5vh 0 1.2vh; }
-    .bar span { display: block; height: 100%; width: 42%; background: linear-gradient(90deg,#70e6c6,#ff78ba); box-shadow: 0 0 12px #ff78ba88; }
-    .qr { display: grid; grid-template-columns: minmax(78px, 7vw) 1fr; align-items: center; gap: 1vw; }
-    .qr img { width: 100%; border-radius: 10px; background: #f4f0d7; padding: 6px; }
-    .qr p { margin: 0; font: 500 clamp(9px, .64vw, 13px)/1.45 ui-monospace, monospace; color: #a9c5bb; }
-    .qr strong { display: block; margin-bottom: .4vh; color: #ff78ba; letter-spacing: .08em; }
-    footer { position: fixed; z-index: 2; left: 4.3vw; right: 4.3vw; bottom: 3.4vh; display: flex; justify-content: space-between; align-items: end; gap: 2vw; font: 500 clamp(8px, .58vw, 12px)/1.4 ui-monospace, monospace; letter-spacing: .08em; color: #759088; }
-    footer b { color: #b6d0c7; font-weight: 500; }
-    .legend { display: flex; flex-wrap: wrap; gap: .65vw 1.25vw; max-width: 55vw; }
-    .legend span::before { content: ""; display: inline-block; width: 7px; height: 7px; margin-right: 7px; border-radius: 50%; background: var(--c); box-shadow: 0 0 10px var(--c); }
-    @media (max-aspect-ratio: 4/3) { aside { width: 28vw; } .sub { max-width: 52vw; } }
+    html, body { width: 100%; height: 100%; margin: 0; overflow: hidden; background: #010504; }
+    canvas { position: fixed; inset: 0; width: 100%; height: 100%; image-rendering: pixelated; }
+    .sr-only { position: fixed; width: 1px; height: 1px; padding: 0; margin: -1px; overflow: hidden; clip: rect(0,0,0,0); white-space: nowrap; border: 0; }
   </style>
 </head>
 <body>
-  <canvas id="score" aria-label="Animated spatial score of the Intelligent Terrarium organs"></canvas>
-  <header>
-    <div class="eyebrow">JAS-NZXT · LOCAL REHEARSAL · 23 JULY 2026</div>
-    <h1>Intelligent Terrarium<br><i>Mediorgan score</i></h1>
-    <div class="sub">outside prods cross the membrane as stimulus · organs listen and answer · one authority writes the body</div>
-  </header>
-  <aside>
-    <section class="card" data-testid="authority-status">
-      <h2>AUTHORITATIVE BODY</h2>
-      <div class="metric"><span>journal measure</span><b id="seq">000912</b></div>
-      <div class="metric"><span>replay</span><b>VERIFIED</b></div>
-      <div class="metric"><span>state</span><b id="hash">1e0174be</b></div>
-      <div class="metric"><span>writer</span><b>ONE</b></div>
-    </section>
-    <section class="card">
-      <h2>RESIDENT ENVELOPE</h2>
-      <div class="metric"><span>reflection RSS</span><b id="rss">807 MiB</b></div>
-      <div class="bar"><span id="memory-bar"></span></div>
-      <div class="metric"><span>hard ceiling</span><b>2 GiB · SWAP 0</b></div>
-      <div class="metric"><span>inference</span><b id="decision">ACCEPT · SENSORY +.25</b></div>
-      <div class="metric"><span>GPU</span><b>GUARD AUTO-RESUMED</b></div>
-    </section>
-    <section class="card qr" data-testid="join-gate">
-      <img src="score-assets/join-preview.svg" alt="QR code for the future authenticated terrarium web client route">
-      <p><strong>CLIENT GATE · PREVIEW</strong>Scan to remember the intended AC route. Authentication and a reachable gateway remain closed pending Stage 5 approval.</p>
-    </section>
-  </aside>
-  <footer>
-    <div class="legend" aria-label="Organ legend">
-      <span style="--c:#6ee7c5">SENSORY</span><span style="--c:#76bfff">SPATIAL</span><span style="--c:#ff78ba">DRIVE</span>
-      <span style="--c:#f6d66b">MEMORY</span><span style="--c:#c29bff">ACTION</span><span style="--c:#ff9c72">VOICE</span>
-    </div>
-    <div><b>QWEN3 0.6B Q8_0</b> · LLAMA.CPP CPU · CTX 2048 · OUTPUT ≤ 128</div>
-  </footer>
+  <canvas id="imagination" aria-label="The jas-nzxt terrarium imagination, moving like a volumetric pixel lava lamp"></canvas>
+  <div class="sr-only" data-testid="buffer-status">
+    Intelligent Terrarium measure 912. Replay verified. One authoritative writer.
+    Sensory, spatial, drive, memory, action, and voice organs. Reflection accepted:
+    sensory plus 0.25. Two GiB hard ceiling, zero swap. Miner guard auto-resumed.
+    Authenticated client gate remains closed pending Stage 5 approval.
+  </div>
   <script>
-    const canvas = document.querySelector("#score");
-    const ctx = canvas.getContext("2d", { alpha: false });
-    const params = new URLSearchParams(location.search);
-    const state = {
-      seq: params.get("seq") || "912",
-      hash: (params.get("hash") || "1e0174be").slice(0, 8),
-      rss: Math.max(0, Number(params.get("rss") || 807)),
-      decision: (params.get("decision") || "ACCEPT · SENSORY +.25").slice(0, 24),
-    };
-    document.querySelector("#seq").textContent = state.seq.padStart(6, "0");
-    document.querySelector("#hash").textContent = state.hash;
-    document.querySelector("#rss").textContent = `${state.rss} MiB`;
-    document.querySelector("#decision").textContent = state.decision;
-    document.querySelector("#memory-bar").style.width = `${Math.min(100, state.rss / 2048 * 100)}%`;
+    const canvas = document.querySelector("#imagination");
+    const gl = canvas.getContext("webgl2", {
+      alpha: false, antialias: false, depth: false, stencil: false,
+      powerPreference: "high-performance", preserveDrawingBuffer: false,
+    });
+    if (!gl) throw new Error("This volumetric pixel buffer requires WebGL2");
 
-    const organs = [
-      ["SENSORY", "#6ee7c5", .72, .13], ["SPATIAL", "#76bfff", .58, .31],
-      ["DRIVE", "#ff78ba", .72, .52], ["MEMORY", "#f6d66b", .54, .68],
-      ["ACTION", "#c29bff", .72, .82], ["VOICE", "#ff9c72", .57, .94],
-    ];
-    const motes = Array.from({ length: 90 }, (_, i) => ({
-      x: ((i * 47) % 101) / 101, y: ((i * 71) % 97) / 97,
-      z: .2 + ((i * 29) % 73) / 90, p: i * .73,
-    }));
-    function resize() {
-      const dpr = Math.min(devicePixelRatio || 1, 2);
-      canvas.width = Math.floor(innerWidth * dpr); canvas.height = Math.floor(innerHeight * dpr);
-      ctx.setTransform(dpr, 0, 0, dpr, 0, 0);
-    }
-    addEventListener("resize", resize); resize();
-    const line = (x1,y1,x2,y2,color,width=1) => { ctx.strokeStyle=color; ctx.lineWidth=width; ctx.beginPath(); ctx.moveTo(x1,y1); ctx.lineTo(x2,y2); ctx.stroke(); };
-    function ellipse(x,y,rx,ry,color,width=1) { ctx.strokeStyle=color; ctx.lineWidth=width; ctx.beginPath(); ctx.ellipse(x,y,rx,ry,0,0,Math.PI*2); ctx.stroke(); }
-    function frame(ms) {
-      const t = ms / 1000, w = innerWidth, h = innerHeight;
-      const bg = ctx.createRadialGradient(w*.56,h*.49,0,w*.56,h*.49,w*.78);
-      bg.addColorStop(0,"#12312a"); bg.addColorStop(.34,"#0b201d"); bg.addColorStop(1,"#050b0b");
-      ctx.fillStyle=bg; ctx.fillRect(0,0,w,h);
+    const vertexSource = `#version 300 es
+      precision highp float;
+      in vec3 a_position;
+      uniform float u_time;
+      uniform float u_aspect;
+      uniform float u_pixel_ratio;
+      out vec4 v_pixel;
+
+      float hash31(vec3 p) {
+        p = fract(p * .1031);
+        p += dot(p, p.yzx + 33.33);
+        return fract((p.x + p.y) * p.z);
+      }
+
+      vec3 palette(float t) {
+        vec3 a = vec3(.48, .52, .48);
+        vec3 b = vec3(.48, .42, .50);
+        vec3 c = vec3(1.0, 1.0, 1.0);
+        vec3 d = vec3(.17, .48, .73);
+        return a + b * cos(6.28318 * (c * t + d));
+      }
+
+      mat2 turn(float a) {
+        float s = sin(a), c = cos(a);
+        return mat2(c, -s, s, c);
+      }
+
+      void main() {
+        float t = u_time;
+        vec3 p = a_position;
+        float grain = hash31(p * 19.0 + 7.0);
 
-      // Perspective measure: the score advances through a spatial field.
-      const horizon=h*.55, floor=h*.88;
-      for (let i=0;i<18;i++) { const q=i/17, y=horizon+(floor-horizon)*q*q; line(w*.035,y,w*.79,y,`rgba(148,228,202,${.035+.08*q})`); }
-      for (let i=0;i<22;i++) { const x=w*.08+i*w*.035; line(w*.47+(x-w*.47)*.18,horizon,x,floor,"rgba(148,228,202,.055)"); }
+        // Six organ fields inhabit the same bounded volume. Their overlap is
+        // the visible imagination; no label or panel stands outside it.
+        float field = 0.0;
+        float nearest = 0.0;
+        float voice = 0.0;
+        for (int i = 0; i < 6; i++) {
+          float fi = float(i);
+          float a = fi * 1.0471976 + t * (.071 + fi * .004);
+          vec3 organ = vec3(
+            cos(a) * (.27 + .08 * sin(t * .13 + fi)),
+            sin(a * .57 + fi * 1.71) * .46,
+            sin(a) * (.27 + .07 * cos(t * .11 - fi))
+          );
+          vec3 convection = vec3(
+            sin(p.y * 3.7 + t * .19 + fi) * .065,
+            sin(p.x * 2.3 - p.z * 2.7 + t * .11) * .035,
+            cos(p.y * 3.1 - t * .17 - fi) * .065
+          );
+          vec3 d = p + convection - organ;
+          float pulse = exp(-dot(d, d) * (19.0 + 4.0 * sin(t * .17 + fi)));
+          field += pulse * (1.0 + .22 * sin(t * .41 + fi * 2.1));
+          if (pulse > nearest) { nearest = pulse; voice = fi / 6.0; }
+        }
 
-      // Mediorgan membrane and outside prods.
-      const cx=w*.49, cy=h*.535, rx=w*.245, ry=h*.31;
-      ellipse(cx,cy,rx,ry,"rgba(129,235,208,.2)",1.2);
-      ellipse(cx,cy,rx*1.025,ry*1.04,"rgba(255,120,186,.09)",1);
-      const pulse=(t*.105)%1, px=w*.17+(cx-rx-w*.17)*pulse, py=cy+Math.sin(t*.8)*ry*.55;
-      for(let k=0;k<4;k++) ellipse(px,py,8+k*13+Math.sin(t*3)*3,5+k*8,"rgba(255,120,186,"+(.3-k*.055)+")",1);
-      ctx.fillStyle="#ff78ba"; ctx.beginPath(); ctx.arc(px,py,3.2,0,Math.PI*2); ctx.fill();
-      ctx.font=`${Math.max(9,w*.006)}px ui-monospace, monospace`; ctx.fillStyle="#d397b5"; ctx.fillText("OUTSIDE PROD",Math.max(w*.04,px-55),py-23);
+        float radius = length(p * vec3(1.0, 1.14, 1.0));
+        float membrane = exp(-abs(radius - .72) * 25.0) * .36;
+        float core = exp(-radius * radius * 4.2) * .42;
+        float branches = pow(max(0.0, sin(dot(p, vec3(19.0, 23.0, 17.0)) + t * .27)), 9.0) * .28;
+        float reflection = exp(-abs(radius - (.39 + .025 * sin(t * .72))) * 31.0) * .20;
+        float prod = exp(-abs(length(p - vec3(sin(t * .19) * .92, .12 * sin(t), cos(t * .19) * .92)) - mod(t * .15, .75)) * 24.0) * .24;
+        field = field * .79 + membrane + core + branches + reflection + prod;
 
-      // Organ staves: each voice writes a distinct spatial measure.
-      const x0=w*.24, x1=w*.72, measure=(t*.055)%1, head=x0+(x1-x0)*measure;
-      for (let i=0;i<organs.length;i++) {
-        const [name,color,amp,phase]=organs[i], base=h*(.30+i*.087);
-        ctx.strokeStyle=color+"2c"; ctx.lineWidth=1; ctx.beginPath();
-        for(let s=0;s<=120;s++) { const q=s/120, x=x0+q*(x1-x0), wave=Math.sin(q*34+i*1.7+t*(.55+i*.06))*h*.008*amp + Math.sin(q*9-t*.2+phase*5)*h*.004; s?ctx.lineTo(x,base+wave):ctx.moveTo(x,base+wave); } ctx.stroke();
-        const y=base+Math.sin(measure*34+i*1.7+t*(.55+i*.06))*h*.008*amp;
-        const glow=ctx.createRadialGradient(head,y,0,head,y,24); glow.addColorStop(0,color); glow.addColorStop(.16,color+"aa"); glow.addColorStop(1,color+"00"); ctx.fillStyle=glow; ctx.fillRect(head-25,y-25,50,50);
-        ctx.fillStyle=color; ctx.beginPath(); ctx.arc(head,y,2.8,0,Math.PI*2); ctx.fill();
-        ctx.font=`600 ${Math.max(9,w*.006)}px ui-monospace, monospace`; ctx.fillStyle=color+"cc"; ctx.fillText(name,x0-73,base+3);
+        // A deterministic lava-lamp threshold makes imagination appear, merge,
+        // split, and recede without allocating an unbounded object graph.
+        float threshold = .31 + grain * .37 + .045 * sin(t * .09 + grain * 12.0);
+        float activity = smoothstep(threshold - .055, threshold + .055, field);
+        float nerve = smoothstep(.02, .7, nearest) * (.68 + .32 * sin(t * 1.3 + grain * 9.0));
+
+        vec3 q = p;
+        q.xz = turn(t * .075) * q.xz;
+        q.yz = turn(-.21 + sin(t * .051) * .12) * q.yz;
+        float depth = 2.28 + q.z * .82;
+        float perspective = 1.0 / depth;
+        gl_Position = vec4(q.x * 3.55 * perspective / u_aspect, q.y * 2.65 * perspective, 0.0, 1.0);
+        gl_PointSize = max(1.0, u_pixel_ratio * (1.2 + activity * 4.8 + nerve * 1.5) * 2.13 * perspective);
+
+        vec3 color = palette(voice + .06 * sin(t * .08));
+        color = mix(color, vec3(.76, 1.0, .91), membrane * .55 + reflection * .35);
+        color *= .38 + activity * 1.35 + nerve * .48;
+        float alpha = activity * (.12 + .47 * grain) + nerve * .16;
+        v_pixel = vec4(color, alpha);
       }
-      line(head,h*.265,head,h*.775,"rgba(244,240,215,.16)",1);
+    `;
+
+    const fragmentSource = `#version 300 es
+      precision highp float;
+      in vec4 v_pixel;
+      out vec4 out_color;
+      void main() {
+        if (v_pixel.a < .018) discard;
+        // A square point is intentional: each visible cell is a voxel sample.
+        out_color = v_pixel;
+      }
+    `;
+
+    function shader(type, source) {
+      const value = gl.createShader(type);
+      gl.shaderSource(value, source); gl.compileShader(value);
+      if (!gl.getShaderParameter(value, gl.COMPILE_STATUS)) throw new Error(gl.getShaderInfoLog(value));
+      return value;
+    }
+    const program = gl.createProgram();
+    gl.attachShader(program, shader(gl.VERTEX_SHADER, vertexSource));
+    gl.attachShader(program, shader(gl.FRAGMENT_SHADER, fragmentSource));
+    gl.linkProgram(program);
+    if (!gl.getProgramParameter(program, gl.LINK_STATUS)) throw new Error(gl.getProgramInfoLog(program));
+    gl.useProgram(program);
 
-      // Terrarium entities orbit behind the score; depth changes their note size.
-      for(const m of motes){ const a=t*(.045+m.z*.018)+m.p, ex=cx+Math.cos(a)*rx*m.x, ey=cy+Math.sin(a*1.3)*ry*(m.y-.5)*1.35; const size=.7+m.z*2.3; ctx.fillStyle=`rgba(129,235,208,${.06+m.z*.19})`; ctx.beginPath();ctx.arc(ex,ey,size,0,Math.PI*2);ctx.fill(); }
+    // A fixed 48 × 36 × 48 lattice is the resident volumetric pixel buffer.
+    // Imagination changes shader density; memory use never grows with time.
+    const dimensions = [48, 36, 48];
+    const voxels = new Float32Array(dimensions[0] * dimensions[1] * dimensions[2] * 3);
+    let at = 0;
+    for (let z = 0; z < dimensions[2]; z++) for (let y = 0; y < dimensions[1]; y++) for (let x = 0; x < dimensions[0]; x++) {
+      voxels[at++] = (x / (dimensions[0] - 1) * 2 - 1) * .92;
+      voxels[at++] = (y / (dimensions[1] - 1) * 2 - 1) * .72;
+      voxels[at++] = (z / (dimensions[2] - 1) * 2 - 1) * .92;
+    }
+    const buffer = gl.createBuffer();
+    gl.bindBuffer(gl.ARRAY_BUFFER, buffer);
+    gl.bufferData(gl.ARRAY_BUFFER, voxels, gl.STATIC_DRAW);
+    const position = gl.getAttribLocation(program, "a_position");
+    gl.enableVertexAttribArray(position);
+    gl.vertexAttribPointer(position, 3, gl.FLOAT, false, 0, 0);
+    const timeLocation = gl.getUniformLocation(program, "u_time");
+    const aspectLocation = gl.getUniformLocation(program, "u_aspect");
+    const ratioLocation = gl.getUniformLocation(program, "u_pixel_ratio");
 
-      // Reflection organ is a slow bounded modulation around the body.
-      const breathe=1+Math.sin(t*.72)*.045;
-      ellipse(cx,cy,rx*.60*breathe,ry*.61*breathe,"rgba(246,214,107,.18)",1);
-      ctx.font=`${Math.max(9,w*.006)}px ui-monospace, monospace`; ctx.fillStyle="#f6d66b99"; ctx.fillText("REFLECTION · ONE REQUEST",cx-rx*.23,cy-ry*.64);
+    function resize() {
+      const ratio = Math.min(devicePixelRatio || 1, 2);
+      const width = Math.floor(innerWidth * ratio), height = Math.floor(innerHeight * ratio);
+      if (canvas.width !== width || canvas.height !== height) { canvas.width = width; canvas.height = height; }
+      gl.viewport(0, 0, width, height);
+      gl.uniform1f(aspectLocation, width / height);
+      gl.uniform1f(ratioLocation, ratio);
+    }
+    addEventListener("resize", resize);
+    gl.clearColor(.004, .014, .012, 1.0);
+    gl.enable(gl.BLEND);
+    gl.blendFunc(gl.SRC_ALPHA, gl.ONE);
+    function frame(ms) {
+      resize(); gl.clear(gl.COLOR_BUFFER_BIT);
+      gl.uniform1f(timeLocation, ms / 1000);
+      gl.drawArrays(gl.POINTS, 0, voxels.length / 3);
       requestAnimationFrame(frame);
     }
     requestAnimationFrame(frame);
diff --git a/experiments/intelligent-terrarium/test/score.test.mjs b/experiments/intelligent-terrarium/test/score.test.mjs
index 3cde867e6a..7bfe4edf10 100644
--- a/experiments/intelligent-terrarium/test/score.test.mjs
+++ b/experiments/intelligent-terrarium/test/score.test.mjs
@@ -2,17 +2,15 @@ import assert from "node:assert/strict";
 import { readFile } from "node:fs/promises";
 import test from "node:test";
 
-test("fullscreen score presents organs, honest gated QR, and no network dependency", async () => {
+test("fullscreen score is only a bounded volumetric imagination buffer", async () => {
   const html = await readFile(new URL("../score.html", import.meta.url), "utf8");
-  assert.match(html, /<canvas id="score"/);
-  assert.match(html, /Mediorgan score/);
-  for (const organ of ["SENSORY", "SPATIAL", "DRIVE", "MEMORY", "ACTION", "VOICE"]) {
-    assert.match(html, new RegExp(organ));
-  }
-  assert.match(html, /CLIENT GATE · PREVIEW/);
-  assert.match(html, /remain closed pending Stage 5 approval/);
-  assert.match(html, /GUARD AUTO-RESUMED/);
-  assert.doesNotMatch(html, /MINER UNTOUCHED/);
-  assert.match(html, /score-assets\/join-preview\.svg/);
+  assert.match(html, /<canvas id="imagination"/);
+  assert.match(html, /volumetric pixel lava lamp/);
+  assert.match(html, /getContext\("webgl2"/);
+  assert.match(html, /48 × 36 × 48 lattice/);
+  assert.match(html, /gl\.drawArrays\(gl\.POINTS/);
+  assert.match(html, /Sensory, spatial, drive, memory, action, and voice organs/);
+  assert.match(html, /Miner guard auto-resumed/);
+  assert.doesNotMatch(html, /<header|<aside|<footer|<img|CLIENT GATE · PREVIEW/);
   assert.doesNotMatch(html, /<script\s+src=|fetch\(|WebSocket|EventSource/);
 });
-- 
2.51.2


From 54fa6961cad4e50f004d889fff3104d99d8f60ed Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 15:05:45 -0700
Subject: [PATCH 09/14] Fill terrarium display with persistent numeric soup

---
 experiments/intelligent-terrarium/score.html  | 92 +++++++++++++++++--
 .../intelligent-terrarium/test/score.test.mjs |  8 +-
 2 files changed, 90 insertions(+), 10 deletions(-)

diff --git a/experiments/intelligent-terrarium/score.html b/experiments/intelligent-terrarium/score.html
index 2110a1e9cc..d0c5c9b443 100644
--- a/experiments/intelligent-terrarium/score.html
+++ b/experiments/intelligent-terrarium/score.html
@@ -6,13 +6,17 @@
   <title>Intelligent Terrarium — Imagination</title>
   <style>
     * { box-sizing: border-box; }
-    html, body { width: 100%; height: 100%; margin: 0; overflow: hidden; background: #010504; }
-    canvas { position: fixed; inset: 0; width: 100%; height: 100%; image-rendering: pixelated; }
+    html, body { width: 100%; height: 100%; margin: 0; overflow: hidden; cursor: none;
+      background: radial-gradient(circle at 52% 46%, #16443a 0%, #0a2924 42%, #03120f 100%); }
+    canvas { position: fixed; inset: 0; width: 100%; height: 100%; image-rendering: pixelated; cursor: none; }
+    #imagination { z-index: 0; }
+    #trace { z-index: 1; pointer-events: none; mix-blend-mode: screen; }
     .sr-only { position: fixed; width: 1px; height: 1px; padding: 0; margin: -1px; overflow: hidden; clip: rect(0,0,0,0); white-space: nowrap; border: 0; }
   </style>
 </head>
 <body>
   <canvas id="imagination" aria-label="The jas-nzxt terrarium imagination, moving like a volumetric pixel lava lamp"></canvas>
+  <canvas id="trace" aria-label="Live numeric culture traces and bounded system soup"></canvas>
   <div class="sr-only" data-testid="buffer-status">
     Intelligent Terrarium measure 912. Replay verified. One authoritative writer.
     Sensory, spatial, drive, memory, action, and voice organs. Reflection accepted:
@@ -21,6 +25,8 @@
   </div>
   <script>
     const canvas = document.querySelector("#imagination");
+    const trace = document.querySelector("#trace");
+    const trace2d = trace.getContext("2d");
     const gl = canvas.getContext("webgl2", {
       alpha: false, antialias: false, depth: false, stencil: false,
       powerPreference: "high-performance", preserveDrawingBuffer: false,
@@ -31,6 +37,7 @@
       precision highp float;
       in vec3 a_position;
       uniform float u_time;
+      uniform float u_age;
       uniform float u_aspect;
       uniform float u_pixel_ratio;
       out vec4 v_pixel;
@@ -56,6 +63,7 @@
 
       void main() {
         float t = u_time;
+        float gnarl = min(1.0, log(1.0 + u_age / 28.0) * .31);
         vec3 p = a_position;
         float grain = hash31(p * 19.0 + 7.0);
 
@@ -86,14 +94,15 @@
         float radius = length(p * vec3(1.0, 1.14, 1.0));
         float membrane = exp(-abs(radius - .72) * 25.0) * .36;
         float core = exp(-radius * radius * 4.2) * .42;
-        float branches = pow(max(0.0, sin(dot(p, vec3(19.0, 23.0, 17.0)) + t * .27)), 9.0) * .28;
+        float branches = pow(max(0.0, sin(dot(p, vec3(19.0, 23.0, 17.0)) + t * .27)), mix(10.0, 3.4, gnarl)) * (.28 + gnarl * .32);
         float reflection = exp(-abs(radius - (.39 + .025 * sin(t * .72))) * 31.0) * .20;
         float prod = exp(-abs(length(p - vec3(sin(t * .19) * .92, .12 * sin(t), cos(t * .19) * .92)) - mod(t * .15, .75)) * 24.0) * .24;
-        field = field * .79 + membrane + core + branches + reflection + prod;
+        float nutrient = (.08 + gnarl * .15) * (sin(p.x * 8.0 + t * .07) * sin(p.y * 9.0 - t * .05) * sin(p.z * 7.0 + t * .04) * .5 + .5);
+        field = field * .79 + membrane + core + branches + reflection + prod + nutrient;
 
         // A deterministic lava-lamp threshold makes imagination appear, merge,
         // split, and recede without allocating an unbounded object graph.
-        float threshold = .31 + grain * .37 + .045 * sin(t * .09 + grain * 12.0);
+        float threshold = .31 + grain * mix(.37, .22, gnarl) + .045 * sin(t * .09 + grain * 12.0) - gnarl * .055;
         float activity = smoothstep(threshold - .055, threshold + .055, field);
         float nerve = smoothstep(.02, .7, nearest) * (.68 + .32 * sin(t * 1.3 + grain * 9.0));
 
@@ -103,7 +112,7 @@
         float depth = 2.28 + q.z * .82;
         float perspective = 1.0 / depth;
         gl_Position = vec4(q.x * 3.55 * perspective / u_aspect, q.y * 2.65 * perspective, 0.0, 1.0);
-        gl_PointSize = max(1.0, u_pixel_ratio * (1.2 + activity * 4.8 + nerve * 1.5) * 2.13 * perspective);
+        gl_PointSize = max(1.0, u_pixel_ratio * (1.2 + activity * (4.8 + gnarl * 2.2) + nerve * 1.5) * 2.13 * perspective);
 
         vec3 color = palette(voice + .06 * sin(t * .08));
         color = mix(color, vec3(.76, 1.0, .91), membrane * .55 + reflection * .35);
@@ -154,6 +163,7 @@
     gl.enableVertexAttribArray(position);
     gl.vertexAttribPointer(position, 3, gl.FLOAT, false, 0, 0);
     const timeLocation = gl.getUniformLocation(program, "u_time");
+    const ageLocation = gl.getUniformLocation(program, "u_age");
     const aspectLocation = gl.getUniformLocation(program, "u_aspect");
     const ratioLocation = gl.getUniformLocation(program, "u_pixel_ratio");
 
@@ -161,18 +171,82 @@
       const ratio = Math.min(devicePixelRatio || 1, 2);
       const width = Math.floor(innerWidth * ratio), height = Math.floor(innerHeight * ratio);
       if (canvas.width !== width || canvas.height !== height) { canvas.width = width; canvas.height = height; }
+      if (trace.width !== width || trace.height !== height) { trace.width = width; trace.height = height; }
       gl.viewport(0, 0, width, height);
       gl.uniform1f(aspectLocation, width / height);
       gl.uniform1f(ratioLocation, ratio);
     }
     addEventListener("resize", resize);
-    gl.clearColor(.004, .014, .012, 1.0);
+    gl.clearColor(.025, .105, .082, 1.0);
     gl.enable(gl.BLEND);
     gl.blendFunc(gl.SRC_ALPHA, gl.ONE);
-    function frame(ms) {
+    const epochKey = "intelligent-terrarium-culture-epoch-v1";
+    let cultureEpoch = Date.now();
+    try {
+      const saved = Number(localStorage.getItem(epochKey));
+      if (Number.isFinite(saved) && saved > 0 && saved <= Date.now()) cultureEpoch = saved;
+      else localStorage.setItem(epochKey, String(cultureEpoch));
+    } catch { /* Remain live if file-origin storage is disabled. */ }
+    const traces = { flux: [], entropy: [], membrane: [] };
+    let lastTraceSecond = -1;
+    function soupHash(x, y, second) {
+      let value = Math.imul(x + 17, 374761393) ^ Math.imul(y + 31, 668265263) ^ Math.imul(second + 1, 2246822519);
+      value ^= value >>> 13;
+      return (value >>> 0).toString(16).padStart(8, "0");
+    }
+    function drawTrace(age) {
+      const ratio = Math.min(devicePixelRatio || 1, 2), w = trace.width / ratio, h = trace.height / ratio;
+      trace2d.setTransform(ratio, 0, 0, ratio, 0, 0);
+      trace2d.clearRect(0, 0, w, h);
+      const second = Math.floor(age);
+      const flux = .52 + Math.sin(age * .17) * .19 + Math.sin(age * .043) * .11;
+      const entropy = .64 + Math.sin(age * .071 + 1.7) * .13;
+      const membrane = .48 + Math.sin(age * .31) * .21;
+      if (second !== lastTraceSecond) {
+        lastTraceSecond = second;
+        for (const [key, value] of Object.entries({ flux, entropy, membrane })) {
+          traces[key].push(value); if (traces[key].length > 240) traces[key].shift();
+        }
+      }
+      trace2d.font = `${Math.max(8, w * .0053)}px ui-monospace, monospace`;
+      for (let row = 0; row < 12; row++) for (let col = 0; col < 20; col++) {
+        const code = soupHash(col, row, Math.floor(second / 3));
+        trace2d.fillStyle = `rgba(${80 + row * 5},${176 + col * 2},${150 + row * 3},${.018 + ((col + row) % 4) * .009})`;
+        trace2d.fillText(code, col * w / 20 + 7, row * h / 12 + 16);
+      }
+      trace2d.fillStyle = "rgba(199,255,232,.76)";
+      trace2d.font = `600 ${Math.max(10, w * .0064)}px ui-monospace, monospace`;
+      const generation = Math.floor(age / 18), ageText = new Date(age * 1000).toISOString().slice(11, 19);
+      trace2d.fillText(`CULTURE ${ageText}  ·  GENERATION ${String(generation).padStart(5,"0")}  ·  VOXELS 82,944`, 25, 34);
+      trace2d.fillText(`FLUX ${flux.toFixed(4)}  ENTROPY ${entropy.toFixed(4)}  MEMBRANE ${membrane.toFixed(4)}  GIT 000912`, 25, 57);
+      trace2d.textAlign = "right";
+      trace2d.fillText("RSS 807 MiB  ·  LIMIT 2 GiB  ·  SWAP 0  ·  MINER ACTIVE", w - 25, 34);
+      trace2d.textAlign = "left";
+      const top = h * .78, height = h * .16;
+      trace2d.strokeStyle = "rgba(151,255,215,.11)"; trace2d.lineWidth = 1;
+      for (let line = 0; line <= 4; line++) {
+        trace2d.beginPath(); trace2d.moveTo(20, top + height * line / 4); trace2d.lineTo(w - 20, top + height * line / 4); trace2d.stroke();
+      }
+      const colors = { flux: "#69f4c5", entropy: "#ff73bd", membrane: "#79bfff" };
+      for (const [key, values] of Object.entries(traces)) {
+        trace2d.strokeStyle = colors[key]; trace2d.lineWidth = 1.35; trace2d.beginPath();
+        values.forEach((value, index) => {
+          const x = 20 + index / Math.max(1, values.length - 1) * (w - 40), y = top + (1 - value) * height;
+          index ? trace2d.lineTo(x, y) : trace2d.moveTo(x, y);
+        });
+        trace2d.stroke();
+      }
+      trace2d.font = `${Math.max(8, w * .005)}px ui-monospace, monospace`;
+      trace2d.fillStyle = "rgba(199,255,232,.55)";
+      trace2d.fillText("LIVE NUMERIC FIELD  —  FLUX / ENTROPY / MEMBRANE", 25, top - 10);
+    }
+    function frame() {
       resize(); gl.clear(gl.COLOR_BUFFER_BIT);
-      gl.uniform1f(timeLocation, ms / 1000);
+      const age = Math.max(0, (Date.now() - cultureEpoch) / 1000);
+      gl.uniform1f(timeLocation, age);
+      gl.uniform1f(ageLocation, age);
       gl.drawArrays(gl.POINTS, 0, voxels.length / 3);
+      drawTrace(age);
       requestAnimationFrame(frame);
     }
     requestAnimationFrame(frame);
diff --git a/experiments/intelligent-terrarium/test/score.test.mjs b/experiments/intelligent-terrarium/test/score.test.mjs
index 7bfe4edf10..c04057a695 100644
--- a/experiments/intelligent-terrarium/test/score.test.mjs
+++ b/experiments/intelligent-terrarium/test/score.test.mjs
@@ -2,13 +2,19 @@ import assert from "node:assert/strict";
 import { readFile } from "node:fs/promises";
 import test from "node:test";
 
-test("fullscreen score is only a bounded volumetric imagination buffer", async () => {
+test("fullscreen score is a bounded persistent imagination and numeric soup", async () => {
   const html = await readFile(new URL("../score.html", import.meta.url), "utf8");
   assert.match(html, /<canvas id="imagination"/);
   assert.match(html, /volumetric pixel lava lamp/);
   assert.match(html, /getContext\("webgl2"/);
   assert.match(html, /48 × 36 × 48 lattice/);
   assert.match(html, /gl\.drawArrays\(gl\.POINTS/);
+  assert.match(html, /<canvas id="trace"/);
+  assert.match(html, /cursor: none/);
+  assert.match(html, /localStorage\.getItem\(epochKey\)/);
+  assert.match(html, /LIVE NUMERIC FIELD/);
+  assert.match(html, /FLUX.*ENTROPY.*MEMBRANE/);
+  assert.match(html, /VOXELS 82,944/);
   assert.match(html, /Sensory, spatial, drive, memory, action, and voice organs/);
   assert.match(html, /Miner guard auto-resumed/);
   assert.doesNotMatch(html, /<header|<aside|<footer|<img|CLIENT GATE · PREVIEW/);
-- 
2.51.2


From f8c1a1c059faf7f64d4f72f278ba208043eec96d Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 15:07:44 -0700
Subject: [PATCH 10/14] Complete bounded culture lineage traces

---
 experiments/intelligent-terrarium/KEEPER.md          |  8 ++++++++
 experiments/intelligent-terrarium/score.html         | 12 +++++++-----
 .../intelligent-terrarium/test/score.test.mjs        |  3 ++-
 3 files changed, 17 insertions(+), 6 deletions(-)

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 2f9d138133..9936f787e0 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -429,3 +429,11 @@ state repository. Nothing was pushed or deployed.
   visual chrome. It opens from `file://` in a fullscreen Chromium kiosk on the
   existing `jastow` GNOME session; it opens no port and depends on no remote
   script.
+- A later keeper refinement makes that imagination grow gnarlier from a
+  file-origin `localStorage` culture epoch, hides the cursor, and overlays a
+  full-screen numeric information soup. Flux, entropy, membrane, lineage, and
+  division traces retain at most 240 samples each; hashed glyphs and shader
+  nutrient fields are derived rather than accumulated. The focused source test
+  verifies these bounds. Interactive visual QA of this refinement remains
+  pending because the current execution boundary is Neo-local and forbids
+  browser/GUI control and SSH.
diff --git a/experiments/intelligent-terrarium/score.html b/experiments/intelligent-terrarium/score.html
index d0c5c9b443..16628a1135 100644
--- a/experiments/intelligent-terrarium/score.html
+++ b/experiments/intelligent-terrarium/score.html
@@ -187,7 +187,7 @@
       if (Number.isFinite(saved) && saved > 0 && saved <= Date.now()) cultureEpoch = saved;
       else localStorage.setItem(epochKey, String(cultureEpoch));
     } catch { /* Remain live if file-origin storage is disabled. */ }
-    const traces = { flux: [], entropy: [], membrane: [] };
+    const traces = { flux: [], entropy: [], membrane: [], lineage: [], division: [] };
     let lastTraceSecond = -1;
     function soupHash(x, y, second) {
       let value = Math.imul(x + 17, 374761393) ^ Math.imul(y + 31, 668265263) ^ Math.imul(second + 1, 2246822519);
@@ -202,9 +202,11 @@
       const flux = .52 + Math.sin(age * .17) * .19 + Math.sin(age * .043) * .11;
       const entropy = .64 + Math.sin(age * .071 + 1.7) * .13;
       const membrane = .48 + Math.sin(age * .31) * .21;
+      const lineage = Math.min(.96, .19 + Math.log1p(age / 9) * .11 + Math.sin(age * .029) * .04);
+      const division = .18 + Math.pow(.5 + .5 * Math.sin(age * .349), 8) * .73;
       if (second !== lastTraceSecond) {
         lastTraceSecond = second;
-        for (const [key, value] of Object.entries({ flux, entropy, membrane })) {
+        for (const [key, value] of Object.entries({ flux, entropy, membrane, lineage, division })) {
           traces[key].push(value); if (traces[key].length > 240) traces[key].shift();
         }
       }
@@ -218,7 +220,7 @@
       trace2d.font = `600 ${Math.max(10, w * .0064)}px ui-monospace, monospace`;
       const generation = Math.floor(age / 18), ageText = new Date(age * 1000).toISOString().slice(11, 19);
       trace2d.fillText(`CULTURE ${ageText}  ·  GENERATION ${String(generation).padStart(5,"0")}  ·  VOXELS 82,944`, 25, 34);
-      trace2d.fillText(`FLUX ${flux.toFixed(4)}  ENTROPY ${entropy.toFixed(4)}  MEMBRANE ${membrane.toFixed(4)}  GIT 000912`, 25, 57);
+      trace2d.fillText(`FLUX ${flux.toFixed(4)}  ENTROPY ${entropy.toFixed(4)}  MEMBRANE ${membrane.toFixed(4)}  LINEAGE ${lineage.toFixed(4)}  DIVISION ${division.toFixed(4)}`, 25, 57);
       trace2d.textAlign = "right";
       trace2d.fillText("RSS 807 MiB  ·  LIMIT 2 GiB  ·  SWAP 0  ·  MINER ACTIVE", w - 25, 34);
       trace2d.textAlign = "left";
@@ -227,7 +229,7 @@
       for (let line = 0; line <= 4; line++) {
         trace2d.beginPath(); trace2d.moveTo(20, top + height * line / 4); trace2d.lineTo(w - 20, top + height * line / 4); trace2d.stroke();
       }
-      const colors = { flux: "#69f4c5", entropy: "#ff73bd", membrane: "#79bfff" };
+      const colors = { flux: "#69f4c5", entropy: "#ff73bd", membrane: "#79bfff", lineage: "#f4d96a", division: "#c59aff" };
       for (const [key, values] of Object.entries(traces)) {
         trace2d.strokeStyle = colors[key]; trace2d.lineWidth = 1.35; trace2d.beginPath();
         values.forEach((value, index) => {
@@ -238,7 +240,7 @@
       }
       trace2d.font = `${Math.max(8, w * .005)}px ui-monospace, monospace`;
       trace2d.fillStyle = "rgba(199,255,232,.55)";
-      trace2d.fillText("LIVE NUMERIC FIELD  —  FLUX / ENTROPY / MEMBRANE", 25, top - 10);
+      trace2d.fillText("LIVE NUMERIC FIELD  —  FLUX / ENTROPY / MEMBRANE / LINEAGE / DIVISION", 25, top - 10);
     }
     function frame() {
       resize(); gl.clear(gl.COLOR_BUFFER_BIT);
diff --git a/experiments/intelligent-terrarium/test/score.test.mjs b/experiments/intelligent-terrarium/test/score.test.mjs
index c04057a695..b7d4dd7dc2 100644
--- a/experiments/intelligent-terrarium/test/score.test.mjs
+++ b/experiments/intelligent-terrarium/test/score.test.mjs
@@ -13,7 +13,8 @@ test("fullscreen score is a bounded persistent imagination and numeric soup", as
   assert.match(html, /cursor: none/);
   assert.match(html, /localStorage\.getItem\(epochKey\)/);
   assert.match(html, /LIVE NUMERIC FIELD/);
-  assert.match(html, /FLUX.*ENTROPY.*MEMBRANE/);
+  assert.match(html, /FLUX.*ENTROPY.*MEMBRANE.*LINEAGE.*DIVISION/);
+  assert.match(html, /traces\[key\]\.length > 240/);
   assert.match(html, /VOXELS 82,944/);
   assert.match(html, /Sensory, spatial, drive, memory, action, and voice organs/);
   assert.match(html, /Miner guard auto-resumed/);
-- 
2.51.2


From f21098815ccdca276484d7b349bbbf49b42ba1c9 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 15:10:05 -0700
Subject: [PATCH 11/14] Record static soup display inspection

---
 experiments/intelligent-terrarium/KEEPER.md | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index 9936f787e0..c592cf2e80 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -434,6 +434,8 @@ state repository. Nothing was pushed or deployed.
   full-screen numeric information soup. Flux, entropy, membrane, lineage, and
   division traces retain at most 240 samples each; hashed glyphs and shader
   nutrient fields are derived rather than accumulated. The focused source test
-  verifies these bounds. Interactive visual QA of this refinement remains
-  pending because the current execution boundary is Neo-local and forbids
-  browser/GUI control and SSH.
+  verifies these bounds. A supplied 1920×1080 static render was visually
+  inspected: the volume remains dominant, soup glyphs are subordinate, and the
+  numeric/chart bands remain legible. Live/interactive QA of the added
+  lineage/division traces remains pending because the current execution
+  boundary is Neo-local and forbids browser/GUI control and SSH.
-- 
2.51.2


From 6c40442a89ae7d2ded6f4d216672f4a35b12a143 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Thu, 23 Jul 2026 15:41:39 -0700
Subject: [PATCH 12/14] Give terrarium imagination distinct living organs

---
 experiments/intelligent-terrarium/score.html  | 82 ++++++++++++++++++-
 .../intelligent-terrarium/test/score.test.mjs |  4 +
 2 files changed, 83 insertions(+), 3 deletions(-)

diff --git a/experiments/intelligent-terrarium/score.html b/experiments/intelligent-terrarium/score.html
index 16628a1135..fc0e4cec36 100644
--- a/experiments/intelligent-terrarium/score.html
+++ b/experiments/intelligent-terrarium/score.html
@@ -112,12 +112,12 @@
         float depth = 2.28 + q.z * .82;
         float perspective = 1.0 / depth;
         gl_Position = vec4(q.x * 3.55 * perspective / u_aspect, q.y * 2.65 * perspective, 0.0, 1.0);
-        gl_PointSize = max(1.0, u_pixel_ratio * (1.2 + activity * (4.8 + gnarl * 2.2) + nerve * 1.5) * 2.13 * perspective);
+        gl_PointSize = max(1.0, u_pixel_ratio * (1.0 + activity * (3.4 + gnarl * 1.3) + nerve) * 2.13 * perspective);
 
         vec3 color = palette(voice + .06 * sin(t * .08));
         color = mix(color, vec3(.76, 1.0, .91), membrane * .55 + reflection * .35);
-        color *= .38 + activity * 1.35 + nerve * .48;
-        float alpha = activity * (.12 + .47 * grain) + nerve * .16;
+        color *= .24 + activity * .82 + nerve * .31;
+        float alpha = activity * (.07 + .31 * grain) + nerve * .11;
         v_pixel = vec4(color, alpha);
       }
     `;
@@ -194,6 +194,73 @@
       value ^= value >>> 13;
       return (value >>> 0).toString(16).padStart(8, "0");
     }
+    const organCreatures = [
+      { name: "SENSORY", color: "#69f4c5", phase: .2, size: 78, lobes: 7 },
+      { name: "SPATIAL", color: "#79bfff", phase: 1.3, size: 94, lobes: 6 },
+      { name: "DRIVE", color: "#ff73bd", phase: 2.35, size: 86, lobes: 9 },
+      { name: "MEMORY", color: "#f4d96a", phase: 3.45, size: 108, lobes: 8 },
+      { name: "ACTION", color: "#c59aff", phase: 4.5, size: 82, lobes: 5 },
+      { name: "VOICE", color: "#ff9b70", phase: 5.55, size: 91, lobes: 7 },
+    ];
+    function creaturePosition(organ, age, w, h) {
+      return {
+        x: w * (.5 + Math.cos(organ.phase + age * (.014 + organ.phase * .0007)) * .285),
+        y: h * (.45 + Math.sin(organ.phase * 1.43 + age * (.018 - organ.phase * .0006)) * .235),
+      };
+    }
+    function organismPath(x, y, radius, lobes, phase, age) {
+      trace2d.beginPath();
+      for (let step = 0; step <= 96; step++) {
+        const angle = step / 96 * Math.PI * 2;
+        const skin = 1 + Math.sin(angle * lobes + age * .37 + phase) * .15
+          + Math.sin(angle * (lobes + 3) - age * .21) * .065;
+        const px = x + Math.cos(angle) * radius * skin;
+        const py = y + Math.sin(angle) * radius * skin * .72;
+        step ? trace2d.lineTo(px, py) : trace2d.moveTo(px, py);
+      }
+      trace2d.closePath();
+    }
+    function drawCreature(organ, index, age, w, h) {
+      const { x, y } = creaturePosition(organ, age, w, h);
+      const breathe = 1 + Math.sin(age * .43 + organ.phase) * .09;
+      for (let echo = 4; echo >= 1; echo--) {
+        organismPath(x, y, organ.size * breathe * (1 + echo * .105), organ.lobes, organ.phase, age - echo * .8);
+        trace2d.strokeStyle = organ.color + (echo === 1 ? "42" : "16"); trace2d.lineWidth = echo === 1 ? 1.4 : .7; trace2d.stroke();
+      }
+      const body = trace2d.createRadialGradient(x - organ.size * .22, y - organ.size * .18, 2, x, y, organ.size * 1.25);
+      body.addColorStop(0, organ.color + "c9"); body.addColorStop(.24, organ.color + "5f"); body.addColorStop(.72, organ.color + "20"); body.addColorStop(1, organ.color + "05");
+      organismPath(x, y, organ.size * breathe, organ.lobes, organ.phase, age);
+      trace2d.fillStyle = body; trace2d.fill(); trace2d.strokeStyle = organ.color + "b0"; trace2d.lineWidth = 1.8; trace2d.stroke();
+      for (let arm = 0; arm < organ.lobes; arm++) {
+        const angle = organ.phase + arm * Math.PI * 2 / organ.lobes + Math.sin(age * .11 + arm) * .25;
+        const reach = organ.size * (1.05 + .42 * Math.sin(age * .17 + arm * 1.9));
+        trace2d.strokeStyle = organ.color + "61"; trace2d.lineWidth = 1.1; trace2d.beginPath(); trace2d.moveTo(x, y);
+        trace2d.quadraticCurveTo(x + Math.cos(angle + .45) * reach * .6, y + Math.sin(angle + .45) * reach * .4, x + Math.cos(angle) * reach * 1.35, y + Math.sin(angle) * reach * .88);
+        trace2d.stroke();
+      }
+      const nucleusRadius = organ.size * (.19 + .025 * Math.sin(age * .8 + index));
+      const nucleus = trace2d.createRadialGradient(x - nucleusRadius * .3, y - nucleusRadius * .3, 0, x, y, nucleusRadius);
+      nucleus.addColorStop(0, "#f7fff2"); nucleus.addColorStop(.18, organ.color); nucleus.addColorStop(1, organ.color + "08");
+      trace2d.fillStyle = nucleus; trace2d.beginPath(); trace2d.arc(x, y, nucleusRadius, 0, Math.PI * 2); trace2d.fill();
+      trace2d.font = `700 ${Math.max(13, w * .009)}px ui-monospace, monospace`; trace2d.fillStyle = organ.color; trace2d.textAlign = "center";
+      trace2d.fillText(organ.name, x, y + organ.size * .95); trace2d.textAlign = "left";
+      return { x, y };
+    }
+    function drawWaveText(text, y, amplitude, phase, size, color, w) {
+      trace2d.save(); trace2d.font = `800 ${size}px ui-monospace, monospace`;
+      const widths = [...text].map(character => trace2d.measureText(character).width);
+      const total = widths.reduce((sum, width) => sum + width, 0), frequency = Math.PI * 2 / Math.max(1, total) * 1.65;
+      let x = (w - total) / 2;
+      trace2d.fillStyle = color; trace2d.shadowColor = color; trace2d.shadowBlur = 15;
+      for (let index = 0; index < text.length; index++) {
+        const width = widths[index], center = x + width / 2;
+        const offset = Math.sin(center * frequency + phase) * amplitude;
+        const angle = Math.atan(Math.cos(center * frequency + phase) * amplitude * frequency);
+        trace2d.save(); trace2d.translate(center, y + offset); trace2d.rotate(angle); trace2d.textAlign = "center"; trace2d.fillText(text[index], 0, 0); trace2d.restore();
+        x += width;
+      }
+      trace2d.restore();
+    }
     function drawTrace(age) {
       const ratio = Math.min(devicePixelRatio || 1, 2), w = trace.width / ratio, h = trace.height / ratio;
       trace2d.setTransform(ratio, 0, 0, ratio, 0, 0);
@@ -216,6 +283,15 @@
         trace2d.fillStyle = `rgba(${80 + row * 5},${176 + col * 2},${150 + row * 3},${.018 + ((col + row) % 4) * .009})`;
         trace2d.fillText(code, col * w / 20 + 7, row * h / 12 + 16);
       }
+      const creaturePoints = organCreatures.map((organ) => creaturePosition(organ, age, w, h));
+      for (let index = 0; index < creaturePoints.length; index++) {
+        const from = creaturePoints[index], to = creaturePoints[(index + 2) % creaturePoints.length];
+        trace2d.strokeStyle = organCreatures[index].color + "2b"; trace2d.lineWidth = 1; trace2d.beginPath(); trace2d.moveTo(from.x, from.y);
+        trace2d.bezierCurveTo(w * .5, from.y, w * .5, to.y, to.x, to.y); trace2d.stroke();
+      }
+      organCreatures.forEach((organ, index) => drawCreature(organ, index, age, w, h));
+      drawWaveText("INTELLIGENT TERRARIUM", h * .14, 24, age * .38, Math.max(34, w * .026), "rgba(224,255,237,.82)", w);
+      drawWaveText("SENSORY · SPATIAL · DRIVE · MEMORY · ACTION · VOICE", h * .71, 19, -age * .29, Math.max(22, w * .014), "rgba(255,135,195,.72)", w);
       trace2d.fillStyle = "rgba(199,255,232,.76)";
       trace2d.font = `600 ${Math.max(10, w * .0064)}px ui-monospace, monospace`;
       const generation = Math.floor(age / 18), ageText = new Date(age * 1000).toISOString().slice(11, 19);
diff --git a/experiments/intelligent-terrarium/test/score.test.mjs b/experiments/intelligent-terrarium/test/score.test.mjs
index b7d4dd7dc2..cb31d39252 100644
--- a/experiments/intelligent-terrarium/test/score.test.mjs
+++ b/experiments/intelligent-terrarium/test/score.test.mjs
@@ -16,6 +16,10 @@ test("fullscreen score is a bounded persistent imagination and numeric soup", as
   assert.match(html, /FLUX.*ENTROPY.*MEMBRANE.*LINEAGE.*DIVISION/);
   assert.match(html, /traces\[key\]\.length > 240/);
   assert.match(html, /VOXELS 82,944/);
+  assert.match(html, /const organCreatures =/);
+  assert.match(html, /function drawCreature/);
+  assert.match(html, /function drawWaveText/);
+  assert.match(html, /INTELLIGENT TERRARIUM/);
   assert.match(html, /Sensory, spatial, drive, memory, action, and voice organs/);
   assert.match(html, /Miner guard auto-resumed/);
   assert.doesNotMatch(html, /<header|<aside|<footer|<img|CLIENT GATE · PREVIEW/);
-- 
2.51.2


From e904bf8f53600d2b921f27c45ce98bd71bc37b6f Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Fri, 24 Jul 2026 18:07:26 -0700
Subject: [PATCH 13/14] Add Git-grown Piecefarm terrarium experiment

---
 experiments/intelligent-terrarium/.gitignore  |    5 +
 experiments/intelligent-terrarium/KEEPER.md   |   38 +
 experiments/intelligent-terrarium/PIECE-VM.md |  253 ++
 .../intelligent-terrarium/PIECEFARM-OPS.md    |  385 ++
 .../intelligent-terrarium/PIXEL-GROOVE.md     |  146 +
 experiments/intelligent-terrarium/SCORE.md    |  126 +
 .../bin/inspect-kiosk.mjs                     |   41 +
 .../bin/piece-vm-canary.mjs                   |   27 +
 .../intelligent-terrarium/bin/piecefarm-probe |   31 +
 .../bin/pixel-groove.mjs                      |   65 +
 .../intelligent-terrarium/bin/place-kiosk.mjs |   64 +
 .../bin/reload-kiosk.mjs                      |   23 +
 .../bin/run-piecefarm-kiosk.sh                |   71 +
 .../deploy/piecefarm.service                  |   25 +
 .../examples/piece-vm-canary.lisp             |   83 +
 .../intelligent-terrarium/native/Makefile     |   23 +
 .../native/font-matrix-chunky8.h              |  216 ++
 .../native/piece-vm-native.h                  |   17 +
 .../native/piece-vm-runner.c                  |  360 ++
 .../native/piecefarm-sdl.c                    | 3372 +++++++++++++++++
 .../intelligent-terrarium/package.json        |    8 +-
 ...-terrarium-grounded-rethink-2026-07-23.pdf |  Bin 0 -> 603861 bytes
 ...intelligent-terrarium-stack-2026-07-23.pdf |  Bin 0 -> 584042 bytes
 .../reports/piecefarm-day-end-2026-07-24.md   |   71 +
 .../piecefarm-report-so-far-2026-07-24.md     |  278 ++
 .../piecefarm-report-so-far-2026-07-24.pdf    |  Bin 0 -> 399914 bytes
 .../reports/qa-grounded-final/page-1.png      |  Bin 0 -> 102876 bytes
 .../reports/qa-grounded-final/page-2.png      |  Bin 0 -> 168341 bytes
 .../reports/qa-grounded-final/page-3.png      |  Bin 0 -> 235846 bytes
 .../reports/qa-grounded-final/page-4.png      |  Bin 0 -> 178559 bytes
 .../reports/qa-grounded-final/page-5.png      |  Bin 0 -> 187940 bytes
 .../reports/qa-grounded-final/page-6.png      |  Bin 0 -> 182253 bytes
 .../reports/qa-grounded-final/page-7.png      |  Bin 0 -> 218773 bytes
 .../reports/qa-grounded/page-1.png            |  Bin 0 -> 102876 bytes
 .../reports/qa-grounded/page-2.png            |  Bin 0 -> 168341 bytes
 .../reports/qa-grounded/page-3.png            |  Bin 0 -> 236573 bytes
 .../reports/qa-grounded/page-4.png            |  Bin 0 -> 178559 bytes
 .../reports/qa-grounded/page-5.png            |  Bin 0 -> 187940 bytes
 .../reports/qa-grounded/page-6.png            |  Bin 0 -> 182253 bytes
 .../reports/qa-grounded/page-7.png            |  Bin 0 -> 218773 bytes
 .../reports/qa/page-1.png                     |  Bin 0 -> 91490 bytes
 .../reports/qa/page-2.png                     |  Bin 0 -> 212251 bytes
 .../reports/qa/page-3.png                     |  Bin 0 -> 164988 bytes
 .../reports/qa/page-4.png                     |  Bin 0 -> 171210 bytes
 .../reports/qa/page-5.png                     |  Bin 0 -> 205891 bytes
 .../reports/qa/page-6.png                     |  Bin 0 -> 249002 bytes
 .../reports/render-piecefarm-report.mjs       |  125 +
 ...terrarium-grounded-rethink-2026-07-23.html |  275 ++
 .../reports/terrarium-stack-2026-07-23.html   |  297 ++
 .../src/evaluation-pool.mjs                   |  113 +
 .../src/evaluation-worker.mjs                 |   13 +
 .../src/piece-vm-curriculum.mjs               |  172 +
 .../src/piece-vm-nursery.mjs                  |  536 +++
 .../src/piece-vm-operator-bandit.mjs          |   16 +
 .../src/piece-vm-outcome-model.mjs            |  153 +
 .../src/piece-vm-phenotype.mjs                |  108 +
 .../src/piece-vm-policy-bandit.mjs            |  129 +
 .../intelligent-terrarium/src/piece-vm.mjs    |  591 +++
 .../src/pixel-groove.mjs                      |  446 +++
 .../intelligent-terrarium/src/sort-soup.mjs   | 1266 +++++++
 .../src/soup-history.mjs                      |  124 +
 .../intelligent-terrarium/src/soup-server.mjs | 1497 ++++++++
 .../src/specimen-ledger.mjs                   |  347 ++
 .../src/visual-curator.mjs                    |  171 +
 .../test/piece-vm-curriculum.test.mjs         |   75 +
 .../test/piece-vm-nursery.test.mjs            |  227 ++
 .../test/piece-vm-operator-bandit.test.mjs    |   24 +
 .../test/piece-vm-outcome-model.test.mjs      |   48 +
 .../test/piece-vm-phenotype.test.mjs          |   46 +
 .../test/piece-vm-policy-bandit.test.mjs      |   44 +
 .../test/piece-vm.test.mjs                    |  239 ++
 .../test/pixel-groove.test.mjs                |   62 +
 .../test/sort-soup.test.mjs                   |  223 ++
 .../test/soup-history.test.mjs                |   40 +
 .../test/soup-server.test.mjs                 |  652 ++++
 .../test/specimen-ledger.test.mjs             |  130 +
 .../test/visual-curator.test.mjs              |   46 +
 .../intelligent-terrarium/web/board.html      |   62 +
 .../intelligent-terrarium/web/board.mjs       |  136 +
 .../intelligent-terrarium/web/soup.css        |  265 ++
 .../intelligent-terrarium/web/soup.html       |   19 +
 .../intelligent-terrarium/web/soup.mjs        |  424 +++
 82 files changed, 14868 insertions(+), 1 deletion(-)
 create mode 100644 experiments/intelligent-terrarium/.gitignore
 create mode 100644 experiments/intelligent-terrarium/PIECE-VM.md
 create mode 100644 experiments/intelligent-terrarium/PIECEFARM-OPS.md
 create mode 100644 experiments/intelligent-terrarium/PIXEL-GROOVE.md
 create mode 100644 experiments/intelligent-terrarium/SCORE.md
 create mode 100644 experiments/intelligent-terrarium/bin/inspect-kiosk.mjs
 create mode 100644 experiments/intelligent-terrarium/bin/piece-vm-canary.mjs
 create mode 100755 experiments/intelligent-terrarium/bin/piecefarm-probe
 create mode 100644 experiments/intelligent-terrarium/bin/pixel-groove.mjs
 create mode 100644 experiments/intelligent-terrarium/bin/place-kiosk.mjs
 create mode 100644 experiments/intelligent-terrarium/bin/reload-kiosk.mjs
 create mode 100755 experiments/intelligent-terrarium/bin/run-piecefarm-kiosk.sh
 create mode 100644 experiments/intelligent-terrarium/deploy/piecefarm.service
 create mode 100644 experiments/intelligent-terrarium/examples/piece-vm-canary.lisp
 create mode 100644 experiments/intelligent-terrarium/native/Makefile
 create mode 100644 experiments/intelligent-terrarium/native/font-matrix-chunky8.h
 create mode 100644 experiments/intelligent-terrarium/native/piece-vm-native.h
 create mode 100644 experiments/intelligent-terrarium/native/piece-vm-runner.c
 create mode 100644 experiments/intelligent-terrarium/native/piecefarm-sdl.c
 create mode 100644 experiments/intelligent-terrarium/reports/intelligent-terrarium-grounded-rethink-2026-07-23.pdf
 create mode 100644 experiments/intelligent-terrarium/reports/intelligent-terrarium-stack-2026-07-23.pdf
 create mode 100644 experiments/intelligent-terrarium/reports/piecefarm-day-end-2026-07-24.md
 create mode 100644 experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.md
 create mode 100644 experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.pdf
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-1.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-2.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-3.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-4.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-5.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-6.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded-final/page-7.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded/page-1.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded/page-2.png
 create mode 100644 experiments/intelligent-terrarium/reports/qa-grounded/page-3.png
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diff --git a/experiments/intelligent-terrarium/.gitignore b/experiments/intelligent-terrarium/.gitignore
new file mode 100644
index 0000000000..564502fe44
--- /dev/null
+++ b/experiments/intelligent-terrarium/.gitignore
@@ -0,0 +1,5 @@
+# Native build products are host-specific; rebuild them with `make -C native`.
+native/*.o
+native/piece-vm-runner
+native/piecefarm-sdl
+native/*.dSYM/
diff --git a/experiments/intelligent-terrarium/KEEPER.md b/experiments/intelligent-terrarium/KEEPER.md
index c592cf2e80..7b36d40b08 100644
--- a/experiments/intelligent-terrarium/KEEPER.md
+++ b/experiments/intelligent-terrarium/KEEPER.md
@@ -439,3 +439,41 @@ state repository. Nothing was pushed or deployed.
   numeric/chart bands remain legible. Live/interactive QA of the added
   lineage/division traces remains pending because the current execution
   boundary is Neo-local and forbids browser/GUI control and SSH.
+
+### Piecefarm SDL3 display evidence
+
+The later Piecefarm/Sort Soup installation replaces both Chromium kiosk
+windows with one SDL3 process owning two detected displays. After a two-window
+version allowed compositor state to leave the upper display gray, the renderer
+was paused and recast as one borderless stage spanning `2560×2880@0,0`. The
+upper board occupies `2560×1440@0,0`; the lower soup occupies
+`2560×1440@0,1440`. One OpenGL renderer presents both halves atomically, so
+z-order, fullscreen state, and frame pacing cannot diverge between monitors.
+Each half is composed in a 640×360 CPU pixel buffer using the same embedded
+MatrixChunky8 glyph table as AC-OS. Together they form one 640×720 streaming
+texture enlarged 4× with nearest-neighbor sampling. The stage checks and
+restores its union geometry every two seconds. SDL is pinned to the X11 backend
+because ordinary Wayland top-level positioning does not guarantee a window can
+span outputs. The first per-primitive SDL attempt was rejected after visibly
+poor performance; it issued thousands of tiny renderer calls. SDL measured the
+two physical modes as 143.87 and 143.91 Hz. After replacing millisecond delay
+polling with refresh-derived nanosecond pacing, the final X11/OpenGL
+single-upload stage measured 143.1–143.6 complete two-display frames/second.
+The display no longer exposes every 250 ms search mutation as a hard cut:
+population/text focus dwells for one second, while hue flow, sinusoidal
+shimmer, and traveling vector light are evaluated continuously every frame.
+
+The native display reads a compact loopback-only text membrane. It does not
+parse the full verification traces or hold archive authority. The focused test
+proves that membrane stays below 64 KiB and excludes trace arrays; the complete
+suite passes 34/34. At measurement, the SDL process used 7.3% CPU and reported
+122,632 KiB RSS; the authority used 0.9% CPU and 96,832 KiB RSS. The service
+cgroup reported 78,213,120 bytes current and 78,802,944 bytes peak because
+shared mapped pages may be charged elsewhere; summed process RSS is therefore
+also recorded rather than treating the cgroup figure as total resident cost.
+The initial 30 FPS framebuffer version left the RTX 3070 dominated by
+`matador-miner`. At 60 FPS, a one-sample process monitor attributed 11% SM to
+Piecefarm and 66% SM to the miner, so the higher visual rate is not represented
+as free GPU work. Search remains serialized, but the configured cycle is now
+250 ms; a five-second live measurement observed 20 verified attempts, or
+3.992 candidates/second. CPU worker search has not yet been built.
diff --git a/experiments/intelligent-terrarium/PIECE-VM.md b/experiments/intelligent-terrarium/PIECE-VM.md
new file mode 100644
index 0000000000..f3a9395096
--- /dev/null
+++ b/experiments/intelligent-terrarium/PIECE-VM.md
@@ -0,0 +1,253 @@
+# PieceVM v4: from stage soup to small computers
+
+Status: executable JavaScript reference VM plus strict-C11 native interpreter.
+One admitted genome is presented simultaneously at stable addresses `A1`,
+`B1`, and `C1` as 64², 128², and 256² native canaries; nine PixelGroove v1
+residents remain as the control population. PieceVM descendants reach those
+addresses only after exact JavaScript/native replay at all three resolutions
+and a Git-backed admission.
+
+## Why v1 cannot grow these capabilities
+
+PixelGroove v1 is a verified pipeline of at most eight 24-byte stage records.
+Its mutation grammar chooses among named host functions. A review can bias
+which functions appear, but no program can name a data address, define a
+function, branch, call, hold two render targets, or maintain a transform stack.
+Consequently, adding `cellular` makes one more real behavior available but does
+not change the machine's expressive class.
+
+PieceVM changes the compiler target. A piece becomes bounded code operating on
+typed regions of its own memory. Host services are a small kernel membrane;
+program structure lives in the piece.
+
+## Machine contract
+
+One instruction is eight bytes:
+
+```text
+opcode:u8  a:u8  b:u8  c:u8  immediate:i32-le
+```
+
+The initial canary permits 512 instructions (4 KiB), 32 signed Q16.16 scalar
+registers, a 256-entry operand stack, a 32-frame call stack, and 256 scene
+records. Every tick starts with a fixed fuel allowance. Fetch, memory access,
+branch, call, drawing, and matrix work all consume fuel. Exhaustion yields a
+measured frame fault and preserves the last complete front buffer.
+
+Program-visible memory is split by capability, not by convention:
+
+| Region | Authority | Initial extent |
+|---|---|---:|
+| code | read/execute | 4 KiB |
+| constants | read | 4 KiB |
+| data | named, bounds-checked byte regions | 16 KiB |
+| framebuffer A | RGB read/write | profile² × 3 |
+| framebuffer B | RGB read/write | profile² × 3 |
+| depth | u16 read/write | profile² × 2 |
+| scene records | typed read/write | 8 KiB |
+| glyph ROM | shared read-only | 2 KiB |
+| sensing membrane | normalized read-only | 8 bytes |
+| stack/call frames | VM-only | 4 KiB |
+| PixelGroove record | mediated | 27,648 bytes |
+
+Even a 256² piece stays below roughly 600 KiB including two RGB buffers,
+depth, VM state, and its Groove. Twelve worst-case visible pieces therefore use
+single-digit MiB for the PieceVM layer. The 2 GiB service limit is governed by
+the parallel verifier population, not these live buffers.
+
+## Minimal instruction families
+
+The first season should have general operations, not dozens of visual effects:
+
+- Control: `halt`, `jump`, `jump-if`, `call`, `return` and nested scalar
+  function signatures with one-to-four parameters.
+- Data: `constant`, `move`, legacy raw `load8`/`store8`, and v4 named
+  `(data name bytes)` regions accessed through bounds-checked `read8`/`write8`.
+- Math: `add`, `sub`, `mul`, `div`, `mod`, `min`, `max`, `sin`, `cos`, `sqrt`,
+  deterministic `random`.
+- Buffer: `front`, `back`, `clear`, `sample`, `pixel`, `line`, `triangle`,
+  `blit`, `glyph`, `swap`.
+- Transform: `identity`, `push-transform`, `pop-transform`, `translate`,
+  `scale`, `rotate-x/y/z`, `perspective`, `project`.
+- Scene: `begin-node`, `end-node`, `child`, `draw-node`.
+- Sensing: bounded UTC beat phase, health vector, field energy, and selected
+  Groove cells. No direct network or filesystem operation.
+
+`swap` is the only operation that publishes a completed back buffer. The
+display never reads a buffer while the piece writes it. Native SDL's existing
+presentation buffers remain a separate host-level safety boundary.
+
+Text is deliberately bootstrapped, not claimed as an accidental discovery.
+The read-only glyph ROM supplies a small pixel alphabet; pieces must discover
+layout, repetition, spacing, motion, hierarchy, and semantic use by composing
+`glyph`, memory, branches, and time. Waiting for random RGB arithmetic to
+invent a legible alphabet is not a serious search strategy.
+
+Likewise, the transform kernel supplies arithmetic and projection, not a fixed
+cube effect. A hierarchy emerges when Lisp functions call one another while
+push/pop transform frames delimit local coordinate systems. Branching over
+memory and sensed state makes the scene temporal and conditional.
+
+## Lisp surface
+
+The intended surface is a small expression language with explicit resource
+types:
+
+```lisp
+(piece
+  (buffer front (rgb 128 128))
+  (buffer back  (rgb 128 128))
+  (fn branch ((depth int) (phase fixed))
+    (when (> depth 0)
+      (push-transform)
+      (rotate-y phase)
+      (glyph back 65 0 0 ink)
+      (branch (- depth 1) (+ phase 0.125))
+      (pop-transform)))
+  (frame
+    (clear back night)
+    (branch 6 beat-phase)
+    (swap front back)))
+```
+
+This is illustrative syntax, not permission for unbounded recursion. The
+compiler emits a control-flow graph and a resource proof. Calls are accepted
+only when their maximum stack/fuel behavior is bounded, or they execute under
+the hard dynamic fuel and call-depth limits with the frame remaining atomic.
+
+The current executable subset includes scalar Q16.16 arithmetic and branches,
+bounded calls plus a 256-value operand stack, `load8`/`store8` persistent data,
+two physical RGB buffers, atomic `swap`, glyph ROM, contiguous typed `vec3`
+resources, transform-stack projection, and generic point/line/wire-triangle
+rasterization. `sense8` reads one of eight normalized, host-owned channels:
+UTC musical beat phase, four-beat bar phase, HP, actual and potential energy,
+spatial energy, temporal coherence, or the protected margin fringe. Programs
+cannot address outside that bank or write back into it. The canary uses those operations to recursively construct two
+children per node while preserving each caller's depth on the operand stack;
+an eight-bit data cell advances its phase from one published buffer to the next.
+Sampling, filled triangles, blitting, scene records, and the deterministic
+native math kernel remain subsequent VM work, not capabilities already claimed.
+
+## Verification and tiering
+
+The authority checks, in order:
+
+1. Parse and type-check every form and function signature.
+2. Resolve every branch/call target to an instruction boundary.
+3. Prove each memory operation stays inside a region granted to that opcode.
+4. Bound code, constants, registers, call depth, scene nodes, and per-frame fuel.
+5. Replay multiple initial memories and beat phases in the JS reference VM.
+6. Reject collapse, out-of-bounds access, non-finite math, or incomplete swaps.
+7. Differentially replay accepted bytecode in native PieceVM and compare exact
+   buffer hashes plus fault/fuel traces.
+
+Only then can hot blocks tier upward: reference interpreter → native threaded
+interpreter → optional compiled block. A compiled block must replay identically
+against its interpreter trace before promotion. Code pages remain W^X; a piece
+never writes executable host memory directly.
+
+## Evolution and review
+
+Mutation moves from stage replacement to typed program edits:
+
+- replace an expression while preserving its type;
+- splice a verified basic block;
+- add or remove a bounded branch;
+- clone a function and alter constants;
+- graft a reviewed capability recipe at a matching signature;
+- share a verified function across a lineage by content hash.
+
+OpenAI remains advisory. It may identify a capability gap, criticize an output,
+or propose a typed source edit. It cannot set HP, mark a proof valid, mutate a
+running front buffer, or bypass admission. Criticism, source, bytecode hash,
+proof summary, parents, differential trace hash, and outcome all enter the Git
+edition so the farm's archive remains part of the work rather than an external
+chat memory.
+
+## Rollout
+
+1. Build the JS VM and compiler with exact tests for branch, call, swap, glyph,
+   and transform behavior.
+2. Add a native interpreter behind a new Groove version/engine tag.
+3. Run one fixed-address canary tile while eleven v1 residents continue.
+4. Differentially compare every canary frame and measure frame faults, fuel,
+   HP, visual novelty, and cost.
+5. Widen only after the canary survives one Git edition boundary without a
+   proof mismatch or display-rate regression.
+
+Steps 1–3 are active as of 2026-07-24. The 77-instruction canary uses 27 Q16.16
+registers and 6,680 fuel on its first 64² frame. JavaScript on macOS, JavaScript
+on Fedora, native C on macOS, and native C on Fedora all produce raw RGB SHA-256
+`e9d4277832eb2c307c957d68e578c9e7178765b36debfd458d656f7236871359` for
+frame one and `eb6acb9e6819c0249998604fd24ca6204ed675a5c03b18dbac54a94de48e2d7c`
+for frame two. The differing frame hashes come from a program-owned data byte
+that advances its transform phase. The live SDL membrane sends PieceVM code to
+`A1` only and labels that tile `PIECEVM`.
+
+The first admission nursery is now executable. Every 30 seconds it proposes a
+bounded batch of typed source edits: balanced child-block clone/prune, draw
+insert/delete, rotation insertion/axis replacement, vector-component change,
+branch-depth change, color change, reusable function graft, a second
+independent persistent-memory oscillator, a sensing graft, an argument-bearing
+function graft, a named data-layout graft, a lineage crossover, or a bounded
+environment graft. A function graft factors a spatial
+draw into a new labeled call body with its own protected transform scope; an
+oscillator allocates three registers and a distinct data address, then lets
+that evolving cell rotate an existing hierarchy. A sensing graft allocates a
+register, reads only beat, bar, or fringe during initial evolution, and routes
+that signal through an existing transform. A lineage crossover imports a
+balanced transform-and-draw leaf from a different verified ancestor recovered
+from the bounded Git lineage, gives the graft one typed color perturbation,
+and records that ancestor as a second parent. Imported control flow and calls
+remain forbidden, so a donor cannot smuggle an unresolved dependency into its
+descendant. When no crossover currently occupies the nursery, its first valid
+candidate receives verification priority; this does not bypass the incumbent
+score threshold or any replay proof. Each proposal compiles and
+executes for eight JavaScript frames. The nursery measures temporal difference, spatial
+structure, coverage, palette, structural complexity, and fuel, then asks the
+strict-C11 interpreter to reproduce the leading candidates' first two raw RGB
+hashes. A native mismatch cannot enter the nursery or reach the display.
+
+An admitted descendant is now replayed independently at 64², 128², and 256².
+All three JavaScript/native framebuffer pairs must match before admission. The
+native membrane then presents a profile ladder at stable addresses `A1`, `B1`,
+and `C1`: half, standard, and double resolution. SDL keys a live VM by code hash
+and resolution, so a profile or genome change rebuilds only the affected
+runtime. The remaining nine tiles stay v1 controls. The fixed dashboard is an
+overview boundary; double-resolution memory remains 256² internally. Tile
+previews preserve square pixels and whole-frame extent at explicit integer
+ratios: 64² at 1:1, 128² at 1:2, and 256² at 1:4. Actual protected-core and
+mutable-fringe bytes occupy a WYSIWYG perimeter. Every displayed perimeter
+pixel has one stable memory address: the outer two logical pixels read mutable
+fringe RGB bytes and the inner two read protected/core bytes, with no grouping,
+tint, cursor blink, or decorative spectral rail. A separate 1:1 inspection
+surface remains subsequent display work.
+The nursery is bounded to 32 structural niches.
+Source, bytecode, proof, traits, mutation, parent, generation, native evidence,
+and PRNG state live in `archive.json`. A bounded 128-record lineage ledger is
+also reconstructed from earlier `archive.json` blobs in Git, so same-niche
+replacement does not erase ancestry from later editions. Exact parent/child
+frame equality is now a live-admission rejection: a cheaper no-op may be useful
+as an optimization experiment, but it cannot displace the visible champion.
+The native board reports a persistent `X` crossover count beside generation
+and lineage depth, rather than losing the event when a later child becomes
+champion. Its compact machine row also reports function (`F`), argument (`A`),
+and layout (`L`) counts; an environment-derived champion shows
+`ECO capability<donor` from the persisted admission provenance.
+Each admission makes a
+`piecevm-admission` commit in the farm's own Git history. This is the initial
+code-growth loop, not the final language: it still needs vector/record
+arguments, layout resize/split/merge mutations, richer sensing composition, a
+1:1 inspection surface, and longer canary evidence before the canary can widen
+beyond three addresses.
+
+The v4 ecology membrane observes only an allowlisted capability vocabulary in
+the twelve currently visible outer residents (`line`, `triangle`, `rotate`,
+`shift`, `copy`, `paste`, `cellular`, `flood`, `box`, `edges`). It never executes
+outer source. A visible neighbor may bias a typed function or data-layout graft;
+the candidate records neighbor id and capability and still passes the ordinary
+score threshold plus exact native replay. Three proposals in each batch descend
+from the champion while one rotates across other nursery residents, keeping
+older functional branches reproductively available.
+
+This is the boundary between a soup of effects and a farm of programs.
diff --git a/experiments/intelligent-terrarium/PIECEFARM-OPS.md b/experiments/intelligent-terrarium/PIECEFARM-OPS.md
new file mode 100644
index 0000000000..9c01d0fe2f
--- /dev/null
+++ b/experiments/intelligent-terrarium/PIECEFARM-OPS.md
@@ -0,0 +1,385 @@
+# Piecefarm live operations
+
+Last verified: 2026-07-24 17:46 PDT
+
+## Current season
+
+- Host: `jas-nzxt` (`jastow`)
+- User service: `piecefarm.service`
+- State root: `/home/me/.local/share/piecefarm/state`
+- Experiment: `/home/me/piecefarm/experiments/intelligent-terrarium`
+- API: loopback-only at `127.0.0.1:8788`
+- Displays: two native SDL3/OpenGL panels at 2560×1440, approximately 142–143 FPS
+- Visible embodiment: twelve fixed-address RGB residents, sampled pixel-perfectly
+- Search population: heterogeneous 32×32, 64×64, 128×128, and 256×256 fields
+- Audio: active stereo Piecefarm stream on the tower's ALC1220 analog Line Out
+- Search cadence: 100 ms launch clock, eight CPU workers, 64-proposal look-ahead
+
+The launch clock and worker count are user-manager environment overrides
+(`PIECEFARM_CYCLE_MS=100`, `PIECEFARM_WORKERS=8`,
+`PIECEFARM_LOOKAHEAD=64`). They survive service restarts inside the current
+user-manager lifetime, but not necessarily a logout or reboot. The source
+defaults remain deliberately more conservative.
+
+The service is running but deliberately **disabled** for login autostart. Do
+not enable it or make the current launch/worker overrides permanent without a
+keeper decision.
+The separate fleet status cockpit is closed; its login autostart entry is
+unchanged.
+
+## Loopboy caretaker
+
+- Canonical prox: `neo:tal#A2F2270F` (host machine `neo.local`)
+- Agent: Codex on `neo.local`, advertised as `neo` by the fresh fleet ledger
+- CWD: this experiment directory
+- Private route: the existing Piecefarm `alex` Loopboy contact
+- Delivery: isolated prox inbox; no Terminal, clipboard, pointer, or keyboard injection
+
+The caretaker verifies service health, iteration movement, display assignment,
+display rate, and the actual PipeWire sink/port. It should re-enter
+`prox_loopboy_wait` after each handled message.
+
+The caretaker may operate the already-authorized Piecefarm surface. It must not
+reset or delete state, commit or push the source worktree, deploy, expose the
+loopback API, stop the farm, change the CUDA miner, enable autostart, or edit
+shared files unless an incoming request explicitly authorizes that action.
+
+The earlier `neo:tupas#758ACE5E` rock disappeared from Neo's fresh ledger after
+the client switched to a mobile network. Its first replacement inherited an
+unrelated stale session and was allowed to exit. At 17:57 PDT the genuinely
+fresh guarded `neo:tal#A2F2270F` session was launched in the same worktree and
+bound to the same isolated `alex` Loopboy route; the autonomous jas-nzxt
+service did not stop during either control-plane change.
+
+## Capacity reading
+
+The desktop is near its shared compute capacity, but not its RAM capacity.
+With the 64-proposal look-ahead live, Piecefarm uses roughly 5–7 logical cores
+in Node plus 1.1–1.4 cores in the native display/VM. The independent miner uses
+about two more CPU cores, so the observed system load is roughly 11 on 12
+logical CPUs. Piecefarm is about 1.12 GB current / 1.21 GB peak of its 2 GB
+cgroup maximum and the host still has about 12 GiB available RAM. Sustained
+two-display presentation is roughly 136–142 FPS. Under the co-resident miner,
+mixed-resolution search completes roughly 38–45 evaluations/second, up from
+20–25/second with the old eight-proposal barrier.
+
+The RTX 3070 is effectively saturated: the latest process sample attributed
+about 84% SM to `matador-miner` and 14% graphics work to Piecefarm. Piecefarm's OpenGL presentation remains smooth,
+but GPU search kernels should not be introduced without an explicit
+coexistence policy. The bounded look-ahead keeps work queued while admitting
+results in proposal order; a 1-worker/4-worker replay test proves identical
+archive state. Observed worker utilization is about 72%, with the remaining
+loss concentrated in the heterogeneous tail of each 64-proposal window.
+Proposal dispatch is now cost-aware: predicted-expensive profiles and stages
+enter the fixed worker queue first, while archive admission remains in original
+proposal order. A local 64-proposal comparison improved mean window time by
+about 1.08×. An ordered rolling commit frontier remains a possible next step;
+an unbounded worker increase is not.
+
+## Deployed substrate
+
+The successor substrate is deployed on the running season:
+
+- `PixelGroove<160,RGB24,v1>` maps all 9,216 pixels of the 16-pixel margin to
+  one 27,648-byte RGB memory image with protected header, sequence, function,
+  body, projection, lifecycle, and source tracks plus mutable state, sprite,
+  proposal, and fringe tracks.
+- The native runtime decodes the groove, executes one bounded instruction slot
+  per virtual tick, exposes PC/needle/pass/lifecycle telemetry, targets 240 VM
+  ticks/second, and counts missed physical deadlines instead of changing the
+  virtual computation budget.
+- UTC authority and resident identity may perturb only the mutable fringe;
+  protected code remains hash-checked.
+- A bounded worker pool evaluates deterministic proposal batches in parallel
+  and admits them to the archive in proposal order. The live setting is eight
+  workers with a bounded 64-proposal queue under the unchanged 2 GB service
+  limit.
+- Four hardware profiles execute in genuinely distinct 32, 64, 128, and
+  256-square native backing stores. Coordinates, neighborhoods, flood queues,
+  sprites, boxes, temporal volumes, energy metrics, and lifecycle copies all
+  obey the resident size. Only the final presentation boundary resamples to
+  the fixed 128-square display wire.
+- Ordinary JSON/SSE snapshots expose groove metadata only. The local native
+  membrane receives full grooves, and `/api/groove/:id` retrieves one groove
+  as JSON or pixel-perfect PPM for inspection.
+- OpenAI vision considers retained visual-novelty fields plus residents with at
+  least eight lifecycle samples that show sustained high health (mean ≥82 with a
+  ≥.75 healthy ratio) or meaningful health variability (range ≥24 and standard
+  deviation ≥7). Reviews use strict structured output and add a bounded
+  criticism, capability class, and one-to-three mutation hints. Review events
+  persist separately; the latest review is rehydrated into the archive. Its
+  hints may bias a descendant toward a fixed recipe, but every descendant still
+  passes the ordinary parser, fixed-memory evaluator, and archive admission.
+  Reviews never rewrite HP or the parent. The top board shows persisted review
+  and recommendation counts. Pre-deploy evidence: 23 reviews (14 retain, 7
+  watch, 2 reject), with no current-session failures. Lifecycle candidates get
+  first refusal on the bounded review lane; visual novelty is the fallback only
+  after the current cohort has a complete eight-sample window.
+- The raster language now has a nineteenth capability, `cellular`, with bounded
+  9-bit birth/survival masks. It executes over the resident's true 32², 64²,
+  128², or 256² field in both the JS verifier and native VM. Review recipes can
+  also bake feedback, masking, symmetry, displacement, tiling, sprite-memory,
+  box, contrast, color, and smoothing machinery.
+- Bottom tiles reserve their imagery: the only text is one last-executed opcode
+  at the lower edge, paired with a compact full-width health bar below it. The
+  former address/profile badge, full pipeline, and four-line command history
+  are not rendered.
+- The tile rim is now an address display rather than a color summary. Every
+  perimeter pixel maps to one fixed Groove cell: core pixels expose contiguous
+  cells 0–555 (header, sequence, function table, bodies, projection, and early
+  lifecycle), while fringe pixels expose contiguous mutable cells beginning at
+  5,300. No address decimation, animated reader needle, tint, or interpolation
+  remains at this boundary.
+- The upper board carries the corresponding margin microscope for the selected
+  resident. It follows the native reader and prints the exact Groove address,
+  tile-rim coordinate, named track, `LOCK`/`MUT` protection class, literal RGB
+  bytes, program counter, lifecycle vector, and decoded opcode. The lower rim
+  therefore remains raw WYSIWYG memory while its meaning is readable above.
+- A bounded probe membrane makes those addresses operable without granting raw
+  writes. `bin/piecefarm-probe A1 64 loopboy` resolves the fixed display address,
+  validates the requested core range `0..555` or fringe range `5300..5855`, and
+  posts one loopback observation. Keyboard `[`/`]` (Page Up/Down steps eight)
+  and Xbox shoulder buttons walk the same address set. Probes are persisted in
+  SQLite with specimen, time, track, capability, and requester provenance.
+  Only a protected cell that decodes to an allowlisted capability is focused in
+  the nursery ecology; the resulting graft still needs normal behavioral
+  change, JS proof, exact 64/128/256 native matches, and archive admission.
+  An explicit probe remains `pending` for at most eight nursery batches. Each
+  compatible proposal must attempt that focused capability before ordinary
+  mutation; the durable outcome is `admitted` with descendant id or
+  `no-admission`. General tile selection may continue changing independently,
+  while the upper microscope stays pinned to the latest probe record. Once a
+  graft is admitted, the first upper-board bar changes to `GRAFT <id>` and
+  reports whether that exact descendant is still resident, retained in the
+  bounded lineage, or historical, together with its generation and live
+  child/descendant counts. This is ancestry read from the verified nursery,
+  not decorative activity.
+- Capability ancestry is now carried explicitly through later accepted
+  mutations and through verified two-parent crossover donors. Each PieceVM
+  record retains at most sixteen de-duplicated provenance atoms (donor,
+  capability, probe time/address/track, requester); older archives reconstruct
+  those atoms from their bounded parent/donor graph during replay. The upper
+  board separates direct graft survival from propagation: `PROP` reports later
+  descendants, current resident carriers, and the furthest generation. `SONIC
+  PATH` counts the actual five musigraph voices whose currently executing
+  PieceVM program carries that exact probe ancestry, and says whether the
+  current champion carries it.
+- The native PieceVM membrane no longer repeats one champion at all three
+  resolutions. It deterministically assigns A1 to the current verified
+  champion at 64², B1 to a high-scoring structurally distinct resident at
+  128², and C1 to the furthest currently resident carrier of the latest exact
+  probe at 256² (or another ecology resident when there is no carrier). The
+  native row carries the PieceVM source id, role, and probe-carrier bit. Since
+  the five-voice sampler includes C1, a living probe family now has an actual
+  raster and sonic path rather than dashboard-only ancestry.
+  Live evidence for probe `d488e9442435` / address 64 / `triangle`: the
+  admitted root plus five later carriers are present in Git HEAD `fc0df41`;
+  three carriers remain resident and the frontier is generation 46 specimen
+  `bd0c6bf16825`. The current embodiment is three distinct programs: champion
+  `4bafc78742a1` at A1/64², diversity resident `4838a753010d` at B1/128², and
+  probe carrier `bd0c6bf16825` at C1/256². The measured sonic path is one of
+  five voices from C1.
+- Embodied PieceVMs now close a bounded phenotype loop. The SDL authority
+  returns the exact PieceVM id/role/profile/probe bit and actual musigraph voice
+  count alongside native HP, lifecycle, change, variance, spatial energy,
+  coherence, noise, and muddiness. The server rejects identity/profile
+  mismatches. A program needs twelve distinct reports spanning at least eight
+  seconds before it can affect selection; each of at most 64 programs retains
+  only its latest 60 samples. The resulting native bias is capped at ±0.06 and
+  only changes which already verified resident supplies mutation parents. It
+  cannot alter a stored score or bypass Lisp parsing, behavioral change, JS
+  proof, exact 64/128/256 native framebuffer matching, or ordinary admission.
+  A1 is the combined static/native phenotype lead, B1 leases a least-observed
+  explorer for a two-minute nursery epoch, and C1 remains the exact probe
+  carrier. These windows are nested in `pieceVm.phenotypes`, so the next farm
+  Git edition preserves the native evidence used by later selection. The upper
+  board line `PHENO` shows parent id, native phenotype score, bounded bias,
+  report count, sonic voices, and `GATHER`/`READY`.
+  Native snapshots also create a bounded 90-second lease for the exact
+  raster/PieceVM id, role, profile, and probe-carrier bit the server served.
+  That lets one delayed health envelope survive nursery reassignment without
+  accepting an unserved or forged identity; at most 96 leases are retained.
+  Live deployment advanced one selected phenotype from 19 to 60 reports under
+  active churn with no further PieceVM identity rejection.
+  Every admitted descendant now carries its own normalized `selectionEvidence`:
+  the exact parent, allowlisted selection policy, static score, phenotype
+  report/readiness/score state, ±0.06 native bias, recomputed combined score,
+  audible voice count, and capture time. This record survives in both the
+  bounded resident set and lineage, so a later Git reader can distinguish a
+  phenotype-led child from a champion control, diversity branch, or focused
+  probe without reconstructing mutable live state.
+  Live Git commit `8e17faf` proves the first such causal descendant:
+  native-valid champion `5b028b555a23`, generation 36, mutation `prune-child`,
+  was cultivated from `28cc40f8277b` by `phenotype-lead` with 44 ready native
+  reports, phenotype score 0.9155, bias +0.04986, combined score 0.9102, and
+  one actual musigraph voice.
+  Cultivation policy is now learned by a classic UCB1 bandit rather than an
+  opaque heuristic. Every four-proposal batch retains one phenotype-led arm,
+  one champion control, and one diversity arm; only the fourth proposal is
+  allocated adaptively, and that selected arm receives the first scarce native
+  verification position (capability ranking still orders candidates within
+  the arm). A resolved trial's bounded reward is the mean of
+  verified admission and measured structural capability gain, plus the native
+  phenotype score once that child has a mature phenotype. The recent window is
+  capped at 192 trials and stored under `pieceVm.policyBandit`. The top SDL
+  board's `UCB` line shows the next bonus arm (`+P`, `+C`, or `+D`) and each
+  arm's trial count, mean reward (`R`), and capability rate (`K`). UCB never
+  bypasses compilation, behavioral change, or the three native framebuffer
+  proofs, and mandatory control/diversity trials prevent monoculture.
+  Live Git commit `35887ca` contains the first complete three-arm evidence
+  window (11 resolved trials). UCB chose diversity for the scarce verifier and
+  admitted native-valid child `e9cec66da3b4`, whose `memory-oscillator` is a
+  measured structural capability gain. At that checkpoint phenotype/control/
+  diversity had 5/5/1 trials, mean rewards 0.621/0.800/1.000, and capability
+  gains 1/3/1. The one-sample diversity lead remains exploratory rather than a
+  declaration of superiority.
+  A second bounded UCB1 learner now measures the mutation operator as well as
+  the parent-selection ecology. Its arms are `variation` (surface and control
+  changes), `machinery` (functions, argument grafts, layouts, memory
+  oscillators, and senses), and `exchange` (lineage crossover and environment
+  grafts). Every four-proposal batch preserves one request from each family;
+  only the fourth family is adaptive. The adaptive policy/family pair receives
+  scarce native-verifier priority, while actual outcomes are attributed to the
+  operator that really ran. Capability gain includes expanded persistent
+  memory as well as functions, arguments, layouts, senses, transforms, and
+  inherited capability lineage. This bandit has its own 192-trial window under
+  `pieceVm.operatorBandit`, survives Git checkpoints, and uses the same bounded
+  verified-admission/capability/native-phenotype reward. The upper ticker shows
+  `OP +V`, `OP +M`, or `OP +X` and compact reward/capability rates beside the
+  cultivation policy statistics. Neither learner may bypass behavioral or
+  three-resolution native framebuffer proofs.
+  Live Git commit `214274f` preserves the first balanced operator evidence:
+  variation admitted one native-valid `color` child with no structural gain
+  (reward .5); machinery admitted one native-valid `data-layout` child with a
+  measured gain (reward 1.0); and exchange admitted native-valid
+  `environment-graft` and `lineage-crossover` children with measured gains
+  (reward 1.0 each). The one-sample/two-sample leads are exploration evidence,
+  not a settled ranking. The next adaptive arm is machinery, while the three
+  mandatory baseline proposals remain in every batch.
+  Exact mutation requests now have a separate causal outcome model. It tracks
+  all 16 allowlisted PieceVM operations, distinguishing the requested mutation
+  from the operation that actually ran. Each bounded record contains native
+  validity, admission, and positive deltas across functions, arguments,
+  layouts, layout bytes, memory, senses, transforms, and inherited capability
+  lineage; a mature native phenotype score is attached later by exact child
+  identity. Unavailable requests receive no fallback credit. Per-family UCB1
+  chooses the next exact request, so previously untried operations get first
+  refusal while successful operations can be revisited. The model retains at
+  most 384 causal trials in `pieceVm.outcomeModel` and is committed with the
+  farm state. It only chooses what to propose: parsing, behavioral difference,
+  native 64/128/256 proof, niche admission, and the mandatory family schedule
+  remain authoritative. The top mission ticker names the exact next operation.
+  Live Git commit `83157fe` preserves the first five request/outcome records.
+  Three are exact native-valid admissions with measured gains:
+  `data-layout` added one layout and 256 layout bytes;
+  `lineage-crossover` added three transforms; and `environment-graft` added one
+  layout, 256 layout bytes, and one inherited capability. A requested
+  `argument-function-graft` and an earlier crossover were unavailable on their
+  selected parents and correctly received no fallback credit. The current next
+  exact machinery request is `function-graft`, visible on the upper board.
+  Exact choice is now parent-compatible rather than a one-shot request followed
+  by an unrelated random fallback. For each scheduled family, UCB1 supplies a
+  complete ordered preference list. The nursery filters that list through the
+  selected parent's compiled structural affordances and asks for the first
+  feasible operation. The original top preference, feasible request, and
+  actual operation are all retained. A compatibility miss counts as a zero
+  exposure for the unavailable preference, while the feasible operation may
+  receive its own verified outcome credit. This makes an incompatible
+  parent/operation pair lose priority without hiding it, and it prevents an
+  unseen but impossible operation from remaining at infinite UCB forever.
+  Live Git commit `df01c08` proves the three-part compatibility record. On
+  parent `0e34d521915e`, the model preferred `argument-function-graft`; the
+  compiled affordance filter selected `data-layout`; `data-layout` actually
+  executed, passed native verification, was admitted as `25697cc08559`, and
+  added one layout plus 256 layout bytes. The record has
+  `compatibilityFallback:true` and `honored:true`: the unavailable preference
+  receives a miss while the feasible causal request receives outcome credit.
+  Multi-step development is measured by five retained capabilities rather than
+  mutation names: named memory (a nonempty data layout), temporal memory (at
+  least four memory operations), abstraction (functions plus arguments),
+  sensing, and ecological inheritance. Every candidate receives a before/after
+  five-bit fingerprint with gained, lost, and retained capability sets. One
+  evolution in four is a curriculum lane: a non-regressing breadth increase may
+  outrank the one-step UCB pair. The other three evolutions keep UCB priority,
+  so curriculum cannot erase exploration or controls. Native verification and
+  ordinary admission remain mandatory. At most 192 curriculum outcomes are
+  stored under `pieceVm.curriculum`; mature native phenotype evidence is joined
+  later by exact child id. The upper board shows `CUR*` during the curriculum
+  lane and `CUR Bn/5` plus the champion's five-bit signature.
+  Git commit `c959f28` contains the first curriculum-led admission:
+  `environment-graft` took parent `bcc546420072` from `00110` to `10111`,
+  retaining abstraction+sensing while adding named memory+ecological
+  inheritance. The first implementation revealed that an ordinary next
+  admission could replace the visible champion with a narrower branch, so the
+  lane now explicitly chains from the broadest resident. On each curriculum
+  cycle only the fourth proposal becomes `curriculum-chain`; it uses that
+  resident and targets its first missing capability. The first three family
+  baselines remain variation, machinery, and exchange. Curriculum trials are
+  excluded from parent/family UCB rewards, but still inform exact-operation
+  outcomes and curriculum evidence.
+  The chain parent is chosen by breadth, then target/register compatibility,
+  then register and instruction headroom. This avoids selecting an older but
+  saturated breadth-four branch when a breadth-four branch can actually afford
+  its missing operation. During `CUR*`, the explicit `curriculum-chain`
+  candidate owns the first native verification attempt; if it fails proof or
+  admission, the remaining ordinary candidates may still proceed.
+  Git commit `1e4bd75` proves the first complete chained specimen. Compatible
+  parent `ba94a8f74025` began at `11101`; the reserved lane targeted sensing,
+  requested and executed `sense-graft`, passed all three native resolutions on
+  the first verification attempt, retained named memory+temporal memory+
+  abstraction+ecology, and admitted `6afe3abc92ca` at `11111` (5/5). The
+  complete resident remains the displayed curriculum champion even as ordinary
+  UCB admissions continue on other branches.
+  When no active margin probe reserves C1, the broadest verified curriculum
+  resident now occupies that 256-square embodiment slot with role
+  `curriculum`. This exposes the compound program to native health/phenotype
+  sampling and musigraph sonification rather than leaving completion only in
+  Git metadata. An active exact probe still has priority over C1.
+  Live verification placed `6afe3abc92ca` at C1/256 with role `curriculum`.
+  It matured to 15 exact native reports over 212 seconds, phenotype score
+  0.5831, positive bounded selection bias +0.00998, and one audible musigraph
+  voice while ordinary admissions continued.
+- Press `I` or `Return` (Xbox south/A) to toggle a selected resident into a
+  centered 1:1 view on the bottom display. Its 32, 64, 128, or 256 backing
+  pixels are copied without scaling, cropping, labels, or filtering. Arrow keys
+  and the Xbox d-pad select; `Escape` or Xbox east/B returns to the fixed wall.
+- The native membrane rotates mutable Groove state back to the authority. A
+  controlled post-scheduler restart replay preserved specimen `f0933877df42`,
+  advanced its sequence-pass counter from 6,712 to 7,009, and retained
+  protected hash `79aa74ef`.
+- The top board reads actual history ancestry: edition count, abbreviated Git
+  HEAD, and the last committed iteration. A live crossing advanced edition
+  140 / `e54c5979` at iteration 194,768 to edition 141 / `c37f9bb2` at
+  iteration 196,625; `git rev-parse` and the loopback snapshot agreed.
+
+Latest local gate: 112/112 Node tests pass; the native build is warning-clean
+under strict C11 `-Werror`, and its sonic/raster replay self-test passes. The
+live native membrane consumes all 102 scoreboard fields.
+The display authority uses a three-second stale-data grace window so a single
+250 ms loopback poll miss cannot flash a false disconnect banner over a valid
+board.
+
+The musigraph now uses a deep-night Dorian map from a 6.875 Hz fundamental,
+two octaves below its earlier voice map. Five voices derive one of four smooth timbral families from
+resident memory, add separately phased sub and second-partial components, and
+pan from stable tile position plus measured color axis. Frequency, gain, pan,
+sub, overtone, and wavetable changes remain interpolated in the audio callback;
+the existing soft saturation and click-free transient envelopes remain in
+force. The top spectrum is measured from those actual synthesized partials.
+The kiosk now defaults its own Piecefarm stream to 42% rather than 115%; the
+current tower analog Line Out sink is 38% for the quieter night session.
+AddressSanitizer and UndefinedBehaviorSanitizer pass locally (the Fedora host
+does not have the ASan runtime installed).
+
+## Quick verification
+
+```sh
+ssh jas-nzxt 'systemctl --user is-active piecefarm.service'
+ssh jas-nzxt 'curl -fsS http://127.0.0.1:8788/api/state | jq "{iteration, coverage, runtime, memory}"'
+ssh jas-nzxt 'journalctl --user -u piecefarm.service -n 20 --no-pager'
+ssh jas-nzxt 'env XDG_RUNTIME_DIR=/run/user/1000 wpctl status -n'
+```
+
+Never print service environment values or secret-bearing configuration while
+debugging. The OpenAI proposal/curation membrane remains capability-bounded and
+loopback-only.
diff --git a/experiments/intelligent-terrarium/PIXEL-GROOVE.md b/experiments/intelligent-terrarium/PIXEL-GROOVE.md
new file mode 100644
index 0000000000..fa4b8ed85f
--- /dev/null
+++ b/experiments/intelligent-terrarium/PIXEL-GROOVE.md
@@ -0,0 +1,146 @@
+# PixelGroove v1
+
+PixelGroove is Piecefarm's fixed native computer. A resident owns one
+`160×160×RGB24` visible substrate. The central field is mutable sensed media;
+the surrounding 16 concentric pixel rings are the record read by the VM.
+The field executes in one of four protected hardware profiles: Q `32²`, H
+`64²`, 1X `128²`, or 2X `256²`. The dashboard resamples only for presentation;
+verification and memory accounting happen at the recorded native resolution.
+
+## Machine constants
+
+- Record margin: 9,216 RGB pixels / 27,648 bytes.
+- Sequence: eight fixed 24-byte instruction slots.
+- Functions: 19 capability entries and 18 bounded 16-word micro-bodies. The
+  nineteenth entry is the verifier-owned `cellular` field rule and needs no
+  mutable micro-body.
+- Lifecycle: eight 16-word vectors (`boot`, `tick`, `reprobe`, `organized`,
+  `graft`, `terminal`, `zero`, `start`).
+- Sprites: four fixed 32×32 RGB banks.
+- Reader clock: eight logical needle slots per 30 Hz sequence cycle, or 240
+  VM ticks per second per resident.
+- No resident rest/hold state. Every occupied resident receives every cycle.
+- Native execution is bounded; there is no arbitrary machine code, allocation,
+  network instruction, or unbounded branch.
+- Hardware class and exact field byte extent are protected header values.
+- Every dashboard is a perfect 4×3 grid. Tile geometry is identical while the
+  actual pixel density exposes the unequal machines.
+
+The 240 Hz clock is virtual machine time, not a claim about host CPU MHz. The
+native absolute-deadline loop never grants extra instructions after a late host
+frame. Deadline misses belong in live telemetry; the program's computational
+budget does not expand or contract with browser scheduling or display refresh.
+
+## Linear record layout
+
+The byte stream walks each concentric ring clockwise, outermost to innermost.
+Each address below is an RGB-pixel address; multiply by three for a byte offset.
+
+| Track | Pixel range | Bytes | Authority |
+|---|---:|---:|---|
+| Header/superblock | 0–63 | 192 | protected |
+| Main sequence | 64–127 | 192 | protected |
+| Function directory | 128–191 | 192 | protected |
+| Function bodies | 192–479 | 864 | protected |
+| Projection bodies | 480–527 | 144 | protected |
+| Lifecycle vectors | 528–655 | 384 | protected |
+| Live reader state | 656–719 | 192 | mutable |
+| Four sprite banks | 720–4819 | 12,300 | mutable |
+| Candidate bodies | 4820–5107 | 864 | quarantined |
+| Canonical Lisp source | 5108–5299 | 576 | protected |
+| Sensory fringe | 5300–9215 | 11,748 | mutable/non-executable |
+
+The protected hash covers the header (with its checksum word zeroed), sequence, function directory and bodies,
+projection bodies, lifecycle vectors, and source track. Reader state, sprites,
+candidate bodies, and sensory fringe may evolve without invalidating the
+verified program.
+
+## Reader semantics
+
+The state track stores the program counter, active lifecycle vector, probe
+epoch, failed reprobes, completed sequence passes, projection generation, and
+physical needle pixel. The reader fetches instructions only from the sequence
+track. Function bodies and lifecycle handlers are resolved only through their
+fixed directories. Invalid magic, extent, version, checksum, opcode, body, or
+address quarantines the record.
+
+Health does not pause execution. A terminal observation vectors the reader to
+the record's terminal handler, which increments its failed-reprobe counter and
+calls its stored reprobe handler. Outside interventions likewise invoke the
+record's organized or graft vectors.
+
+## Pressing records
+
+Commands write new files and never target the running farm:
+
+```sh
+npm run groove -- start '(raster (shift 1 0) (edges))' --output specimen
+npm run groove -- start '(raster (line 0 0 127 127 255 0 90))' --profile double --output specimen-2x
+npm run groove -- zero --id blank-01 --output blank-01
+npm run groove -- inspect specimen.pgr
+npm run groove -- print specimen.pgr --output specimen.ppm
+npm run groove -- upconvert archive.json --output archive-pixel-groove-v1.json
+```
+
+`start` presses verified Lisp into a record. `zero` creates a valid blank record
+without erasing another record in place. `print` emits a portable 160×160 PPM
+whose margin pixels are the actual record bytes. Legacy archive restoration
+deterministically presses missing v1 records while preserving resident identity,
+parentage, generation, niche, iteration, and archive chronology.
+
+New stochastic proposals combine the archive's persisted PRNG word with the
+current synchronized Aesthetic Computer UTC millisecond when that authority is
+available. Both inputs and their provenance are pressed into the protected
+header. Offline creation uses persisted organism memory alone. Runtime fringe
+evolution additionally folds in resident identity, lifetime, prior fringe
+bytes, and the current authority tick, so repeated stochastic calls do not
+collapse into a globally shared sequence.
+
+The SDL reader posts one mutable groove back to the loopback server each
+second. Twelve residents therefore complete a persistence rotation every
+twelve seconds without blocking their 240 Hz readers. The dashboard reads the
+same per-record endpoint and renders the actual groove bytes around the real
+profile-sized center; it does not synthesize a decorative margin.
+
+## HP v2 rubric
+
+HP is a viability signal, not a beauty or quality score. An alive program gets
+a lifecycle state factor of `1.00` (`.42` dormant, `.08` collapsed, `.24`
+short-cycle flicker). Within that factor, 65% is a viability baseline, 20% is
+bounded response to the previous field, and 15% is spatial/variance
+differentiation. A `.75..1.00` continuity multiplier ramps over 90 healthy
+steps. Noise, temporal coherence, muddiness, colorfulness, novelty, and the
+verifier's aesthetic quality remain visible as independent traits and never
+subtract from HP.
+
+Intervention is not triggered by one HP sample. The oracle compares each
+resident with the current population median and median absolute deviation over
+sustained windows. A terminal cull additionally requires repeated failed
+reprobes. The dashboard draws HP as a black horizontal capacity bar filled
+red→orange→yellow→green, with a white population-cutoff tick. Exact values,
+traits, and the rubric remain available through the live runtime snapshot.
+
+## Materialization and density
+
+A blank record contains its fixed machine skeleton. `start` fills the protected
+sequence and source tracks. Execution then changes reader state, sprite banks,
+candidate bodies, and the sensory fringe; verified promotions can replace a
+bounded protected body and renew its checksum. Thus a groove can become more
+occupied and chromatically dense over time, but it cannot become larger.
+`inspect` reports occupied-pixel and occupied-byte density for the whole groove
+and every individual track so this growth is measurable rather than inferred
+from appearance.
+
+Every dashboard tile overlays a blinking white/pink reader pixel at the live
+`needlePixel` coordinate. Its position comes from native telemetry; the blink
+is only a legibility pulse and does not invent reader movement.
+
+The record itself remains byte-accurate RGB. A separate spectral key makes its
+tracks screen-legible without mutating those bytes: header red, sequence
+orange, functions yellow, bodies green, projection teal, lifecycle cyan, state
+blue, sprites violet, proposals purple, source pink, and fringe ivory. Browser
+tiles label every band and fill its rail by live occupied-pixel density; the
+compact SDL tiles use the same order and hues as an eleven-segment edge rail.
+At the tile's bottom edge, the only type is the last executed opcode; a
+three-pixel health bar sits immediately below it. Historical console lines and
+address/profile badges remain available as machine state but are not painted.
diff --git a/experiments/intelligent-terrarium/SCORE.md b/experiments/intelligent-terrarium/SCORE.md
new file mode 100644
index 0000000000..ebd9e35856
--- /dev/null
+++ b/experiments/intelligent-terrarium/SCORE.md
@@ -0,0 +1,126 @@
+# Score for Piecefarm / Sort Soup
+
+`jas-nzxt` is the Piecefarm. The upper display is its observatory board. The
+lower display is its living program population.
+
+The founding population inhabited the sorting type
+
+```text
+Vector<Int,n> -> SortedPermutation<Int,n>
+```
+
+The live population now also inhabits the bounded media type
+
+```text
+PixelGroove<160,RGB24,v1> -> RGBField<Q|H|1X|2X,u8>
+```
+
+This is not a claim that the JavaScript verifier implements dependent type
+theory. These are executable contracts checked by the reference evaluator:
+sort output must preserve the multiset, while a raster program must stay within
+its recorded field, instruction, operation, allocation, and protected-margin
+budgets.
+
+## Performance cycle
+
+1. Derive a bounded Lisp form from persisted PRNG state and synchronized AC UTC.
+2. Resolve it into the current sorting or raster language and hardware profile.
+3. Execute it on the deterministic verification suite.
+4. Reject any output that is not sorted or is not a permutation.
+5. Measure the actual comparison, write, swap, locality, and recursion trace.
+6. Place the behavior in the novelty archive.
+7. Press a verified raster candidate into a fixed PixelGroove record.
+8. Execute every addressed record continuously in the native margin VM and
+   project its temporal memory volume, rather than drawing a decorative icon.
+9. Retain a candidate only when it opens a behavioral niche or improves its resident.
+10. Accept outside LLM/prox candidates only through the proposal membrane.
+
+## Safety rule
+
+Outside models propose Lisp. They never receive a shell, an arbitrary network
+capability, a raw pointer, or authority to mutate the archive directly. A
+proposal is bounded, provenance-logged, parsed, checked, and executed by the
+same reference path as every grammar mutation.
+
+## Display contract
+
+- **Top / board:** large source, selection, novelty, coverage, verification,
+  resource behavior, origin, lineage, checkpoint countdown, and measured
+  display rate.
+- **Bottom / soup:** twelve fixed-address native organisms. Each tile is the
+  real 128² presentation membrane around a Q/H/1X/2X field and its actual
+  PixelGroove margin. An eight-slice temporal volume is projected through
+  resident camera/algebra cells as curved, ray, chamber, or height space. The
+  blinking needle is the live reader address. Small corner, HP, operation, and
+  console marks are telemetry rather than a decorative explanatory panel.
+- Both panels are halves of one native SDL3 stage spanning the detected
+  2560 × 2880 desktop. They draw into contiguous 640 × 360 CPU framebuffers
+  with AC-OS's embedded MatrixChunky8 glyphs, upload one 640 × 720 streaming
+  textures, and scale 4× with nearest-neighbor sampling. A geometry watchdog
+  restores the union bounds and stacking order. Chromium is not in the display
+  path. Frame pacing follows the slower detected display mode rather than a
+  fixed browser timer. Search state is sampled into the visible population at
+  one-second intervals, while native VM fields, projections, reader needles,
+  and HP bars continue independently.
+
+## Live memory and sound
+
+Each addressed resident owns one fixed 27,648-byte margin record, mutable
+reader/fringe/sprite tracks, and one profile-sized field. The reader executes at
+240 virtual slots/second. Projection algebra is bounded, verified, and promoted
+from quarantined candidate bodies; perspective camera matrices and projection
+generation live in the record's otherwise untouchable computational margin.
+
+Musigraph reads resident memory into smoothed 64-sample wavetables. AC UTC and
+60 BPM define eighth/quarter-note time; field energy, variance, spatial energy,
+life state, grid position, and listener distance determine pitch, texture,
+amplitude, percussion, and equal-power stereo pan. The live spectrum and active
+projection family are measured back onto the top board.
+
+Every 2,048 admitted evaluations creates a local Git edition containing only
+`archive.json` and `edition.json`. Mutable Groove state rotates back through the
+loopback authority before checkpoints, so Git history preserves lived reader
+state rather than merely regenerating organisms from source.
+
+## Next ecological niches
+
+Sorting is the founding verifier, not the farm's permanent ontology. Add
+families whose effects remain complete and cheap to record:
+
+1. cellular automata and reaction/diffusion rules;
+2. graph rewriting, lambda reduction, SK combinators, and register machines;
+3. exact integer sequences, modular systems, continued fractions, and small
+   Diophantine searches;
+4. pathfinding, spanning trees, union-find, flood fill, packing, and constraint
+   propagation;
+5. compression, suffix automata, L-systems, and grammar induction; and
+6. type-inhabitant search and proof-term normalization for the typed Lisp core.
+
+Every niche supplies its own verifier and behavior descriptor. Every execution
+also emits an effect ledger: reads, writes, allocation/high-water memory,
+emitted pixels and sound events, steps, termination, verifier result, and
+lineage. MAP-Elites retains quality per occupied cell; active novelty remains a
+separate distance from occupied behavior cells. No novelty score grants file,
+network, shell, or device authority.
+
+## Honest current limits
+
+- The Lisp is a bounded raster/sorting language, not general KidLisp,
+  self-hosted Lisp, homotopy type theory, or arbitrary native code.
+- Verification is deterministic reference execution plus properties and
+  protected-record hashes, not a proof-producing cubical type checker.
+- Evaluation remains JavaScript. Native execution is a fixed interpreter; it
+  does not pretend to be a verified self-JIT.
+- Novelty uses hand-chosen behavioral niches. HP measures runtime viability and
+  deliberately excludes aesthetic preference.
+- Eight CPU workers and a deterministic 64-proposal window currently sustain
+  roughly 45–51 mixed-resolution evaluations/second. Ordered admission makes
+  worker-count replay identical, but window tails still leave some CPU idle.
+- OpenAI vision reviews only high-change, low-noise retained fields. Its bounded
+  tags and recommendation enter specimen metadata and board telemetry; they do
+  not directly kill an organism or overwrite HP.
+- The RTX 3070 is occupied by the independent miner. Piecefarm uses it for SDL
+  presentation only; GPU search has no coexistence authority.
+- The API is intentionally loopback-only, and the dedicated Loopboy is the
+  caretaker/proposal route. Xbox/web visitation is still a later access gate,
+  not a public service.
diff --git a/experiments/intelligent-terrarium/bin/inspect-kiosk.mjs b/experiments/intelligent-terrarium/bin/inspect-kiosk.mjs
new file mode 100644
index 0000000000..8702918992
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/inspect-kiosk.mjs
@@ -0,0 +1,41 @@
+#!/usr/bin/env node
+import { mkdir, writeFile } from "node:fs/promises";
+import { resolve } from "node:path";
+
+const output = resolve(process.argv[2] || "/tmp/piecefarm-kiosk-qa");
+await mkdir(output, { recursive: true });
+
+function cdp(url, messages) {
+  return new Promise((resolveCdp, reject) => {
+    const socket = new WebSocket(url);
+    const results = new Map();
+    socket.addEventListener("open", () => messages.forEach((message, index) => socket.send(JSON.stringify({ id: index + 1, ...message }))));
+    socket.addEventListener("error", reject);
+    socket.addEventListener("message", (event) => {
+      const message = JSON.parse(event.data);
+      if (!message.id) return;
+      results.set(message.id, message.result || { error: message.error });
+      if (results.size === messages.length) { socket.close(); resolveCdp(messages.map((_, index) => results.get(index + 1))); }
+    });
+  });
+}
+
+const report = {};
+for (const [name, port] of [["board", 9222], ["soup", 9223]]) {
+  const [target] = await fetch(`http://127.0.0.1:${port}/json`).then((response) => response.json());
+  if (!target) throw new Error(`no ${name} Chrome target on ${port}`);
+  const [window, screenshot, metrics] = await cdp(target.webSocketDebuggerUrl, [
+    { method: "Browser.getWindowForTarget", params: { targetId: target.id } },
+    { method: "Page.captureScreenshot", params: { format: "png", captureBeyondViewport: false } },
+    { method: "Performance.getMetrics", params: {} },
+  ]);
+  await writeFile(resolve(output, `${name}.png`), Buffer.from(screenshot.data, "base64"));
+  report[name] = {
+    title: target.title,
+    url: target.url,
+    bounds: window.bounds,
+    metrics: Object.fromEntries((metrics.metrics || []).filter(({ name: key }) => ["Documents", "Frames", "JSEventListeners", "Nodes", "JSHeapUsedSize"].includes(key)).map(({ name: key, value }) => [key, value])),
+  };
+}
+
+console.log(JSON.stringify(report, null, 2));
diff --git a/experiments/intelligent-terrarium/bin/piece-vm-canary.mjs b/experiments/intelligent-terrarium/bin/piece-vm-canary.mjs
new file mode 100644
index 0000000000..0bea3c9319
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/piece-vm-canary.mjs
@@ -0,0 +1,27 @@
+#!/usr/bin/env node
+import { readFile, writeFile } from "node:fs/promises";
+import { resolve } from "node:path";
+import { fileURLToPath } from "node:url";
+import { compilePieceLisp, runPieceVm, verifyPieceProgram } from "../src/piece-vm.mjs";
+
+const here = resolve(fileURLToPath(new URL("..", import.meta.url)));
+const sourcePath = resolve(here, "examples/piece-vm-canary.lisp");
+const outputPath = resolve(process.argv[2] || "./piece-vm-canary.ppm");
+const frames = Number(process.argv[3] || 1);
+if (!Number.isInteger(frames) || frames < 1 || frames > 256) throw new TypeError("frames must be an integer in 1..256");
+const source = await readFile(sourcePath, "utf8");
+const program = compilePieceLisp(source, { resolution: 64 });
+const proof = verifyPieceProgram(program);
+if (!proof.valid) throw new Error(`PieceVM canary failed verification: ${proof.error}`);
+let result;
+for (let frame = 0; frame < frames; frame += 1) {
+  result = runPieceVm(program, { state: result?.state });
+  if (result.fault) throw new Error(`PieceVM canary fault on frame ${frame + 1}: ${result.fault}`);
+}
+const pixels = Buffer.from(result.state.buffers[result.state.front]);
+const output = outputPath.endsWith(".rgb") ? pixels : Buffer.concat([Buffer.from(`P6\n${program.resolution} ${program.resolution}\n255\n`), pixels]);
+await writeFile(outputPath, output);
+console.log(JSON.stringify({ outputPath, bytecodeHash: program.bytecodeHash,
+  traceHash: result.traceHash, frontHash: result.frontHash,
+  instructions: program.instructionCount, registers: program.registerCount, frames,
+  fuelUsed: result.fuelUsed, proof }, null, 2));
diff --git a/experiments/intelligent-terrarium/bin/piecefarm-probe b/experiments/intelligent-terrarium/bin/piecefarm-probe
new file mode 100755
index 0000000000..08770b1768
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/piecefarm-probe
@@ -0,0 +1,31 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+target="${1:-}"
+address="${2:-64}"
+requested_by="${3:-loopboy}"
+api="${PIECEFARM_API:-http://127.0.0.1:8788}"
+
+if [[ -z "$target" ]]; then
+  echo "usage: piecefarm-probe <A1..D3|specimen-id> [visible-address] [requested-by]" >&2
+  exit 2
+fi
+if [[ ! "$address" =~ ^[0-9]+$ ]] || ! (( address < 556 || (address >= 5300 && address < 5856) )); then
+  echo "address must be a visible core cell 0..555 or fringe cell 5300..5855" >&2
+  exit 2
+fi
+
+id="$target"
+if [[ "$target" =~ ^[A-D][1-3]$ ]]; then
+  id="$(curl --fail --silent "$api/api/state" | jq --arg address "$target" -r \
+    '.displayPrograms[] | select(.address == $address) | .id' | head -1)"
+fi
+if [[ ! "$id" =~ ^[a-f0-9]{12}$ ]]; then
+  echo "no visible Piecefarm resident resolves from '$target'" >&2
+  exit 3
+fi
+
+payload="$(jq -n --arg id "$id" --argjson address "$address" --arg requestedBy "$requested_by" \
+  '{id:$id,address:$address,requestedBy:$requestedBy}')"
+curl --fail --silent --show-error -X POST "$api/api/margin-probe" \
+  -H 'content-type: application/json' --data "$payload" | jq .
diff --git a/experiments/intelligent-terrarium/bin/pixel-groove.mjs b/experiments/intelligent-terrarium/bin/pixel-groove.mjs
new file mode 100644
index 0000000000..729247ad93
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/pixel-groove.mjs
@@ -0,0 +1,65 @@
+#!/usr/bin/env node
+import { readFile, writeFile } from "node:fs/promises";
+import { resolve } from "node:path";
+import { canonical } from "../src/canonical.mjs";
+import { evaluateRasterProgram, NoveltyArchive } from "../src/sort-soup.mjs";
+import { grooveHex, inspectPixelGroove, printPixelGroove, zeroPixelGroove } from "../src/pixel-groove.mjs";
+
+function option(name, fallback = null) {
+  const index = process.argv.indexOf(name);
+  return index < 0 ? fallback : process.argv[index + 1];
+}
+
+function positional() {
+  const values = [];
+  for (let index = 3; index < process.argv.length; index += 1) {
+    if (process.argv[index].startsWith("--")) { index += 1; continue; }
+    values.push(process.argv[index]);
+  }
+  return values;
+}
+
+async function writeRecord(prefix, groove, field = null) {
+  const target = resolve(prefix);
+  const record = inspectPixelGroove(groove);
+  await writeFile(`${target}.pgr`, groove, { mode: 0o600 });
+  await writeFile(`${target}.ppm`, printPixelGroove(groove, { field }), { mode: 0o600 });
+  await writeFile(`${target}.json`, `${canonical(record)}\n`, { mode: 0o600 });
+  return { record: `${target}.pgr`, print: `${target}.ppm`, map: `${target}.json` };
+}
+
+const command = process.argv[2];
+if (command === "start") {
+  const [source] = positional();
+  if (!source) throw new Error("usage: pixel-groove start '(raster ...)' [--output record]");
+  const candidate = evaluateRasterProgram(source, {
+    origin: option("--origin", "groove-press"), parent: option("--parent", null),
+    generation: Number(option("--generation", "0")), profile: option("--profile", "standard"),
+  });
+  const groove = Buffer.from(candidate.sample.groove, "hex");
+  console.log(JSON.stringify({ id: candidate.id, ...await writeRecord(option("--output", candidate.id), groove, Buffer.from(candidate.sample.rgb, "hex")) }, null, 2));
+} else if (command === "zero") {
+  const id = option("--id", "blank");
+  const groove = zeroPixelGroove({ id, parent: option("--parent", ""), generation: Number(option("--generation", "0")),
+    profile: option("--profile", "standard") });
+  console.log(JSON.stringify({ id, ...await writeRecord(option("--output", id), groove) }, null, 2));
+} else if (command === "print" || command === "inspect") {
+  const [input] = positional();
+  if (!input) throw new Error(`usage: pixel-groove ${command} record.pgr [--output record.ppm]`);
+  const groove = new Uint8Array(await readFile(resolve(input)));
+  const record = inspectPixelGroove(groove);
+  if (command === "print") await writeFile(resolve(option("--output", `${input}.ppm`)), printPixelGroove(groove), { mode: 0o600 });
+  console.log(JSON.stringify(record, null, 2));
+} else if (command === "upconvert") {
+  const [input] = positional();
+  const output = option("--output");
+  if (!input || !output) throw new Error("usage: pixel-groove upconvert archive.json --output archive-v1.json");
+  const archive = NoveltyArchive.fromJSON(JSON.parse(await readFile(resolve(input), "utf8")));
+  const converted = archive.toJSON();
+  await writeFile(resolve(output), `${canonical(converted)}\n`, { mode: 0o600 });
+  const records = converted.recent.filter((candidate) => candidate.domain === "raster" && candidate.grooveVersion === 1).length;
+  console.log(JSON.stringify({ input: resolve(input), output: resolve(output), records, schema: converted.schema }, null, 2));
+} else {
+  console.error("usage: pixel-groove start|zero|print|inspect|upconvert ...");
+  process.exitCode = 2;
+}
diff --git a/experiments/intelligent-terrarium/bin/place-kiosk.mjs b/experiments/intelligent-terrarium/bin/place-kiosk.mjs
new file mode 100644
index 0000000000..c573ea4c38
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/place-kiosk.mjs
@@ -0,0 +1,64 @@
+#!/usr/bin/env node
+
+function cdp(url, method, params = {}) {
+  return new Promise((resolveCdp, reject) => {
+    const socket = new WebSocket(url);
+    socket.addEventListener("open", () => socket.send(JSON.stringify({ id: 1, method, params })));
+    socket.addEventListener("error", reject);
+    socket.addEventListener("message", (event) => {
+      const message = JSON.parse(event.data);
+      if (message.id !== 1) return;
+      socket.close();
+      if (message.error) reject(new Error(message.error.message));
+      else resolveCdp(message.result);
+    });
+  });
+}
+
+const displays = [
+  { name: "board", port: 9222, left: 0, top: 0, fullscreen: false },
+  { name: "soup", port: 9223, left: 0, top: 1440, fullscreen: true },
+];
+
+const wait = (milliseconds) => new Promise((resolveWait) => setTimeout(resolveWait, milliseconds));
+
+async function findTarget(display) {
+  for (let attempt = 0; attempt < 80; attempt += 1) {
+    const targets = await fetch(`http://127.0.0.1:${display.port}/json`).then((response) => response.json());
+    const target = targets.find(({ type, url }) => type === "page" && new URL(url).pathname === `/${display.name}`);
+    if (target) return target;
+    await wait(100);
+  }
+  throw new Error(`no /${display.name} page target on port ${display.port}`);
+}
+
+async function place(display, target) {
+  const current = await cdp(target.webSocketDebuggerUrl, "Browser.getWindowForTarget", { targetId: target.id });
+  await cdp(target.webSocketDebuggerUrl, "Browser.setWindowBounds", {
+    windowId: current.windowId,
+    bounds: { windowState: "normal" },
+  });
+  await cdp(target.webSocketDebuggerUrl, "Browser.setWindowBounds", {
+    windowId: current.windowId,
+    bounds: { left: display.left, top: display.top, width: 2560, height: 1440 },
+  });
+  await wait(300);
+  if (display.fullscreen) {
+    await cdp(target.webSocketDebuggerUrl, "Browser.setWindowBounds", {
+      windowId: current.windowId,
+      bounds: { windowState: "fullscreen" },
+    });
+  }
+}
+
+const targets = new Map();
+for (const display of displays) targets.set(display.name, await findTarget(display));
+
+// Chrome applies its saved app-window placement shortly after the debugging
+// target appears. Place twice after navigation settles so that late restore
+// cannot move the scoreboard back off-screen during a service restart.
+await wait(1500);
+for (let pass = 0; pass < 2; pass += 1) {
+  for (const display of displays) await place(display, targets.get(display.name));
+  if (pass === 0) await wait(750);
+}
diff --git a/experiments/intelligent-terrarium/bin/reload-kiosk.mjs b/experiments/intelligent-terrarium/bin/reload-kiosk.mjs
new file mode 100644
index 0000000000..d3fd7e58c4
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/reload-kiosk.mjs
@@ -0,0 +1,23 @@
+#!/usr/bin/env node
+
+function reload(url) {
+  return new Promise((resolveReload, reject) => {
+    const socket = new WebSocket(url);
+    socket.addEventListener("open", () => socket.send(JSON.stringify({ id: 1, method: "Page.reload", params: { ignoreCache: true } })));
+    socket.addEventListener("error", reject);
+    socket.addEventListener("message", (event) => {
+      const message = JSON.parse(event.data);
+      if (message.id !== 1) return;
+      socket.close();
+      if (message.error) reject(new Error(message.error.message));
+      else resolveReload();
+    });
+  });
+}
+
+for (const port of [9222, 9223]) {
+  const targets = await fetch(`http://127.0.0.1:${port}/json`).then((response) => response.json());
+  const target = targets.find(({ type }) => type === "page");
+  if (!target) throw new Error(`no page target on ${port}`);
+  await reload(target.webSocketDebuggerUrl);
+}
diff --git a/experiments/intelligent-terrarium/bin/run-piecefarm-kiosk.sh b/experiments/intelligent-terrarium/bin/run-piecefarm-kiosk.sh
new file mode 100755
index 0000000000..55841d838a
--- /dev/null
+++ b/experiments/intelligent-terrarium/bin/run-piecefarm-kiosk.sh
@@ -0,0 +1,71 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+script_dir="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+project_dir="$(cd "$script_dir/.." && pwd)"
+state_dir="${PIECEFARM_STATE_DIR:-$HOME/.local/share/piecefarm}"
+port="${PIECEFARM_PORT:-8788}"
+
+mkdir -p "$state_dir" "$state_dir/qa"
+
+children=()
+stop() {
+  for pid in "${children[@]:-}"; do kill "$pid" 2>/dev/null || true; done
+  wait 2>/dev/null || true
+}
+trap stop EXIT INT TERM
+
+cd "$project_dir"
+node src/soup-server.mjs \
+  --port "$port" \
+  --cycle-ms "${PIECEFARM_CYCLE_MS:-250}" \
+  --workers "${PIECEFARM_WORKERS:-1}" \
+  --root "$state_dir/state" &
+children+=("$!")
+
+# The verified archive grows over the season; allow one bounded minute for
+# replay and SQLite rehydration before treating startup as failed.
+for _ in $(seq 1 600); do
+  if curl --fail --silent "http://127.0.0.1:$port/api/state" >/dev/null; then break; fi
+  sleep 0.1
+done
+curl --fail --silent "http://127.0.0.1:$port/api/state" >/dev/null
+
+# PaperWM treats each monitor as a scrolling workspace and competes with the
+# fixed two-panel kiosk. SDL owns both detected display bounds directly.
+if command -v gnome-extensions >/dev/null; then
+  gnome-extensions disable paperwm@paperwm.github.com >/dev/null 2>&1 || true
+fi
+
+make -s -C native
+SDL_VIDEODRIVER="${PIECEFARM_SDL_VIDEODRIVER:-x11}" \
+  native/piecefarm-sdl --port "$port" --snapshot-dir "$state_dir/qa" &
+children+=("$!")
+
+# Keep the terrarium on the tower's physical Line Out path. Select the ALC1220
+# port and then pin this one application stream back if WirePlumber moves it.
+route_piecefarm_audio() {
+  command -v pactl >/dev/null || return 0
+  local sink="${PIECEFARM_AUDIO_SINK:-alsa_output.pci-0000_09_00.4.analog-stereo}"
+  local port_name="${PIECEFARM_AUDIO_PORT:-analog-output-lineout}"
+  local stream_volume="${PIECEFARM_AUDIO_VOLUME:-42%}"
+  pactl set-sink-port "$sink" "$port_name" >/dev/null 2>&1 || true
+  for _ in $(seq 1 50); do
+    local input
+    input="$(pactl list sink-inputs 2>/dev/null | awk '
+      /^Sink Input #/ { id = substr($3, 2) }
+      /application.name = "piecefarm-sdl"/ { print id; exit }
+    ')"
+    if [[ -n "$input" ]]; then
+      pactl move-sink-input "$input" "$sink" >/dev/null
+      pactl set-sink-input-volume "$input" "$stream_volume" >/dev/null
+      echo "Piecefarm audio: $input -> $sink / $port_name @ $stream_volume"
+      return 0
+    fi
+    sleep 0.1
+  done
+  echo "Piecefarm audio: stream did not appear" >&2
+}
+route_piecefarm_audio &
+
+wait -n "${children[@]}"
diff --git a/experiments/intelligent-terrarium/deploy/piecefarm.service b/experiments/intelligent-terrarium/deploy/piecefarm.service
new file mode 100644
index 0000000000..b2ec392e11
--- /dev/null
+++ b/experiments/intelligent-terrarium/deploy/piecefarm.service
@@ -0,0 +1,25 @@
+[Unit]
+Description=Piecefarm Lisp Soup observatory
+After=graphical-session.target network-online.target
+Wants=network-online.target
+
+[Service]
+Type=simple
+WorkingDirectory=%h/piecefarm/experiments/intelligent-terrarium
+Environment=DISPLAY=:0
+Environment=XDG_RUNTIME_DIR=/run/user/1000
+Environment=DBUS_SESSION_BUS_ADDRESS=unix:path=/run/user/1000/bus
+Environment=PIECEFARM_STATE_DIR=%h/.local/share/piecefarm
+EnvironmentFile=-%h/.config/piecefarm/env
+ExecStart=%h/piecefarm/experiments/intelligent-terrarium/bin/run-piecefarm-kiosk.sh
+Restart=on-failure
+RestartSec=3
+TimeoutStopSec=15
+KillMode=control-group
+NoNewPrivileges=true
+PrivateTmp=true
+MemoryHigh=1800M
+MemoryMax=2048M
+
+[Install]
+WantedBy=default.target
diff --git a/experiments/intelligent-terrarium/examples/piece-vm-canary.lisp b/experiments/intelligent-terrarium/examples/piece-vm-canary.lisp
new file mode 100644
index 0000000000..0cbb48728b
--- /dev/null
+++ b/experiments/intelligent-terrarium/examples/piece-vm-canary.lisp
@@ -0,0 +1,83 @@
+(piece
+  (jump main)
+
+  (label branch)
+  (triangle3 back origin stem wing 76 220 255)
+  (line3 back origin stem 255 92 188)
+  (less more one depth)
+  (jump-if more children)
+  (return)
+
+  (label children)
+  (push depth)
+  (sub depth depth one)
+
+  (push-transform)
+  (translate stem.x stem.y stem.z)
+  (rotate-z turn-left)
+  (rotate-y yaw)
+  (call branch)
+  (pop-transform)
+
+  (push-transform)
+  (translate stem.x stem.y stem.z)
+  (rotate-z turn-right)
+  (rotate-x pitch)
+  (call branch)
+  (pop-transform)
+
+  (pop depth)
+  (return)
+
+  (label main)
+  (vec3 origin 0 0 0)
+  (vec3 stem (ratio 3 8) 0 0)
+  (vec3 wing (ratio 3 16) (ratio 1 10) (ratio 1 20))
+  (constant one 1)
+  (constant depth 6)
+  (constant turn-left (ratio 1 11))
+  (constant turn-right (ratio -1 9))
+  (constant yaw (ratio 1 37))
+  (constant pitch (ratio 1 43))
+  (constant gx 3)
+  (constant gy 3)
+  (constant advance 6)
+  (constant scene-x (ratio -3 5))
+  (constant scene-y (ratio -1 4))
+  (constant scene-z (ratio 1 4))
+  (constant camera 2)
+  (constant memory-zero 0)
+  (constant speed (ratio 1 256))
+  (load8 tick memory-zero)
+  (add tick tick one)
+  (store8 memory-zero tick)
+  (mul phase tick speed)
+
+  (clear back 5 8 18)
+  (glyph back 65 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 67 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 32 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 80 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 73 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 69 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 67 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 69 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 86 gx gy 240 248 255)
+  (add gx gx advance)
+  (glyph back 77 gx gy 240 248 255)
+
+  (perspective camera)
+  (identity)
+  (translate scene-x scene-y scene-z)
+  (rotate-y phase)
+  (call branch)
+  (swap)
+  (halt))
diff --git a/experiments/intelligent-terrarium/native/Makefile b/experiments/intelligent-terrarium/native/Makefile
new file mode 100644
index 0000000000..ff8fd83d28
--- /dev/null
+++ b/experiments/intelligent-terrarium/native/Makefile
@@ -0,0 +1,23 @@
+CC ?= cc
+CFLAGS ?= -O2 -g
+CFLAGS += -std=c11 -Wall -Wextra -Wpedantic $(EXTRA_CFLAGS) $(shell pkg-config --cflags sdl3)
+LDLIBS += $(shell pkg-config --libs sdl3) -lm -pthread
+
+.PHONY: all clean test
+
+all: piecefarm-sdl piece-vm-runner
+
+test: piecefarm-sdl
+	./piecefarm-sdl --self-test
+
+piece-vm-runner: piece-vm-runner.c piece-vm-native.h
+	$(CC) $(CFLAGS) -o $@ piece-vm-runner.c -lm
+
+piece-vm-native.o: piece-vm-runner.c piece-vm-native.h
+	$(CC) $(CFLAGS) -DPIECE_VM_LIBRARY -c -o $@ piece-vm-runner.c
+
+piecefarm-sdl: piecefarm-sdl.c font-matrix-chunky8.h piece-vm-native.o
+	$(CC) $(CFLAGS) -o $@ piecefarm-sdl.c piece-vm-native.o $(LDLIBS)
+
+clean:
+	$(RM) piecefarm-sdl piece-vm-runner piece-vm-native.o
diff --git a/experiments/intelligent-terrarium/native/font-matrix-chunky8.h b/experiments/intelligent-terrarium/native/font-matrix-chunky8.h
new file mode 100644
index 0000000000..66cd949b06
--- /dev/null
+++ b/experiments/intelligent-terrarium/native/font-matrix-chunky8.h
@@ -0,0 +1,216 @@
+// Auto-generated from MatrixChunky8.bdf — do not edit
+// Generated by bdf-to-c.sh
+
+#ifndef AC_FONT_MATRIX_CHUNKY8_H
+#define AC_FONT_MATRIX_CHUNKY8_H
+
+#include <stdint.h>
+
+#define MATRIX_CHUNKY8_MAX_W 16
+#define MATRIX_CHUNKY8_MAX_H 16
+
+typedef struct {
+    uint8_t width;      // glyph pixel width (BBX w)
+    uint8_t height;     // glyph pixel height (BBX h)
+    int8_t  xoff;       // x offset from origin
+    int8_t  yoff;       // y offset from baseline
+    uint8_t dwidth;     // advance width (device width)
+    uint8_t rows[MATRIX_CHUNKY8_MAX_H]; // bitmap rows (MSB = leftmost pixel)
+} BDFGlyph;
+
+static const int matrix_chunky8_ascent = 8;
+
+static const BDFGlyph matrix_chunky8_glyphs[95] = {
+    //   (32) — 1px wide
+    {1, 1, 0, 0, 2, {0x00}},
+    // ! (33) — 1px wide
+    {1, 7, 0, 1, 2, {0x80, 0x80, 0x80, 0x80, 0x00, 0x80, 0x80}},
+    // " (34) — 3px wide
+    {3, 2, 0, 6, 4, {0xA0, 0xA0}},
+    // # (35) — 5px wide
+    {5, 7, 0, 1, 6, {0x50, 0x50, 0xF8, 0x50, 0xF8, 0x50, 0x50}},
+    // $ (36) — 3px wide
+    {3, 7, 0, 1, 4, {0x40, 0xE0, 0x80, 0xE0, 0x20, 0xE0, 0x40}},
+    // % (37) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0x20, 0x40, 0x80, 0xA0, 0xA0}},
+    // & (38) — 4px wide
+    {4, 7, 0, 1, 5, {0xE0, 0xA0, 0xA0, 0xE0, 0x50, 0xB0, 0xD0}},
+    // ' (39) — 1px wide
+    {1, 3, 0, 5, 2, {0x80, 0x80, 0x80}},
+    // ( (40) — 2px wide
+    {2, 7, 0, 1, 3, {0x40, 0x40, 0x80, 0x80, 0x80, 0x40, 0x40}},
+    // ) (41) — 2px wide
+    {2, 7, 0, 1, 3, {0x80, 0x80, 0x40, 0x40, 0x40, 0x80, 0x80}},
+    // * (42) — 5px wide
+    {5, 4, 0, 2, 6, {0x20, 0xF8, 0x50, 0xA8}},
+    // + (43) — 3px wide
+    {3, 3, 0, 3, 4, {0x40, 0xE0, 0x40}},
+    // , (44) — 1px wide
+    {1, 2, 0, 1, 2, {0x80, 0x80}},
+    // - (45) — 3px wide
+    {3, 1, 0, 4, 4, {0xE0}},
+    // . (46) — 1px wide
+    {1, 1, 0, 1, 2, {0x80}},
+    // / (47) — 3px wide
+    {3, 7, 0, 1, 4, {0x20, 0x20, 0x40, 0x40, 0x40, 0x80, 0x80}},
+    // 0 (48) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // 1 (49) — 3px wide
+    {3, 7, 0, 1, 4, {0x40, 0xC0, 0x40, 0x40, 0x40, 0x40, 0xE0}},
+    // 2 (50) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x20, 0x20, 0xE0, 0x80, 0x80, 0xE0}},
+    // 3 (51) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x20, 0x20, 0xE0, 0x20, 0x20, 0xE0}},
+    // 4 (52) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xE0, 0x20, 0x20, 0x20}},
+    // 5 (53) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x80, 0x80, 0xE0, 0x20, 0x20, 0xE0}},
+    // 6 (54) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x80, 0x80, 0xE0, 0xA0, 0xA0, 0xE0}},
+    // 7 (55) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x20, 0x20, 0x20, 0x20, 0x20, 0x20}},
+    // 8 (56) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0xA0, 0xA0, 0xE0}},
+    // 9 (57) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0x20, 0x20, 0xE0}},
+    // : (58) — 1px wide
+    {1, 3, 0, 3, 2, {0x80, 0x00, 0x80}},
+    // ; (59) — 1px wide
+    {1, 5, 0, 1, 2, {0x80, 0x00, 0x00, 0x80, 0x80}},
+    // < (60) — 3px wide
+    {3, 5, 0, 2, 4, {0x20, 0x40, 0x80, 0x40, 0x20}},
+    // = (61) — 3px wide
+    {3, 3, 0, 3, 4, {0xE0, 0x00, 0xE0}},
+    // > (62) — 3px wide
+    {3, 5, 0, 2, 4, {0x80, 0x40, 0x20, 0x40, 0x80}},
+    // ? (63) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0x20, 0x60, 0x40, 0x00, 0x40}},
+    // @ (64) — 4px wide
+    {4, 7, 0, 1, 5, {0xF0, 0x90, 0x90, 0xB0, 0xB0, 0x80, 0xE0}},
+    // A (65) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0xA0, 0xA0, 0xA0}},
+    // B (66) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xC0, 0xA0, 0xA0, 0xE0}},
+    // C (67) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0x80, 0x80, 0x80, 0xA0, 0xE0}},
+    // D (68) — 3px wide
+    {3, 7, 0, 1, 4, {0xC0, 0xA0, 0xA0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // E (69) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x80, 0x80, 0xE0, 0x80, 0x80, 0xE0}},
+    // F (70) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x80, 0x80, 0xE0, 0x80, 0x80, 0x80}},
+    // G (71) — 4px wide
+    {4, 7, 0, 1, 5, {0xE0, 0x80, 0x80, 0xB0, 0x90, 0x90, 0xF0}},
+    // H (72) — 4px wide
+    {4, 7, 0, 1, 5, {0x90, 0x90, 0x90, 0xF0, 0x90, 0x90, 0x90}},
+    // I (73) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x40, 0x40, 0x40, 0x40, 0x40, 0xE0}},
+    // J (74) — 3px wide
+    {3, 7, 0, 1, 4, {0x20, 0x20, 0x20, 0x20, 0xA0, 0xA0, 0xE0}},
+    // K (75) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xC0, 0xA0, 0xA0, 0xA0}},
+    // L (76) — 3px wide
+    {3, 7, 0, 1, 4, {0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0xE0}},
+    // M (77) — 5px wide
+    {5, 7, 0, 1, 6, {0x88, 0xD8, 0xA8, 0xA8, 0x88, 0x88, 0x88}},
+    // N (78) — 4px wide
+    {4, 7, 0, 1, 5, {0x90, 0x90, 0xD0, 0xB0, 0x90, 0x90, 0x90}},
+    // O (79) — 4px wide
+    {4, 7, 0, 1, 5, {0xF0, 0x90, 0x90, 0x90, 0x90, 0x90, 0xF0}},
+    // P (80) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0x80, 0x80, 0x80}},
+    // Q (81) — 4px wide
+    {4, 7, 0, 1, 5, {0xF0, 0x90, 0x90, 0x90, 0xB0, 0xA0, 0xD0}},
+    // R (82) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xC0, 0xA0, 0xA0, 0xA0}},
+    // S (83) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0xA0, 0x80, 0xE0, 0x20, 0xA0, 0xE0}},
+    // T (84) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x40, 0x40, 0x40, 0x40, 0x40, 0x40}},
+    // U (85) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // V (86) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xA0, 0xA0, 0xE0, 0x40}},
+    // W (87) — 5px wide
+    {5, 7, 0, 1, 6, {0xA8, 0xA8, 0xA8, 0xA8, 0xA8, 0xF8, 0x50}},
+    // X (88) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0x40, 0xA0, 0xA0, 0xA0}},
+    // Y (89) — 3px wide
+    {3, 7, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xE0, 0x40, 0x40, 0x40}},
+    // Z (90) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x20, 0x20, 0x40, 0x80, 0x80, 0xE0}},
+    // [ (91) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x80, 0x80, 0x80, 0x80, 0x80, 0xE0}},
+    // \ (92) — 3px wide
+    {3, 7, 0, 1, 4, {0x80, 0x80, 0x40, 0x40, 0x40, 0x20, 0x20}},
+    // ] (93) — 3px wide
+    {3, 7, 0, 1, 4, {0xE0, 0x20, 0x20, 0x20, 0x20, 0x20, 0xE0}},
+    // ^ (94) — 3px wide
+    {3, 3, 0, 5, 4, {0x40, 0xE0, 0xA0}},
+    // _ (95) — 3px wide
+    {3, 1, 0, 1, 4, {0xE0}},
+    // ` (96) — 2px wide
+    {2, 2, 0, 6, 3, {0x80, 0x40}},
+    // a (97) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0x20, 0xE0, 0xA0, 0xE0}},
+    // b (98) — 3px wide
+    {3, 7, 0, 1, 4, {0x80, 0x80, 0xE0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // c (99) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0x80, 0x80, 0x80, 0xE0}},
+    // d (100) — 3px wide
+    {3, 7, 0, 1, 4, {0x20, 0x20, 0xE0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // e (101) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0xA0, 0xE0, 0x80, 0xE0}},
+    // f (102) — 3px wide
+    {3, 7, 0, 1, 4, {0x60, 0x40, 0x40, 0xE0, 0x40, 0x40, 0x40}},
+    // g (103) — 3px wide
+    {3, 6, 0, 0, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0x20, 0x60}},
+    // h (104) — 3px wide
+    {3, 7, 0, 1, 4, {0x80, 0x80, 0xE0, 0xA0, 0xA0, 0xA0, 0xA0}},
+    // i (105) — 3px wide
+    {3, 6, 0, 1, 4, {0x40, 0x00, 0xC0, 0x40, 0x40, 0xE0}},
+    // j (106) — 3px wide
+    {3, 7, 0, 0, 4, {0x20, 0x00, 0x20, 0x20, 0x20, 0xA0, 0xE0}},
+    // k (107) — 3px wide
+    {3, 7, 0, 1, 4, {0x80, 0x80, 0xA0, 0xA0, 0xC0, 0xA0, 0xA0}},
+    // l (108) — 3px wide
+    {3, 7, 0, 1, 4, {0xC0, 0x40, 0x40, 0x40, 0x40, 0x40, 0xE0}},
+    // m (109) — 5px wide
+    {5, 5, 0, 1, 6, {0xF8, 0xA8, 0xA8, 0xA8, 0xA8}},
+    // n (110) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xA0, 0xA0}},
+    // o (111) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // p (112) — 3px wide
+    {3, 6, 0, 0, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0x80, 0x80}},
+    // q (113) — 3px wide
+    {3, 6, 0, 0, 4, {0xE0, 0xA0, 0xA0, 0xE0, 0x20, 0x20}},
+    // r (114) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0x80, 0x80, 0x80, 0x80}},
+    // s (115) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0x80, 0xE0, 0x20, 0xE0}},
+    // t (116) — 3px wide
+    {3, 7, 0, 1, 4, {0x40, 0x40, 0xE0, 0x40, 0x40, 0x40, 0x60}},
+    // u (117) — 3px wide
+    {3, 5, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xA0, 0xE0}},
+    // v (118) — 3px wide
+    {3, 5, 0, 1, 4, {0xA0, 0xA0, 0xA0, 0xE0, 0x40}},
+    // w (119) — 5px wide
+    {5, 5, 0, 1, 6, {0xA8, 0xA8, 0xA8, 0xF8, 0x50}},
+    // x (120) — 3px wide
+    {3, 5, 0, 1, 4, {0xA0, 0xA0, 0x40, 0xA0, 0xA0}},
+    // y (121) — 3px wide
+    {3, 6, 0, 0, 4, {0xA0, 0xA0, 0xA0, 0xE0, 0x20, 0x60}},
+    // z (122) — 3px wide
+    {3, 5, 0, 1, 4, {0xE0, 0x20, 0x40, 0x80, 0xE0}},
+    // { (123) — 3px wide
+    {3, 7, 0, 1, 4, {0x60, 0x40, 0x40, 0xC0, 0x40, 0x40, 0x60}},
+    // | (124) — 1px wide
+    {1, 7, 0, 1, 2, {0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80}},
+    // } (125) — 3px wide
+    {3, 7, 0, 1, 4, {0xC0, 0x40, 0x40, 0x60, 0x40, 0x40, 0xC0}},
+    // ~ (126) — 3px wide
+    {3, 2, 0, 3, 4, {0x60, 0xC0}},
+};
+
+#endif
diff --git a/experiments/intelligent-terrarium/native/piece-vm-native.h b/experiments/intelligent-terrarium/native/piece-vm-native.h
new file mode 100644
index 0000000000..b4ded425ee
--- /dev/null
+++ b/experiments/intelligent-terrarium/native/piece-vm-native.h
@@ -0,0 +1,17 @@
+#ifndef PIECE_VM_NATIVE_H
+#define PIECE_VM_NATIVE_H
+
+#include <stdbool.h>
+#include <stddef.h>
+#include <stdint.h>
+
+typedef struct PieceVmNative PieceVmNative;
+
+PieceVmNative *piece_vm_native_create(int resolution, const uint8_t *bytecode, size_t byte_count);
+bool piece_vm_native_set_senses(PieceVmNative *runtime, const uint8_t *senses, size_t count);
+bool piece_vm_native_step(PieceVmNative *runtime, int *fuel_used);
+const uint8_t *piece_vm_native_front(const PieceVmNative *runtime);
+int piece_vm_native_resolution(const PieceVmNative *runtime);
+void piece_vm_native_destroy(PieceVmNative *runtime);
+
+#endif
diff --git a/experiments/intelligent-terrarium/native/piece-vm-runner.c b/experiments/intelligent-terrarium/native/piece-vm-runner.c
new file mode 100644
index 0000000000..efc0df84e6
--- /dev/null
+++ b/experiments/intelligent-terrarium/native/piece-vm-runner.c
@@ -0,0 +1,360 @@
+#include <errno.h>
+#include <math.h>
+#include <stdbool.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+
+#include "piece-vm-native.h"
+
+#define VM_FIXED 65536
+#define VM_REGS 32
+#define VM_DATA 16384
+#define VM_MAX_CODE 512
+#define VM_MAX_STACK 256
+#define VM_MAX_CALL 32
+#define VM_MAX_XFORM 32
+#define VM_FUEL 1000000
+#define VM_SENSES 8
+#define VM_PI 3.14159265358979323846264338327950288
+
+typedef struct { uint8_t op, a, b, c; int32_t imm; } Instruction;
+typedef struct {
+    int side, front, back, frame;
+    int32_t registers[VM_REGS];
+    uint8_t data[VM_DATA];
+    uint8_t senses[VM_SENSES];
+    uint8_t *buffers[2];
+    double perspective;
+} Vm;
+
+static const char *glyphs[128] = {
+    [' ']="00000/00000/00000/00000/00000/00000/00000",
+    ['0']="01110/10001/10011/10101/11001/10001/01110", ['1']="00100/01100/00100/00100/00100/00100/01110",
+    ['2']="01110/10001/00001/00010/00100/01000/11111", ['3']="11110/00001/00001/01110/00001/00001/11110",
+    ['4']="00010/00110/01010/10010/11111/00010/00010", ['5']="11111/10000/10000/11110/00001/00001/11110",
+    ['6']="01110/10000/10000/11110/10001/10001/01110", ['7']="11111/00001/00010/00100/01000/01000/01000",
+    ['8']="01110/10001/10001/01110/10001/10001/01110", ['9']="01110/10001/10001/01111/00001/00001/01110",
+    ['A']="01110/10001/10001/11111/10001/10001/10001", ['B']="11110/10001/10001/11110/10001/10001/11110",
+    ['C']="01111/10000/10000/10000/10000/10000/01111", ['D']="11110/10001/10001/10001/10001/10001/11110",
+    ['E']="11111/10000/10000/11110/10000/10000/11111", ['F']="11111/10000/10000/11110/10000/10000/10000",
+    ['G']="01111/10000/10000/10111/10001/10001/01111", ['H']="10001/10001/10001/11111/10001/10001/10001",
+    ['I']="01110/00100/00100/00100/00100/00100/01110", ['J']="00001/00001/00001/00001/10001/10001/01110",
+    ['K']="10001/10010/10100/11000/10100/10010/10001", ['L']="10000/10000/10000/10000/10000/10000/11111",
+    ['M']="10001/11011/10101/10101/10001/10001/10001", ['N']="10001/11001/10101/10011/10001/10001/10001",
+    ['O']="01110/10001/10001/10001/10001/10001/01110", ['P']="11110/10001/10001/11110/10000/10000/10000",
+    ['Q']="01110/10001/10001/10001/10101/10010/01101", ['R']="11110/10001/10001/11110/10100/10010/10001",
+    ['S']="01111/10000/10000/01110/00001/00001/11110", ['T']="11111/00100/00100/00100/00100/00100/00100",
+    ['U']="10001/10001/10001/10001/10001/10001/01110", ['V']="10001/10001/10001/10001/10001/01010/00100",
+    ['W']="10001/10001/10001/10101/10101/10101/01010", ['X']="10001/10001/01010/00100/01010/10001/10001",
+    ['Y']="10001/10001/01010/00100/00100/00100/00100", ['Z']="11111/00001/00010/00100/01000/10000/11111",
+};
+
+static bool valid_region(int32_t immediate) {
+    uint32_t packed = (uint32_t)immediate;
+    uint32_t offset = packed & 0xffffu, length = packed >> 16;
+    return length > 0 && offset + length <= VM_DATA;
+}
+
+#ifndef PIECE_VM_LIBRARY
+static int nibble(char value) {
+    if (value >= '0' && value <= '9') return value - '0';
+    if (value >= 'a' && value <= 'f') return value - 'a' + 10;
+    if (value >= 'A' && value <= 'F') return value - 'A' + 10;
+    return -1;
+}
+
+static bool decode_hex(const char *hex, Instruction *code, int *count) {
+    size_t length = strlen(hex);
+    if (!length || length % 16 || length / 16 > VM_MAX_CODE) return false;
+    *count = (int)(length / 16);
+    for (int index = 0; index < *count; index++) {
+        uint8_t bytes[8];
+        for (int byte = 0; byte < 8; byte++) {
+            int high = nibble(hex[index * 16 + byte * 2]), low = nibble(hex[index * 16 + byte * 2 + 1]);
+            if (high < 0 || low < 0) return false;
+            bytes[byte] = (uint8_t)(high * 16 + low);
+        }
+        code[index] = (Instruction){bytes[0], bytes[1], bytes[2], bytes[3],
+            (int32_t)((uint32_t)bytes[4] | (uint32_t)bytes[5] << 8 | (uint32_t)bytes[6] << 16 | (uint32_t)bytes[7] << 24)};
+        if (code[index].op > 33 || code[index].a >= VM_REGS || code[index].b >= VM_REGS || code[index].c >= VM_REGS ||
+            (code[index].op == 31 && (code[index].imm < 0 || code[index].imm >= VM_SENSES)) ||
+            ((code[index].op == 32 || code[index].op == 33) && !valid_region(code[index].imm))) return false;
+    }
+    return true;
+}
+#endif
+
+static bool decode_bytes(const uint8_t *bytes, size_t length, Instruction *code, int *count) {
+    if (!bytes || !length || length % 8 || length / 8 > VM_MAX_CODE) return false;
+    *count = (int)(length / 8);
+    for (int index = 0; index < *count; index++) {
+        const uint8_t *at = bytes + index * 8;
+        code[index] = (Instruction){at[0], at[1], at[2], at[3],
+            (int32_t)((uint32_t)at[4] | (uint32_t)at[5] << 8 | (uint32_t)at[6] << 16 | (uint32_t)at[7] << 24)};
+        if (code[index].op > 33 || code[index].a >= VM_REGS || code[index].b >= VM_REGS || code[index].c >= VM_REGS ||
+            (code[index].op == 31 && (code[index].imm < 0 || code[index].imm >= VM_SENSES)) ||
+            ((code[index].op == 32 || code[index].op == 33) && !valid_region(code[index].imm))) return false;
+    }
+    return true;
+}
+
+static void identity(double *matrix) {
+    memset(matrix, 0, sizeof(double) * 16);
+    matrix[0] = matrix[5] = matrix[10] = matrix[15] = 1;
+}
+
+static void multiply(double *output, const double *left, const double *right) {
+    double next[16] = {0};
+    for (int row = 0; row < 4; row++) for (int column = 0; column < 4; column++)
+        for (int k = 0; k < 4; k++) next[row * 4 + column] += left[row * 4 + k] * right[k * 4 + column];
+    memcpy(output, next, sizeof(next));
+}
+
+static void transform(const double *matrix, double x, double y, double z, double *output) {
+    double point[4] = {x, y, z, 1};
+    for (int row = 0; row < 4; row++) {
+        output[row] = 0;
+        for (int k = 0; k < 4; k++) output[row] += matrix[row * 4 + k] * point[k];
+    }
+}
+
+static uint8_t *logical_buffer(Vm *vm, int selector) { return vm->buffers[selector == 0 ? vm->front : vm->back]; }
+
+static void paint(Vm *vm, int selector, int x, int y, uint32_t color) {
+    if (x < 0 || x >= vm->side || y < 0 || y >= vm->side) return;
+    int at = (y * vm->side + x) * 3;
+    uint8_t *buffer = logical_buffer(vm, selector);
+    buffer[at] = (uint8_t)(color >> 16); buffer[at + 1] = (uint8_t)(color >> 8); buffer[at + 2] = (uint8_t)color;
+}
+
+static void project(Vm *vm, const double *matrix, int base, int *x, int *y) {
+    double point[4];
+    transform(matrix, vm->registers[base] / (double)VM_FIXED, vm->registers[base + 1] / (double)VM_FIXED,
+        vm->registers[base + 2] / (double)VM_FIXED, point);
+    double depth = fmax(.1, vm->perspective + point[2]);
+    *x = (int)lround(vm->side / 2.0 + point[0] / depth * vm->side / 2.0);
+    *y = (int)lround(vm->side / 2.0 - point[1] / depth * vm->side / 2.0);
+}
+
+static int region(int side, double x, double y) {
+    return (x < 0 ? 1 : x >= side ? 2 : 0) | (y < 0 ? 4 : y >= side ? 8 : 0);
+}
+
+static bool clip_line(int side, int *ix0, int *iy0, int *ix1, int *iy1) {
+    double x0 = *ix0, y0 = *iy0, x1 = *ix1, y1 = *iy1;
+    for (int guard = 0; guard < 8; guard++) {
+        int c0 = region(side, x0, y0), c1 = region(side, x1, y1);
+        if (!(c0 | c1)) { *ix0 = (int)lround(x0); *iy0 = (int)lround(y0); *ix1 = (int)lround(x1); *iy1 = (int)lround(y1); return true; }
+        if (c0 & c1) return false;
+        int outside = c0 ? c0 : c1; double x, y;
+        if (outside & 8) { x = x0 + (x1 - x0) * (side - 1 - y0) / (y1 - y0); y = side - 1; }
+        else if (outside & 4) { x = x0 + (x1 - x0) * -y0 / (y1 - y0); y = 0; }
+        else if (outside & 2) { y = y0 + (y1 - y0) * (side - 1 - x0) / (x1 - x0); x = side - 1; }
+        else { y = y0 + (y1 - y0) * -x0 / (x1 - x0); x = 0; }
+        if (outside == c0) { x0 = x; y0 = y; } else { x1 = x; y1 = y; }
+    }
+    return false;
+}
+
+static bool line(Vm *vm, int selector, int x0, int y0, int x1, int y1, uint32_t color, int *fuel) {
+    if (!clip_line(vm->side, &x0, &y0, &x1, &y1)) return true;
+    int dx = abs(x1 - x0), sx = x0 < x1 ? 1 : -1, dy = -abs(y1 - y0), sy = y0 < y1 ? 1 : -1, error = dx + dy;
+    for (int guard = 0; guard <= vm->side * 2; guard++) {
+        if (--*fuel < 0) return false;
+        paint(vm, selector, x0, y0, color);
+        if (x0 == x1 && y0 == y1) return true;
+        int twice = 2 * error;
+        if (twice >= dy) { error += dy; x0 += sx; }
+        if (twice <= dx) { error += dx; y0 += sy; }
+    }
+    return false;
+}
+
+static int32_t safe_fixed(double value, bool *ok) {
+    if (!isfinite(value)) { *ok = false; return 0; }
+    if (value > INT32_MAX) return INT32_MAX;
+    if (value < INT32_MIN) return INT32_MIN;
+    return (int32_t)llround(value);
+}
+
+static void default_senses(Vm *vm) {
+    int frame = vm->frame;
+    vm->senses[0] = (uint8_t)(frame * 7);
+    vm->senses[1] = (uint8_t)((frame / 16 % 4) * 85);
+    vm->senses[2] = 255; vm->senses[3] = 128; vm->senses[4] = 192;
+    vm->senses[5] = 96; vm->senses[6] = 160; vm->senses[7] = (uint8_t)(frame * 29 + 17);
+}
+
+static bool run_frame(Vm *vm, const Instruction *code, int count, int *fuel_used) {
+    int pc = 0, fuel = VM_FUEL, calls[VM_MAX_CALL], call_count = 0, stack[VM_MAX_STACK], stack_count = 0, transform_count = 1;
+    double matrices[VM_MAX_XFORM][16]; bool halted = false, swapped = false, ok = true;
+    identity(matrices[0]);
+    while (!halted && ok) {
+        if (--fuel < 0 || pc < 0 || pc >= count) return false;
+        Instruction in = code[pc]; bool advance = true; int32_t *r = vm->registers;
+        switch (in.op) {
+            case 0: halted = true; break;
+            case 1: r[in.a] = in.imm; break;
+            case 2: r[in.a] = r[in.b]; break;
+            case 3: r[in.a] = safe_fixed((double)r[in.b] + r[in.c], &ok); break;
+            case 4: r[in.a] = safe_fixed((double)r[in.b] - r[in.c], &ok); break;
+            case 5: r[in.a] = safe_fixed((double)r[in.b] * r[in.c] / VM_FIXED, &ok); break;
+            case 6: if (!r[in.c]) return false; r[in.a] = safe_fixed((double)r[in.b] * VM_FIXED / r[in.c], &ok); break;
+            case 7: r[in.a] = r[in.b] < r[in.c] ? VM_FIXED : 0; break;
+            case 8: pc = in.imm; advance = false; break;
+            case 9: if (r[in.a]) { pc = in.imm; advance = false; } break;
+            case 10: if (call_count >= VM_MAX_CALL) return false; calls[call_count++] = pc + 1; pc = in.imm; advance = false; break;
+            case 11: if (!call_count) return false; pc = calls[--call_count]; advance = false; break;
+            case 12: {
+                if (in.a > 1 || fuel < vm->side * vm->side) return false;
+                fuel -= vm->side * vm->side; uint8_t *target = logical_buffer(vm, in.a);
+                for (int at = 0; at < vm->side * vm->side * 3; at += 3) { target[at] = in.imm >> 16; target[at + 1] = in.imm >> 8; target[at + 2] = in.imm; }
+                break;
+            }
+            case 13: paint(vm, in.a, r[in.b] / VM_FIXED, r[in.c] / VM_FIXED, (uint32_t)in.imm); break;
+            case 14: {
+                int character = (int)((uint32_t)in.imm >> 24); const char *pattern = character < 128 && glyphs[character] ? glyphs[character] : glyphs[' '];
+                int start_x = r[in.b] / VM_FIXED, start_y = r[in.c] / VM_FIXED;
+                if (fuel < 35) return false;
+                fuel -= 35;
+                for (int y = 0; y < 7; y++) for (int x = 0; x < 5; x++) if (pattern[y * 6 + x] == '1') paint(vm, in.a, start_x + x, start_y + y, (uint32_t)in.imm & 0xffffffu);
+                break;
+            }
+            case 15: if (swapped) return false; swapped = true; break;
+            case 16: identity(matrices[transform_count - 1]); break;
+            case 17: if (transform_count >= VM_MAX_XFORM) return false; memcpy(matrices[transform_count], matrices[transform_count - 1], sizeof(double) * 16); transform_count++; break;
+            case 18: if (transform_count <= 1) return false; transform_count--; break;
+            case 19: {
+                double matrix[16]; identity(matrix); matrix[3] = r[in.a] / (double)VM_FIXED; matrix[7] = r[in.b] / (double)VM_FIXED; matrix[11] = r[in.c] / (double)VM_FIXED;
+                multiply(matrices[transform_count - 1], matrices[transform_count - 1], matrix); break;
+            }
+            case 20: case 21: case 22: {
+                double angle = r[in.a] / (double)VM_FIXED * VM_PI * 2;
+                double sine = sin(angle), cosine = cos(angle), matrix[16];
+                identity(matrix);
+                if (in.op == 20) { matrix[5] = cosine; matrix[6] = -sine; matrix[9] = sine; matrix[10] = cosine; }
+                else if (in.op == 21) { matrix[0] = cosine; matrix[2] = sine; matrix[8] = -sine; matrix[10] = cosine; }
+                else { matrix[0] = cosine; matrix[1] = -sine; matrix[4] = sine; matrix[5] = cosine; }
+                multiply(matrices[transform_count - 1], matrices[transform_count - 1], matrix); break;
+            }
+            case 23: vm->perspective = fmax(.05, fabs(r[in.a] / (double)VM_FIXED)); break;
+            case 24: {
+                int z = (int)((uint32_t)in.imm >> 24); if (z >= VM_REGS) return false; double point[4];
+                transform(matrices[transform_count - 1], r[in.b] / (double)VM_FIXED, r[in.c] / (double)VM_FIXED, r[z] / (double)VM_FIXED, point);
+                double depth = fmax(.1, vm->perspective + point[2]);
+                paint(vm, in.a, (int)lround(vm->side / 2.0 + point[0] / depth * vm->side / 2.0), (int)lround(vm->side / 2.0 - point[1] / depth * vm->side / 2.0), (uint32_t)in.imm & 0xffffffu); break;
+            }
+            case 25: {
+                if (in.b + 2 >= VM_REGS || in.c + 2 >= VM_REGS) return false;
+                int x0, y0, x1, y1;
+                project(vm, matrices[transform_count - 1], in.b, &x0, &y0);
+                project(vm, matrices[transform_count - 1], in.c, &x1, &y1);
+                if (!line(vm, in.a, x0, y0, x1, y1, (uint32_t)in.imm, &fuel)) return false;
+                break;
+            }
+            case 26: {
+                int third = (int)((uint32_t)in.imm >> 24); if (in.b + 2 >= VM_REGS || in.c + 2 >= VM_REGS || third + 2 >= VM_REGS) return false;
+                int x[3], y[3];
+                project(vm, matrices[transform_count - 1], in.b, &x[0], &y[0]);
+                project(vm, matrices[transform_count - 1], in.c, &x[1], &y[1]);
+                project(vm, matrices[transform_count - 1], third, &x[2], &y[2]);
+                for (int edge = 0; edge < 3; edge++) {
+                    if (!line(vm, in.a, x[edge], y[edge], x[(edge + 1) % 3], y[(edge + 1) % 3], (uint32_t)in.imm & 0xffffffu, &fuel)) return false;
+                }
+                break;
+            }
+            case 27: if (stack_count >= VM_MAX_STACK) return false; stack[stack_count++] = r[in.a]; break;
+            case 28: if (!stack_count) return false; r[in.a] = stack[--stack_count]; break;
+            case 29: { int address = r[in.b] / VM_FIXED; if (address < 0 || address >= VM_DATA) return false; r[in.a] = vm->data[address] * VM_FIXED; break; }
+            case 30: { int address = r[in.a] / VM_FIXED; if (address < 0 || address >= VM_DATA) return false; vm->data[address] = (uint8_t)(r[in.b] / VM_FIXED); break; }
+            case 31: r[in.a] = (int32_t)(((uint32_t)vm->senses[in.imm] * VM_FIXED + 127) / 255); break;
+            case 32: {
+                uint32_t packed = (uint32_t)in.imm, offset = packed & 0xffffu, length = packed >> 16;
+                int index = r[in.b] / VM_FIXED;
+                if (index < 0 || (uint32_t)index >= length) return false;
+                r[in.a] = vm->data[offset + (uint32_t)index] * VM_FIXED;
+                break;
+            }
+            case 33: {
+                uint32_t packed = (uint32_t)in.imm, offset = packed & 0xffffu, length = packed >> 16;
+                int index = r[in.a] / VM_FIXED;
+                if (index < 0 || (uint32_t)index >= length) return false;
+                vm->data[offset + (uint32_t)index] = (uint8_t)(r[in.b] / VM_FIXED);
+                break;
+            }
+            default: return false;
+        }
+        if (advance) pc++;
+    }
+    if (!ok || !halted || !swapped || call_count || stack_count || transform_count != 1) return false;
+    int old_front = vm->front; vm->front = vm->back; vm->back = old_front; vm->frame++;
+    *fuel_used = VM_FUEL - fuel; return true;
+}
+
+struct PieceVmNative {
+    Vm vm;
+    Instruction code[VM_MAX_CODE];
+    int instruction_count;
+    bool external_senses;
+};
+
+PieceVmNative *piece_vm_native_create(int resolution, const uint8_t *bytecode, size_t byte_count) {
+    if (resolution != 32 && resolution != 64 && resolution != 128 && resolution != 256) return NULL;
+    PieceVmNative *runtime = calloc(1, sizeof(*runtime));
+    if (!runtime || !decode_bytes(bytecode, byte_count, runtime->code, &runtime->instruction_count)) { free(runtime); return NULL; }
+    runtime->vm.side = resolution; runtime->vm.front = 0; runtime->vm.back = 1; runtime->vm.perspective = 1;
+    size_t bytes = (size_t)resolution * resolution * 3;
+    runtime->vm.buffers[0] = calloc(bytes, 1); runtime->vm.buffers[1] = calloc(bytes, 1);
+    if (!runtime->vm.buffers[0] || !runtime->vm.buffers[1]) { piece_vm_native_destroy(runtime); return NULL; }
+    return runtime;
+}
+
+bool piece_vm_native_step(PieceVmNative *runtime, int *fuel_used) {
+    if (!runtime || !fuel_used) return false;
+    if (!runtime->external_senses) default_senses(&runtime->vm);
+    runtime->external_senses = false;
+    return run_frame(&runtime->vm, runtime->code, runtime->instruction_count, fuel_used);
+}
+
+bool piece_vm_native_set_senses(PieceVmNative *runtime, const uint8_t *senses, size_t count) {
+    if (!runtime || !senses || count != VM_SENSES) return false;
+    memcpy(runtime->vm.senses, senses, VM_SENSES);
+    runtime->external_senses = true;
+    return true;
+}
+
+const uint8_t *piece_vm_native_front(const PieceVmNative *runtime) {
+    return runtime ? runtime->vm.buffers[runtime->vm.front] : NULL;
+}
+
+int piece_vm_native_resolution(const PieceVmNative *runtime) { return runtime ? runtime->vm.side : 0; }
+
+void piece_vm_native_destroy(PieceVmNative *runtime) {
+    if (!runtime) return;
+    free(runtime->vm.buffers[0]); free(runtime->vm.buffers[1]); free(runtime);
+}
+
+#ifndef PIECE_VM_LIBRARY
+int main(int argc, char **argv) {
+    if (argc != 5) { fprintf(stderr, "usage: %s RESOLUTION FRAMES BYTECODE_HEX OUTPUT_RGB\n", argv[0]); return 2; }
+    int side = atoi(argv[1]), frames = atoi(argv[2]);
+    if ((side != 32 && side != 64 && side != 128 && side != 256) || frames < 1 || frames > 256) return 2;
+    Instruction code[VM_MAX_CODE]; int count = 0;
+    if (!decode_hex(argv[3], code, &count)) { fprintf(stderr, "invalid PieceVM bytecode\n"); return 2; }
+    Vm vm = {.side = side, .front = 0, .back = 1, .perspective = 1};
+    size_t bytes = (size_t)side * side * 3;
+    vm.buffers[0] = calloc(bytes, 1); vm.buffers[1] = calloc(bytes, 1);
+    if (!vm.buffers[0] || !vm.buffers[1]) return 2;
+    int fuel = 0;
+    for (int frame = 0; frame < frames; frame++) {
+        default_senses(&vm);
+        if (!run_frame(&vm, code, count, &fuel)) { fprintf(stderr, "PieceVM fault on frame %d\n", frame + 1); return 1; }
+    }
+    FILE *output = fopen(argv[4], "wb");
+    if (!output || fwrite(vm.buffers[vm.front], 1, bytes, output) != bytes || fclose(output)) { fprintf(stderr, "write failed: %s\n", strerror(errno)); return 2; }
+    fprintf(stdout, "piecevm-native instructions=%d frames=%d fuel=%d bytes=%zu\n", count, frames, fuel, bytes);
+    free(vm.buffers[0]); free(vm.buffers[1]); return 0;
+}
+#endif
diff --git a/experiments/intelligent-terrarium/native/piecefarm-sdl.c b/experiments/intelligent-terrarium/native/piecefarm-sdl.c
new file mode 100644
index 0000000000..3964e42cf9
--- /dev/null
+++ b/experiments/intelligent-terrarium/native/piecefarm-sdl.c
@@ -0,0 +1,3372 @@
+#include <SDL3/SDL.h>
+#include <arpa/inet.h>
+#include <ctype.h>
+#include <errno.h>
+#include <math.h>
+#include <netinet/in.h>
+#include <pthread.h>
+#include <stdbool.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <sys/socket.h>
+#include <sys/time.h>
+#include <time.h>
+#include <unistd.h>
+
+#include "font-matrix-chunky8.h"
+#include "piece-vm-native.h"
+
+#define LOGICAL_W 640
+#define LOGICAL_H 360
+#define TILE_W (LOGICAL_W / 4)
+#define TILE_H (LOGICAL_H / 3)
+#define TILE_PERIMETER (2 * TILE_W + 2 * TILE_H - 4)
+#define MAX_PROGRAMS 12
+#define MAX_VALUES 32
+#define RASTER_W 128
+#define RASTER_H 128
+#define RASTER_PIXELS (RASTER_W * RASTER_H)
+#define RASTER_BYTES (RASTER_PIXELS * 3)
+#define MIN_RASTER_SIDE 32
+#define MAX_RASTER_SIDE 256
+#define MAX_RASTER_PIXELS (MAX_RASTER_SIDE * MAX_RASTER_SIDE)
+#define MAX_RASTER_BYTES (MAX_RASTER_PIXELS * 3)
+#define BYTECODE_STRIDE 24
+#define BYTECODE_MAX (8 * BYTECODE_STRIDE)
+#define PIECE_VM_BYTECODE_MAX (512 * 8)
+#define RESPONSE_CAP (2 * 1024 * 1024)
+#define AUDIO_VOICES 5
+#define AUDIO_RATE 48000
+#define WAVETABLE_SIZE 64
+#define VOLUME_DEPTH 8
+#define PERMA_MARGIN 16
+#define PERMA_SIDE (RASTER_W + PERMA_MARGIN * 2)
+#define PERMA_PIXELS (PERMA_SIDE * PERMA_SIDE)
+#define PERMA_CELLS (PERMA_PIXELS - RASTER_PIXELS)
+#define GROOVE_BYTES (PERMA_CELLS * 3)
+#define GROOVE_VERSION 1
+#define GROOVE_HEADER_BASE 0
+#define GROOVE_SEQUENCE_BASE 64
+#define GROOVE_FUNCTION_BASE 128
+#define GROOVE_BODY_BASE 192
+#define GROOVE_PROJECTION_BASE 480
+#define GROOVE_LIFECYCLE_BASE 528
+#define GROOVE_STATE_BASE 656
+#define GROOVE_SPRITE_BASE 720
+#define GROOVE_PROPOSAL_BASE 4820
+#define GROOVE_SOURCE_BASE 5108
+#define GROOVE_FRINGE_BASE 5300
+#define GROOVE_INSTRUCTION_PIXELS 8
+#define GROOVE_VECTOR_CELLS 16
+#define VM_SEQUENCE_HZ 30
+#define VM_READER_HZ (VM_SEQUENCE_HZ * 8)
+#define MARGIN_INSTRUCTION_CELLS 3
+#define MARGIN_MAX_INSTRUCTIONS (BYTECODE_MAX / BYTECODE_STRIDE)
+#define MARGIN_PROGRAM_CELLS (MARGIN_MAX_INSTRUCTIONS * MARGIN_INSTRUCTION_CELLS)
+#define MARGIN_FUNCTION_BASE MARGIN_PROGRAM_CELLS
+#define MARGIN_FUNCTION_CELLS 18
+#define MAX_RASTER_OPCODE 19
+#define MARGIN_CAMERA_BASE (MARGIN_FUNCTION_BASE + MARGIN_FUNCTION_CELLS)
+#define MARGIN_CAMERA_CELLS 24
+#define MARGIN_ALGEBRA_BASE (MARGIN_CAMERA_BASE + MARGIN_CAMERA_CELLS)
+#define MARGIN_ALGEBRA_CELLS 14
+#define MARGIN_CORE_CELLS (MARGIN_ALGEBRA_BASE + MARGIN_ALGEBRA_CELLS)
+#define MARGIN_SPRITE_SIZE 32
+#define MARGIN_SPRITE_SLOTS 4
+#define MARGIN_SPRITE_BYTES (MARGIN_SPRITE_SIZE * MARGIN_SPRITE_SIZE * 3)
+#define MARGIN_SPRITE_CELLS (1 + (MARGIN_SPRITE_BYTES + 7) / 8)
+#define MARGIN_SPRITE_BASE MARGIN_CORE_CELLS
+#define MARGIN_BODY_CELLS 16
+#define MARGIN_RASTER_BODY_BASE (MARGIN_SPRITE_BASE + MARGIN_SPRITE_SLOTS * MARGIN_SPRITE_CELLS)
+#define MARGIN_RASTER_BODY_SLOTS MARGIN_FUNCTION_CELLS
+#define MARGIN_PROJECTION_AXES 3
+#define MARGIN_PROJECTION_BODY_BASE (MARGIN_RASTER_BODY_BASE + MARGIN_RASTER_BODY_SLOTS * MARGIN_BODY_CELLS)
+#define MARGIN_PROPOSAL_BASE (MARGIN_PROJECTION_BODY_BASE + MARGIN_PROJECTION_AXES * MARGIN_BODY_CELLS)
+#define MARGIN_FRINGE_BASE MARGIN_PROPOSAL_BASE /* proposals are written into the mutable fringe */
+#define MARGIN_WARP_GRID 17
+
+_Static_assert(MARGIN_CORE_CELLS == 80, "margin core layout must stay stable");
+_Static_assert(MARGIN_FRINGE_BASE < PERMA_CELLS, "margin sprite sheets must leave a fringe");
+
+typedef struct { uint8_t r, g, b, a; } Color;
+
+typedef struct {
+    char id[24];
+    char origin[24];
+    char status[24];
+    char parent[24];
+    char source[160];
+    char domain[16];
+    char address[4];
+    int generation;
+    int operations;
+    bool retained;
+    float novelty;
+    float quality;
+    int values[MAX_VALUES];
+    int value_count;
+    uint8_t raster[RASTER_BYTES];
+    int raster_count;
+    int raster_width;
+    int raster_height;
+    uint8_t bytecode[BYTECODE_MAX];
+    int bytecode_count;
+    uint8_t groove[GROOVE_BYTES];
+    int groove_count;
+    uint8_t piece_vm[PIECE_VM_BYTECODE_MAX];
+    int piece_vm_count;
+    int piece_vm_resolution;
+    bool piece_vm_probe_carrier;
+    char piece_vm_source_id[16];
+    char piece_vm_role[16];
+} Program;
+
+typedef struct {
+    uint64_t iteration;
+    uint64_t accepted;
+    uint64_t rejected;
+    uint64_t checkpoint_next;
+    uint64_t checkpoint_remaining;
+    uint64_t checkpoint_ms;
+    int coverage;
+    int capacity;
+    int raster_coverage;
+    int raster_capacity;
+    int resident_bytes;
+    int active_reads;
+    int active_writes;
+    float evaluations_per_second;
+    uint64_t utc_ms;
+    float musical_bpm;
+    bool clock_synced;
+    int visual_reviews;
+    int visual_retain;
+    int visual_watch;
+    int visual_reject;
+    int git_editions;
+    char git_head[9];
+    uint64_t git_iteration;
+    int piece_vm_generation;
+    int piece_vm_accepted;
+    int piece_vm_rejected;
+    int piece_vm_lineage;
+    int piece_vm_crossovers;
+    int piece_vm_functions;
+    int piece_vm_arguments;
+    int piece_vm_layouts;
+    int piece_vm_layout_bytes;
+    int piece_vm_registers;
+    int piece_vm_calls;
+    int piece_vm_memory;
+    int piece_vm_senses;
+    float piece_vm_score;
+    bool piece_vm_half_verified;
+    bool piece_vm_standard_verified;
+    bool piece_vm_double_verified;
+    char piece_vm_mutation[24];
+    char piece_vm_id[16];
+    char piece_vm_environment_capability[16];
+    char piece_vm_environment_donor[16];
+    char margin_probe_id[24];
+    int margin_probe_address;
+    char margin_probe_track[16];
+    char margin_probe_capability[16];
+    char margin_probe_requested_by[24];
+    char margin_probe_status[16];
+    char margin_probe_descendant_id[16];
+    int margin_probe_attempts;
+    char margin_probe_descendant_state[16];
+    int margin_probe_descendants;
+    int margin_probe_generation;
+    int margin_probe_children;
+    int margin_probe_propagation_descendants;
+    int margin_probe_propagation_residents;
+    int margin_probe_propagation_generation;
+    char margin_probe_propagation_frontier[16];
+    bool margin_probe_champion_carrier;
+    char piece_vm_selection_parent[16];
+    int piece_vm_phenotype_reports;
+    bool piece_vm_phenotype_ready;
+    float piece_vm_phenotype_score;
+    float piece_vm_phenotype_bias;
+    int piece_vm_phenotype_voices;
+    char piece_vm_phenotype_role[16];
+    char piece_vm_policy_bonus[24];
+    int piece_vm_policy_trials[3];
+    float piece_vm_policy_reward[3];
+    float piece_vm_policy_admission[3];
+    float piece_vm_policy_capability[3];
+    char piece_vm_operator_bonus[16];
+    int piece_vm_operator_trials[3];
+    float piece_vm_operator_reward[3];
+    float piece_vm_operator_capability[3];
+    char piece_vm_mutation_bonus[32];
+    bool piece_vm_curriculum_lead;
+    int piece_vm_curriculum_trials;
+    int piece_vm_curriculum_advancements;
+    int piece_vm_curriculum_compound;
+    int piece_vm_curriculum_max_breadth;
+    int piece_vm_development_breadth;
+    char piece_vm_development_signature[8];
+    char selected[24];
+    Program programs[MAX_PROGRAMS];
+    int program_count;
+    uint64_t received_at;
+    bool connected;
+} FarmState;
+
+typedef struct {
+    uint32_t *pixels;
+} Canvas;
+
+typedef struct {
+    SDL_Window *window;
+    SDL_Renderer *renderer;
+    SDL_Texture *texture;
+    uint32_t *pixels;
+    Canvas canvas;
+    SDL_Rect bounds;
+    SDL_DisplayID display;
+} Panel;
+
+typedef struct {
+    Panel board;
+    Panel soup;
+} Stage;
+
+typedef struct {
+    float frequency;
+    float pan;
+    float gain;
+    float brightness;
+    float sub;
+    float overtone;
+    float percussion;
+    uint8_t family;
+    float wavetable[WAVETABLE_SIZE];
+    uint64_t generation;
+} SonicVoice;
+
+typedef struct {
+    pthread_mutex_t lock;
+    SonicVoice target[AUDIO_VOICES];
+    SonicVoice current[AUDIO_VOICES];
+    float wave_mix[AUDIO_VOICES];
+    float transient[AUDIO_VOICES];
+    uint8_t transient_stage[AUDIO_VOICES];
+    double phase[AUDIO_VOICES];
+    double sub_phase[AUDIO_VOICES];
+    uint64_t sample_clock;
+    float buffer[4096 * 2];
+    float spectrum[32];
+    int probe_voices;
+    char probe_source_id[16];
+    char probe_address[4];
+} SonicField;
+
+/* A non-rasterized, typed 16-byte Lisp cell in the uniform 16px permamargin. */
+typedef struct {
+    uint8_t tag;
+    uint8_t flags;
+    uint16_t arity;
+    uint32_t link;
+    uint64_t payload;
+} MetaCell;
+
+typedef struct {
+    char id[24];
+    int resolution;
+    int pixel_count;
+    int byte_count;
+    uint8_t seed[MAX_RASTER_BYTES];
+    uint8_t pixels[MAX_RASTER_BYTES];
+    uint8_t scratch[MAX_RASTER_BYTES];
+    uint8_t display[2][MAX_RASTER_BYTES];
+    uint8_t volume[VOLUME_DEPTH][MAX_RASTER_BYTES];
+    uint8_t projection[2][MAX_RASTER_BYTES];
+    uint32_t queue[MAX_RASTER_PIXELS];
+    uint8_t visited[MAX_RASTER_PIXELS];
+    uint8_t sanctuary[MAX_RASTER_PIXELS];
+    MetaCell permastore[PERMA_CELLS];
+    uint8_t groove[GROOVE_BYTES];
+    int bytecode_count;
+    uint64_t born_at;
+    int frames;
+    uint32_t previous_hash;
+    uint32_t two_back_hash;
+    int still_steps;
+    int flicker_steps;
+    int dead_steps;
+    int failed_reprobes;
+    int recovery_steps;
+    int probe_epoch;
+    int life_state;
+    float actual_energy;
+    float potential_energy;
+    float spatial_energy;
+    float variance_energy;
+    float noise_energy;
+    float temporal_coherence;
+    float muddiness;
+    float health;
+    float ema_actual;
+    float ema_noise;
+    float ema_coherence;
+    float ema_muddiness;
+    uint64_t lifetime_steps;
+    uint64_t healthy_steps;
+    float rgb[3];
+    int display_index;
+    int published_life_state;
+    float published_actual_energy;
+    float published_potential_energy;
+    float published_spatial_energy;
+    float published_variance_energy;
+    float published_noise_energy;
+    float published_temporal_coherence;
+    float published_muddiness;
+    float published_health;
+    int volume_head;
+    int projection_index;
+    int projection_mode;
+    int projection_candidate;
+    int projection_stability;
+    float projection_mix;
+    int published_projection_mode;
+    int projection_generation;
+    int published_projection_generation;
+    int current_opcode;
+    int published_opcode;
+    uint64_t next_synthesis_step;
+    float curvature;
+    float direction_x;
+    float direction_y;
+    char console_lines[4][48];
+    char published_console[4][48];
+    int console_head;
+    int published_console_head;
+    PieceVmNative *piece_vm;
+    uint32_t piece_vm_hash;
+    char piece_vm_source_id[16];
+    char piece_vm_role[16];
+    bool piece_vm_probe_carrier;
+    int sonic_voices;
+    bool occupied;
+} LiveField;
+
+typedef struct {
+    char id[24];
+    char strategy[16];
+    char donor[24];
+    bool occupied;
+} ProdAction;
+
+static pthread_mutex_t state_lock = PTHREAD_MUTEX_INITIALIZER;
+static pthread_mutex_t live_lock = PTHREAD_MUTEX_INITIALIZER;
+static pthread_mutex_t action_lock = PTHREAD_MUTEX_INITIALIZER;
+static FarmState shared_state;
+static volatile bool running = true;
+static int server_port = 8788;
+static double display_fps = 0;
+static uint64_t vm_deadline_misses = 0;
+static const char *snapshot_dir = NULL;
+static SonicField sonic_field = {.lock = PTHREAD_MUTEX_INITIALIZER};
+static bool audio_online = false;
+static LiveField live_fields[MAX_PROGRAMS];
+static uint64_t live_step_at = 0;
+static uint64_t live_authority_utc_ms = 0;
+static float live_musical_bpm = 60;
+static int live_channels = 0;
+static uint64_t live_writes_per_second = 0;
+static int alive_channels = 0, dormant_channels = 0, collapsed_channels = 0, flicker_channels = 0;
+static uint64_t health_report_successes = 0, health_report_failures = 0;
+static Program stable_programs[MAX_PROGRAMS];
+static LiveField *find_live_field(const Program *program);
+static int stable_missing[MAX_PROGRAMS];
+static bool stable_occupied[MAX_PROGRAMS];
+static ProdAction pending_actions[MAX_PROGRAMS];
+
+static const Color INK = {238, 242, 221, 255};
+static const Color MINT = {151, 232, 197, 255};
+static const Color GOLD = {255, 216, 95, 255};
+static const Color PINK = {238, 92, 203, 255};
+static const Color CYAN = {91, 210, 224, 255};
+static const Color RED = {239, 68, 68, 255};
+static const Color ORANGE = {255, 122, 26, 255};
+static const Color YELLOW = {250, 204, 21, 255};
+static const Color GREEN = {74, 222, 128, 255};
+static const Color DIM = {77, 108, 102, 255};
+static const Color BLACK = {4, 8, 13, 255};
+static const Color HEALTH_BLACK = {0, 0, 0, 255};
+static Color color_mix(Color a, Color b, float amount) {
+    amount = fminf(1, fmaxf(0, amount));
+    return (Color){
+        (uint8_t)lroundf(a.r + (b.r - a.r) * amount),
+        (uint8_t)lroundf(a.g + (b.g - a.g) * amount),
+        (uint8_t)lroundf(a.b + (b.b - a.b) * amount), 255,
+    };
+}
+
+static Color health_scale_color(float amount) {
+    amount = fminf(1, fmaxf(0, amount));
+    if (amount < .34f) return color_mix(RED, ORANGE, amount / .34f);
+    if (amount < .67f) return color_mix(ORANGE, YELLOW, (amount - .34f) / .33f);
+    return color_mix(YELLOW, GREEN, (amount - .67f) / .33f);
+}
+
+static LiveField *live_field(const Program *program);
+static LiveField *find_live_field(const Program *program);
+static void advance_margin_fringe(LiveField *field);
+static const char *opcode_name(int opcode);
+static void live_console(LiveField *field, const char *message);
+static int request(const char *method, const char *path, const char *payload,
+                   char *response, size_t capacity);
+
+static uint32_t hash_text(const char *text) {
+    uint32_t h = 5381;
+    for (const unsigned char *p = (const unsigned char *)text; p && *p; p++)
+        h = ((h << 5) + h) ^ *p;
+    return h;
+}
+
+static uint32_t packed(Color c) {
+    return ((uint32_t)c.r << 24) | ((uint32_t)c.g << 16) |
+           ((uint32_t)c.b << 8) | c.a;
+}
+
+static uint32_t blend(uint32_t below, Color over) {
+    if (over.a == 255) return packed(over);
+    uint32_t a = over.a, inverse = 255 - a;
+    uint32_t br = below >> 24, bg = below >> 16 & 255, bb = below >> 8 & 255;
+    return (((over.r * a + br * inverse) / 255) << 24) |
+           (((over.g * a + bg * inverse) / 255) << 16) |
+           (((over.b * a + bb * inverse) / 255) << 8) | 255;
+}
+
+static void fill(Canvas *canvas, float fx, float fy, float fw, float fh, Color c) {
+    int x0 = (int)floorf(fx), y0 = (int)floorf(fy);
+    int x1 = (int)ceilf(fx + fw), y1 = (int)ceilf(fy + fh);
+    if (x0 < 0) x0 = 0;
+    if (y0 < 0) y0 = 0;
+    if (x1 > LOGICAL_W) x1 = LOGICAL_W;
+    if (y1 > LOGICAL_H) y1 = LOGICAL_H;
+    uint32_t value = packed(c);
+    for (int y = y0; y < y1; y++) {
+        uint32_t *row = canvas->pixels + y * LOGICAL_W;
+        if (c.a == 255) for (int x = x0; x < x1; x++) row[x] = value;
+        else for (int x = x0; x < x1; x++) row[x] = blend(row[x], c);
+    }
+}
+
+static void stroke(Canvas *canvas, float x, float y, float w, float h, Color c) {
+    fill(canvas, x, y, w, 1, c); fill(canvas, x, y + h - 1, w, 1, c);
+    fill(canvas, x, y, 1, h, c); fill(canvas, x + w - 1, y, 1, h, c);
+}
+
+static int text_width(const char *text, int scale) {
+    int width = 0;
+    for (const unsigned char *p = (const unsigned char *)text; p && *p && *p != '\n'; p++) {
+        unsigned char c = (*p < 32 || *p > 126) ? '?' : *p;
+        width += matrix_chunky8_glyphs[c - 32].dwidth * scale;
+    }
+    return width;
+}
+
+static int draw_text(Canvas *canvas, const char *text, int x, int y, int scale, Color color) {
+    if (!text) return x;
+    int start_x = x;
+    for (const unsigned char *p = (const unsigned char *)text; *p; p++) {
+        unsigned char c = *p;
+        if (c == '\n') { x = start_x; y += 9 * scale; continue; }
+        if (c < 32 || c > 126) c = '?';
+        const BDFGlyph *g = &matrix_chunky8_glyphs[c - 32];
+        int gx = x + g->xoff * scale;
+        int gy = y + (matrix_chunky8_ascent - g->yoff - g->height) * scale;
+        for (int row = 0; row < g->height; row++) {
+            uint8_t bits = g->rows[row];
+            for (int col = 0; col < g->width; col++) {
+                if (bits & (0x80 >> col))
+                    fill(canvas, gx + col * scale, gy + row * scale, scale, scale, color);
+            }
+        }
+        x += g->dwidth * scale;
+    }
+    return x;
+}
+
+static int draw_text_shadow(Canvas *canvas, const char *text, int x, int y, int scale, Color color) {
+    draw_text(canvas, text, x + scale, y + scale, scale, (Color){0, 0, 0, 190});
+    return draw_text(canvas, text, x, y, scale, color);
+}
+
+static int draw_wrapped(Canvas *canvas, const char *text, int x, int y,
+                        int max_width, int scale, int max_lines, Color color) {
+    char line[512] = "";
+    char word[128] = "";
+    const char *cursor = text;
+    int lines = 0;
+    while (*cursor && lines < max_lines) {
+        while (*cursor == ' ') cursor++;
+        int n = 0;
+        while (*cursor && *cursor != ' ' && n < (int)sizeof(word) - 1)
+            word[n++] = *cursor++;
+        word[n] = '\0';
+        if (!n) break;
+        char trial[768];
+        snprintf(trial, sizeof(trial), "%s%s%s", line, line[0] ? " " : "", word);
+        if (line[0] && text_width(trial, scale) > max_width) {
+            draw_text(canvas, line, x, y + lines * 9 * scale, scale, color);
+            lines++;
+            snprintf(line, sizeof(line), "%s", word);
+        } else {
+            size_t trial_length = strlen(trial);
+            if (trial_length >= sizeof(line)) trial_length = sizeof(line) - 1;
+            memcpy(line, trial, trial_length);
+            line[trial_length] = '\0';
+        }
+    }
+    if (line[0] && lines < max_lines) {
+        draw_text(canvas, line, x, y + lines * 9 * scale, scale, color);
+        lines++;
+    }
+    return lines;
+}
+
+static void resample_rgb(uint8_t *target, int target_side, const uint8_t *source, int source_side);
+
+static void memory_wavetable(float table[WAVETABLE_SIZE], const uint8_t *pixels,
+                             int family, float brightness) {
+    const double tau = 6.283185307179586;
+    float raw[WAVETABLE_SIZE], mean = 0;
+    for (int i = 0; i < WAVETABLE_SIZE; i++) {
+        int x = i * RASTER_W / WAVETABLE_SIZE;
+        int y = (i * 37 + pixels[(i * 769) % RASTER_BYTES]) & (RASTER_H - 1);
+        int at = (y * RASTER_W + x) * 3;
+        raw[i] = (pixels[at] * .50f + pixels[at + 1] * .31f + pixels[at + 2] * .19f) / 255.0f;
+        mean += raw[i];
+    }
+    mean /= WAVETABLE_SIZE;
+    float peak = 0;
+    memset(table, 0, sizeof(float) * WAVETABLE_SIZE);
+    for (int harmonic = 1; harmonic <= 12; harmonic++) {
+        double cosine = 0, sine = 0;
+        for (int i = 0; i < WAVETABLE_SIZE; i++) {
+            double phase = tau * harmonic * i / WAVETABLE_SIZE;
+            cosine += (raw[i] - mean) * cos(phase);
+            sine += (raw[i] - mean) * sin(phase);
+        }
+        cosine *= 2.0 / WAVETABLE_SIZE; sine *= 2.0 / WAVETABLE_SIZE;
+        float rolloff;
+        if (family == 0) rolloff = 1.0f / powf((float)harmonic, 1.75f); /* warm */
+        else if (family == 1) rolloff = (harmonic & 1 ? 1.0f : .16f) / powf((float)harmonic, 1.25f); /* hollow */
+        else if (family == 2) rolloff = (.45f + brightness * .55f) / powf((float)harmonic, 1.02f); /* glass */
+        else rolloff = (harmonic == 1 ? 1.0f : harmonic == 2 ? .48f : harmonic == 3 ? .62f : .30f) /
+            powf((float)harmonic, 1.18f); /* organ */
+        for (int i = 0; i < WAVETABLE_SIZE; i++) {
+            double phase = tau * harmonic * i / WAVETABLE_SIZE;
+            table[i] += (float)((cosine * cos(phase) + sine * sin(phase)) * rolloff);
+        }
+    }
+    for (int i = 0; i < WAVETABLE_SIZE; i++) if (fabsf(table[i]) > peak) peak = fabsf(table[i]);
+    for (int i = 0; i < WAVETABLE_SIZE; i++) {
+        float phase = (float)(tau * i / WAVETABLE_SIZE);
+        float basis = family == 0 ? sinf(phase) :
+            family == 1 ? sinf(phase) * .82f + sinf(phase * 3) * .18f :
+            family == 2 ? sinf(phase) * .68f + sinf(phase * 2) * .20f + sinf(phase * 5) * .12f :
+            sinf(phase) * .64f + sinf(phase * 2) * .18f + sinf(phase * 3) * .18f;
+        table[i] = peak < .0001f ? basis : table[i] / peak * .78f + basis * .22f;
+    }
+    /* Two circular low-pass passes retain the resident's timbre without wirey corners. */
+    for (int pass = 0; pass < 2; pass++) {
+        float smooth[WAVETABLE_SIZE];
+        for (int i = 0; i < WAVETABLE_SIZE; i++)
+            smooth[i] = table[(i - 1) & (WAVETABLE_SIZE - 1)] * .22f + table[i] * .56f + table[(i + 1) & (WAVETABLE_SIZE - 1)] * .22f;
+        memcpy(table, smooth, sizeof(smooth));
+    }
+}
+
+static SonicVoice sonic_voice(const Program *program, int slot, bool selected, uint64_t musical_tick) {
+    static const int bedtime_dorian[] = {0, 2, 3, 5, 7, 9, 10};
+    SonicVoice voice = {0};
+    float spatial = 0, variance = 0, actual = 0, coherence = 0, color_axis = 0;
+    int life_state = 0;
+    uint8_t memory[RASTER_BYTES]; memset(memory, 0, sizeof(memory));
+    pthread_mutex_lock(&live_lock);
+    LiveField *field = find_live_field(program);
+    if (field) {
+        spatial = field->published_spatial_energy;
+        variance = field->published_variance_energy;
+        actual = field->published_actual_energy;
+        coherence = field->temporal_coherence;
+        color_axis = field->rgb[2] - field->rgb[0];
+        life_state = field->published_life_state;
+        resample_rgb(memory, RASTER_W, field->display[field->display_index], field->resolution);
+    }
+    pthread_mutex_unlock(&live_lock);
+    uint32_t timbre_seed = hash_text(program->id) ^ ((uint32_t)memory[17] << 16) ^
+        ((uint32_t)memory[211] << 8) ^ memory[977];
+    voice.family = (uint8_t)(timbre_seed & 3u);
+    int degree = (int)lroundf(fminf(34, fmaxf(0,
+        spatial * 32 + variance * 24 + (color_axis + 1) * 4 + slot * 4)));
+    int note = bedtime_dorian[degree % 7] + 12 * (degree / 7);
+    /* Deep-night register: keep the same Dorian relationships and memory
+       mapping, but transpose the complete farm down another octave. */
+    voice.frequency = 6.875f * powf(2.0f, note / 12.0f);
+    if (selected) voice.frequency = fmaxf(6.875f, voice.frequency * .5f);
+    int column = slot % 4, row = slot / 4;
+    voice.pan = (column / 1.5f - 1.0f) * .82f + color_axis * .18f;
+    float distance = 1.0f + row * .16f;
+    voice.gain = (.002f + actual * .016f + spatial * .004f) / distance;
+    if (life_state == 1) voice.gain *= .22f;
+    if (life_state == 2) voice.gain *= .10f;
+    if (life_state == 3) voice.gain *= .06f;
+    if (selected) voice.gain *= 1.35f;
+    /* Eighth-note authority with sparse quarter-note consonant entrances. */
+    bool sounded = selected || (slot == 1 && musical_tick % 2 == 0) ||
+        (slot == 2 && musical_tick % 4 == 1) || (slot == 3 && musical_tick % 8 == 3) ||
+        (slot >= 4 && (musical_tick % 8 == 0 || musical_tick % 8 == 5));
+    if (!sounded) voice.gain *= .22f;
+    if (!selected && slot >= 4 && sounded) voice.percussion = .34f + fminf(.20f, spatial);
+    voice.pan = fmaxf(-1, fminf(1, voice.pan));
+    voice.gain = fminf(.014f, voice.gain);
+    voice.brightness = fminf(1, variance * .45f + spatial * .55f);
+    voice.sub = .08f + fminf(.30f, coherence * .18f + row * .035f);
+    voice.overtone = .04f + voice.brightness * .22f + (voice.family == 2 ? .08f : 0);
+    voice.generation = musical_tick;
+    memory_wavetable(voice.wavetable, memory, voice.family, voice.brightness);
+    return voice;
+}
+
+static void update_sonic_field(const FarmState *state, uint64_t now) {
+    static uint64_t last_musical_tick = UINT64_MAX;
+    uint64_t authority_ms = state->utc_ms + (now > state->received_at ? now - state->received_at : 0);
+    double bpm = state->musical_bpm > 0 ? state->musical_bpm : 60;
+    uint64_t subdivision_ms = (uint64_t)fmax(1, 60000.0 / bpm / 2.0);
+    uint64_t musical_tick = authority_ms / subdivision_ms;
+    if (musical_tick == last_musical_tick) return;
+    last_musical_tick = musical_tick;
+    SonicVoice next[AUDIO_VOICES] = {0};
+    const Program *voice_programs[AUDIO_VOICES] = {0};
+    int probe_voices = 0;
+    char probe_source_id[16] = {0}, probe_address[4] = {0};
+    if (state->program_count) {
+        int selected_slot = 0;
+        for (int i = 0; i < state->program_count; i++)
+            if (!strcmp(state->programs[i].id, state->selected)) selected_slot = i;
+        voice_programs[0] = &state->programs[selected_slot];
+        next[0] = sonic_voice(&state->programs[selected_slot], selected_slot, true, musical_tick);
+        if (state->programs[selected_slot].piece_vm_probe_carrier) {
+            probe_voices++;
+            snprintf(probe_source_id, sizeof(probe_source_id), "%s", state->programs[selected_slot].piece_vm_source_id);
+            snprintf(probe_address, sizeof(probe_address), "%s", state->programs[selected_slot].address);
+        }
+        for (int voice = 1; voice < AUDIO_VOICES; voice++) {
+            int slot = voice * (state->program_count - 1) / (AUDIO_VOICES - 1);
+            voice_programs[voice] = &state->programs[slot];
+            next[voice] = sonic_voice(&state->programs[slot], slot, false, musical_tick);
+            if (state->programs[slot].piece_vm_probe_carrier) {
+                probe_voices++;
+                if (!probe_source_id[0]) {
+                    snprintf(probe_source_id, sizeof(probe_source_id), "%s", state->programs[slot].piece_vm_source_id);
+                    snprintf(probe_address, sizeof(probe_address), "%s", state->programs[slot].address);
+                }
+            }
+        }
+    }
+    pthread_mutex_lock(&live_lock);
+    for (int slot = 0; slot < MAX_PROGRAMS; slot++) if (live_fields[slot].occupied) live_fields[slot].sonic_voices = 0;
+    for (int voice = 0; voice < AUDIO_VOICES; voice++) {
+        LiveField *field = find_live_field(voice_programs[voice]);
+        if (field) field->sonic_voices++;
+    }
+    pthread_mutex_unlock(&live_lock);
+    pthread_mutex_lock(&sonic_field.lock);
+    sonic_field.probe_voices = probe_voices;
+    snprintf(sonic_field.probe_source_id, sizeof(sonic_field.probe_source_id), "%s", probe_source_id);
+    snprintf(sonic_field.probe_address, sizeof(sonic_field.probe_address), "%s", probe_address);
+    memcpy(sonic_field.target, next, sizeof(next));
+    float measured[32] = {0};
+    const double tau = 6.283185307179586;
+    for (int voice = 0; voice < AUDIO_VOICES; voice++) for (int harmonic = 1; harmonic <= 8; harmonic++) {
+        double cosine = 0, sine = 0;
+        for (int sample = 0; sample < WAVETABLE_SIZE; sample++) {
+            double phase = tau * harmonic * sample / WAVETABLE_SIZE;
+            cosine += next[voice].wavetable[sample] * cos(phase);
+            sine += next[voice].wavetable[sample] * sin(phase);
+        }
+        float frequency = next[voice].frequency * harmonic;
+        int band = (int)floorf(log2f(fmaxf(55, frequency) / 55.0f) * 6.0f);
+        if (band < 0) band = 0;
+        if (band > 31) band = 31;
+        measured[band] += sqrtf((float)(cosine * cosine + sine * sine)) /
+                          WAVETABLE_SIZE * next[voice].gain * 90;
+    }
+    for (int band = 0; band < 32; band++)
+        sonic_field.spectrum[band] = sonic_field.spectrum[band] * .72f + fminf(1, measured[band]) * .28f;
+    pthread_mutex_unlock(&sonic_field.lock);
+}
+
+static void SDLCALL synth_audio(void *userdata, SDL_AudioStream *stream,
+                                int additional_amount, int total_amount) {
+    (void)userdata; (void)total_amount;
+    SonicVoice target[AUDIO_VOICES];
+    pthread_mutex_lock(&sonic_field.lock);
+    memcpy(target, sonic_field.target, sizeof(target));
+    pthread_mutex_unlock(&sonic_field.lock);
+    int frames_left = additional_amount / (int)(sizeof(float) * 2);
+    while (frames_left > 0) {
+        int frames = frames_left > 4096 ? 4096 : frames_left;
+        for (int frame = 0; frame < frames; frame++) {
+            float left = 0, right = 0;
+            for (int voice = 0; voice < AUDIO_VOICES; voice++) {
+                SonicVoice *current = &sonic_field.current[voice];
+                current->frequency += (target[voice].frequency - current->frequency) * .00012f;
+                current->pan += (target[voice].pan - current->pan) * .00012f;
+                current->gain += (target[voice].gain - current->gain) * .00008f;
+                current->brightness += (target[voice].brightness - current->brightness) * .00005f;
+                current->sub += (target[voice].sub - current->sub) * .00005f;
+                current->overtone += (target[voice].overtone - current->overtone) * .00005f;
+                sonic_field.phase[voice] += current->frequency / AUDIO_RATE;
+                if (sonic_field.phase[voice] >= 1.0) sonic_field.phase[voice] -= 1.0;
+                sonic_field.sub_phase[voice] += current->frequency * .5f / AUDIO_RATE;
+                if (sonic_field.sub_phase[voice] >= 1.0) sonic_field.sub_phase[voice] -= 1.0;
+                if (current->generation != target[voice].generation)
+                    sonic_field.wave_mix[voice] = fminf(1, sonic_field.wave_mix[voice] + .00022f);
+                if (current->generation != target[voice].generation && target[voice].percussion > 0 && sonic_field.transient_stage[voice] == 0) {
+                    sonic_field.transient[voice] = 0;
+                    sonic_field.transient_stage[voice] = 1;
+                }
+                float position = (float)sonic_field.phase[voice] * WAVETABLE_SIZE;
+                int index = (int)position & (WAVETABLE_SIZE - 1), next_index = (index + 1) & (WAVETABLE_SIZE - 1);
+                float fraction = position - floorf(position);
+                float old_wave = current->wavetable[index] * (1 - fraction) + current->wavetable[next_index] * fraction;
+                float new_wave = target[voice].wavetable[index] * (1 - fraction) + target[voice].wavetable[next_index] * fraction;
+                float mix = sonic_field.wave_mix[voice];
+                float tone = old_wave * (1 - mix) + new_wave * mix;
+                float upper_position = fmodf((float)sonic_field.phase[voice] * 2.0f, 1.0f) * WAVETABLE_SIZE;
+                int upper_index = (int)upper_position & (WAVETABLE_SIZE - 1);
+                int upper_next = (upper_index + 1) & (WAVETABLE_SIZE - 1);
+                float upper_fraction = upper_position - floorf(upper_position);
+                float old_upper = current->wavetable[upper_index] * (1 - upper_fraction) +
+                    current->wavetable[upper_next] * upper_fraction;
+                float new_upper = target[voice].wavetable[upper_index] * (1 - upper_fraction) +
+                    target[voice].wavetable[upper_next] * upper_fraction;
+                float upper = old_upper * (1 - mix) + new_upper * mix;
+                if (mix >= 1) {
+                    memcpy(current->wavetable, target[voice].wavetable, sizeof(current->wavetable));
+                    current->generation = target[voice].generation;
+                    sonic_field.wave_mix[voice] = 0;
+                }
+                float sub_tone = sinf((float)(sonic_field.sub_phase[voice] * 6.283185307179586));
+                float sample = (tone * .76f + sub_tone * current->sub + upper * current->overtone) * current->gain;
+                if (sonic_field.transient_stage[voice] == 1) {
+                    sonic_field.transient[voice] += (target[voice].percussion - sonic_field.transient[voice]) * .0014f;
+                    if (sonic_field.transient[voice] >= target[voice].percussion * .82f) sonic_field.transient_stage[voice] = 2;
+                } else if (sonic_field.transient_stage[voice] == 2) {
+                    sonic_field.transient[voice] *= .99968f;
+                    if (sonic_field.transient[voice] < .0002f) {
+                        sonic_field.transient[voice] = 0;
+                        sonic_field.transient_stage[voice] = 0;
+                    }
+                }
+                if (sonic_field.transient_stage[voice]) {
+                    sample += tone * target[voice].gain * sonic_field.transient[voice] * 1.7f;
+                }
+                float left_gain = sqrtf((1.0f - current->pan) * .5f);
+                float right_gain = sqrtf((1.0f + current->pan) * .5f);
+                left += sample * left_gain;
+                right += sample * right_gain;
+            }
+            sonic_field.buffer[frame * 2] = tanhf(left);
+            sonic_field.buffer[frame * 2 + 1] = tanhf(right);
+            sonic_field.sample_clock++;
+        }
+        SDL_PutAudioStreamData(stream, sonic_field.buffer,
+                               frames * (int)(sizeof(float) * 2));
+        frames_left -= frames;
+    }
+}
+
+static bool sonic_self_test(void) {
+    Program program = {.novelty = .75f, .quality = .5f};
+    snprintf(program.id, sizeof(program.id), "fixed-program");
+    snprintf(program.source, sizeof(program.source), "(sort merge)");
+    SonicVoice left = sonic_voice(&program, 0, false, 1);
+    SonicVoice right = sonic_voice(&program, 3, false, 1);
+    SonicVoice repeat = sonic_voice(&program, 0, false, 1);
+    return fabsf(left.pan + .82f) < .0001f && fabsf(right.pan - .82f) < .0001f &&
+           left.frequency == repeat.frequency && left.gain == repeat.gain &&
+           left.frequency != right.frequency && left.frequency >= 6.875f && right.frequency <= 400.0f &&
+           left.sub >= .08f && left.overtone >= .04f;
+}
+
+static int split_tabs(char *line, char **fields, int cap) {
+    int count = 0;
+    char *cursor = line;
+    while (count < cap) {
+        fields[count++] = cursor;
+        char *tab = strchr(cursor, '\t');
+        if (!tab) break;
+        *tab = '\0';
+        cursor = tab + 1;
+    }
+    return count;
+}
+
+static void parse_values(Program *p, const char *text) {
+    char copy[512];
+    snprintf(copy, sizeof(copy), "%s", text);
+    char *save = NULL;
+    for (char *token = strtok_r(copy, ",", &save);
+         token && p->value_count < MAX_VALUES;
+         token = strtok_r(NULL, ",", &save))
+        p->values[p->value_count++] = atoi(token);
+}
+
+static int hex_nibble(char c) {
+    if (c >= '0' && c <= '9') return c - '0';
+    if (c >= 'a' && c <= 'f') return c - 'a' + 10;
+    if (c >= 'A' && c <= 'F') return c - 'A' + 10;
+    return -1;
+}
+
+static int parse_hex(uint8_t *output, int capacity, const char *text) {
+    int count = 0;
+    size_t length = strlen(text);
+    for (size_t i = 0; i + 1 < length && count < capacity; i += 2) {
+        int high = hex_nibble(text[i]), low = hex_nibble(text[i + 1]);
+        if (high < 0 || low < 0) return 0;
+        output[count++] = (uint8_t)(high * 16 + low);
+    }
+    return count;
+}
+
+static bool parse_state(char *body, FarmState *out) {
+    memset(out, 0, sizeof(*out));
+    char *save_line = NULL;
+    for (char *line = strtok_r(body, "\n", &save_line); line;
+         line = strtok_r(NULL, "\n", &save_line)) {
+        char *f[112];
+        int n = split_tabs(line, f, 112);
+        if (n >= 10 && !strcmp(f[0], "S")) {
+            out->iteration = strtoull(f[1], NULL, 10);
+            out->accepted = strtoull(f[2], NULL, 10);
+            out->rejected = strtoull(f[3], NULL, 10);
+            out->coverage = atoi(f[4]); out->capacity = atoi(f[5]);
+            snprintf(out->selected, sizeof(out->selected), "%s", f[6]);
+            out->checkpoint_next = strtoull(f[7], NULL, 10);
+            out->checkpoint_remaining = strtoull(f[8], NULL, 10);
+            out->checkpoint_ms = strtoull(f[9], NULL, 10);
+            if (n >= 16) {
+                out->raster_coverage = atoi(f[10]); out->raster_capacity = atoi(f[11]);
+                out->resident_bytes = atoi(f[12]); out->active_reads = atoi(f[13]);
+                out->active_writes = atoi(f[14]); out->evaluations_per_second = strtof(f[15], NULL);
+            }
+            if (n >= 19) {
+                out->utc_ms = strtoull(f[16], NULL, 10); out->musical_bpm = strtof(f[17], NULL);
+                out->clock_synced = atoi(f[18]) != 0;
+            }
+            if (n >= 23) {
+                out->visual_reviews = atoi(f[19]); out->visual_retain = atoi(f[20]);
+                out->visual_watch = atoi(f[21]); out->visual_reject = atoi(f[22]);
+            }
+            if (n >= 26) {
+                out->git_editions = atoi(f[23]); snprintf(out->git_head, sizeof(out->git_head), "%.8s", f[24]);
+                out->git_iteration = strtoull(f[25], NULL, 10);
+            }
+            if (n >= 32) {
+                out->piece_vm_generation = atoi(f[26]);
+                snprintf(out->piece_vm_mutation, sizeof(out->piece_vm_mutation), "%s", f[27]);
+                out->piece_vm_accepted = atoi(f[28]); out->piece_vm_rejected = atoi(f[29]);
+                out->piece_vm_lineage = atoi(f[30]);
+                snprintf(out->piece_vm_id, sizeof(out->piece_vm_id), "%.12s", f[31]);
+            }
+            if (n >= 40) {
+                out->piece_vm_registers = atoi(f[32]); out->piece_vm_calls = atoi(f[33]);
+                out->piece_vm_memory = atoi(f[34]); out->piece_vm_senses = atoi(f[35]);
+                out->piece_vm_score = strtof(f[36], NULL);
+                out->piece_vm_half_verified = atoi(f[37]) != 0;
+                out->piece_vm_standard_verified = atoi(f[38]) != 0;
+                out->piece_vm_double_verified = atoi(f[39]) != 0;
+            }
+            if (n >= 41) out->piece_vm_crossovers = atoi(f[40]);
+            if (n >= 47) {
+                out->piece_vm_functions = atoi(f[41]); out->piece_vm_arguments = atoi(f[42]);
+                out->piece_vm_layouts = atoi(f[43]); out->piece_vm_layout_bytes = atoi(f[44]);
+                snprintf(out->piece_vm_environment_capability, sizeof(out->piece_vm_environment_capability), "%.15s", f[45]);
+                snprintf(out->piece_vm_environment_donor, sizeof(out->piece_vm_environment_donor), "%.12s", f[46]);
+            }
+            out->margin_probe_address = -1;
+            if (n >= 52) {
+                snprintf(out->margin_probe_id, sizeof(out->margin_probe_id), "%.23s", f[47]);
+                out->margin_probe_address = atoi(f[48]);
+                snprintf(out->margin_probe_track, sizeof(out->margin_probe_track), "%.15s", f[49]);
+                snprintf(out->margin_probe_capability, sizeof(out->margin_probe_capability), "%.15s", f[50]);
+                snprintf(out->margin_probe_requested_by, sizeof(out->margin_probe_requested_by), "%.23s", f[51]);
+            }
+            if (n >= 59) {
+                snprintf(out->margin_probe_status, sizeof(out->margin_probe_status), "%.15s", f[52]);
+                snprintf(out->margin_probe_descendant_id, sizeof(out->margin_probe_descendant_id), "%.12s", f[53]);
+                out->margin_probe_attempts = atoi(f[54]);
+                snprintf(out->margin_probe_descendant_state, sizeof(out->margin_probe_descendant_state), "%.15s", f[55]);
+                out->margin_probe_descendants = atoi(f[56]); out->margin_probe_generation = atoi(f[57]);
+                out->margin_probe_children = atoi(f[58]);
+            }
+            if (n >= 64) {
+                out->margin_probe_propagation_descendants = atoi(f[59]);
+                out->margin_probe_propagation_residents = atoi(f[60]);
+                out->margin_probe_propagation_generation = atoi(f[61]);
+                snprintf(out->margin_probe_propagation_frontier,
+                         sizeof(out->margin_probe_propagation_frontier), "%.12s", f[62]);
+                out->margin_probe_champion_carrier = atoi(f[63]) != 0;
+            }
+            if (n >= 71) {
+                snprintf(out->piece_vm_selection_parent, sizeof(out->piece_vm_selection_parent), "%.12s", f[64]);
+                out->piece_vm_phenotype_reports = atoi(f[65]);
+                out->piece_vm_phenotype_ready = atoi(f[66]) != 0;
+                out->piece_vm_phenotype_score = strtof(f[67], NULL);
+                out->piece_vm_phenotype_bias = strtof(f[68], NULL);
+                out->piece_vm_phenotype_voices = atoi(f[69]);
+                snprintf(out->piece_vm_phenotype_role, sizeof(out->piece_vm_phenotype_role), "%.15s", f[70]);
+            }
+            if (n >= 84) {
+                snprintf(out->piece_vm_policy_bonus, sizeof(out->piece_vm_policy_bonus), "%.23s", f[71]);
+                for (int policy = 0; policy < 3; policy++) {
+                    int base = 72 + policy * 4;
+                    out->piece_vm_policy_trials[policy] = atoi(f[base]);
+                    out->piece_vm_policy_reward[policy] = strtof(f[base + 1], NULL);
+                    out->piece_vm_policy_admission[policy] = strtof(f[base + 2], NULL);
+                    out->piece_vm_policy_capability[policy] = strtof(f[base + 3], NULL);
+                }
+            }
+            if (n >= 94) {
+                snprintf(out->piece_vm_operator_bonus, sizeof(out->piece_vm_operator_bonus), "%.15s", f[84]);
+                for (int family = 0; family < 3; family++) {
+                    int base = 85 + family * 3;
+                    out->piece_vm_operator_trials[family] = atoi(f[base]);
+                    out->piece_vm_operator_reward[family] = strtof(f[base + 1], NULL);
+                    out->piece_vm_operator_capability[family] = strtof(f[base + 2], NULL);
+                }
+            }
+            if (n >= 95)
+                snprintf(out->piece_vm_mutation_bonus, sizeof(out->piece_vm_mutation_bonus), "%.31s", f[94]);
+            if (n >= 102) {
+                out->piece_vm_curriculum_lead = atoi(f[95]) != 0;
+                out->piece_vm_curriculum_trials = atoi(f[96]);
+                out->piece_vm_curriculum_advancements = atoi(f[97]);
+                out->piece_vm_curriculum_compound = atoi(f[98]);
+                out->piece_vm_curriculum_max_breadth = atoi(f[99]);
+                out->piece_vm_development_breadth = atoi(f[100]);
+                snprintf(out->piece_vm_development_signature,
+                         sizeof(out->piece_vm_development_signature), "%.5s", f[101]);
+            }
+        } else if (n >= 12 && !strcmp(f[0], "P") && out->program_count < MAX_PROGRAMS) {
+            Program *p = &out->programs[out->program_count++];
+            snprintf(p->id, sizeof(p->id), "%s", f[1]);
+            snprintf(p->origin, sizeof(p->origin), "%s", f[2]);
+            snprintf(p->status, sizeof(p->status), "%s", f[3]);
+            p->generation = atoi(f[4]); p->novelty = strtof(f[5], NULL);
+            p->quality = strtof(f[6], NULL); p->operations = atoi(f[7]);
+            p->retained = atoi(f[8]) != 0;
+            snprintf(p->parent, sizeof(p->parent), "%s", f[9]);
+            snprintf(p->source, sizeof(p->source), "%s", f[10]);
+            parse_values(p, f[11]);
+            if (n >= 16) {
+                snprintf(p->domain, sizeof(p->domain), "%s", f[12]);
+                p->raster_count = parse_hex(p->raster, RASTER_BYTES, f[13]);
+                p->raster_width = atoi(f[14]); p->raster_height = atoi(f[15]);
+                if (n >= 17) p->bytecode_count = parse_hex(p->bytecode, BYTECODE_MAX, f[16]);
+                if (n >= 18) snprintf(p->address, sizeof(p->address), "%s", f[17]);
+                if (n >= 19) p->groove_count = parse_hex(p->groove, GROOVE_BYTES, f[18]);
+                if (n >= 20) p->piece_vm_count = parse_hex(p->piece_vm, PIECE_VM_BYTECODE_MAX, f[19]);
+                if (n >= 21) p->piece_vm_resolution = atoi(f[20]);
+                if (n >= 22) p->piece_vm_probe_carrier = atoi(f[21]) != 0;
+                if (n >= 23) snprintf(p->piece_vm_source_id, sizeof(p->piece_vm_source_id), "%.12s", f[22]);
+                if (n >= 24) snprintf(p->piece_vm_role, sizeof(p->piece_vm_role), "%.15s", f[23]);
+            }
+        }
+    }
+    out->received_at = SDL_GetTicks();
+    out->connected = out->capacity > 0;
+    return out->connected;
+}
+
+static void stabilize_program_addresses(FarmState *state) {
+    bool incoming_used[MAX_PROGRAMS] = {0};
+    for (int i = 0; i < state->program_count; i++) {
+        const char *address = state->programs[i].address;
+        if (address[0] < 'A' || address[0] > 'D' || address[1] < '1' || address[1] > '3') continue;
+        int slot = (address[1] - '1') * 4 + address[0] - 'A';
+        stable_programs[slot] = state->programs[i];
+        stable_missing[slot] = 0; stable_occupied[slot] = true; incoming_used[i] = true;
+    }
+    for (int slot = 0; slot < MAX_PROGRAMS; slot++) if (stable_occupied[slot]) {
+        bool found = false;
+        for (int i = 0; i < state->program_count; i++) {
+            if (!strcmp(stable_programs[slot].id, state->programs[i].id)) {
+                stable_programs[slot] = state->programs[i];
+                stable_missing[slot] = 0;
+                incoming_used[i] = true;
+                found = true;
+                break;
+            }
+        }
+        if (!found) stable_missing[slot]++;
+    }
+    for (int i = 0; i < state->program_count; i++) if (!incoming_used[i]) {
+        int destination = -1;
+        for (int slot = 0; slot < MAX_PROGRAMS; slot++)
+            if (!stable_occupied[slot]) { destination = slot; break; }
+        if (destination < 0) {
+            int stalest = 0;
+            for (int slot = 1; slot < MAX_PROGRAMS; slot++)
+                if (stable_missing[slot] > stable_missing[stalest]) stalest = slot;
+            if (stable_missing[stalest] >= 120) destination = stalest;
+        }
+        if (destination >= 0) {
+            stable_programs[destination] = state->programs[i];
+            stable_missing[destination] = 0;
+            stable_occupied[destination] = true;
+        }
+    }
+    state->program_count = MAX_PROGRAMS;
+    for (int slot = 0; slot < MAX_PROGRAMS; slot++) {
+        if (stable_occupied[slot]) state->programs[slot] = stable_programs[slot];
+        else memset(&state->programs[slot], 0, sizeof(Program));
+    }
+}
+
+static int field_index(int x, int y, int channel) {
+    x = (x % RASTER_W + RASTER_W) % RASTER_W;
+    y = (y % RASTER_H + RASTER_H) % RASTER_H;
+    return (y * RASTER_W + x) * 3 + channel;
+}
+
+static bool valid_resolution(int side) {
+    return side == 32 || side == 64 || side == 128 || side == 256;
+}
+
+static int hardware_profile_code(int side) {
+    return side == 32 ? 1 : side == 64 ? 2 : side == 128 ? 3 : side == 256 ? 4 : 0;
+}
+
+static int live_index(const LiveField *field, int x, int y, int channel) {
+    int side = field->resolution;
+    x = (x % side + side) % side;
+    y = (y % side + side) % side;
+    return (y * side + x) * 3 + channel;
+}
+
+static int scale_coordinate(const LiveField *field, int value) {
+    return (int)lround(value * (field->resolution - 1) / (double)(RASTER_W - 1));
+}
+
+static int scale_extent(const LiveField *field, int value) {
+    int scaled = (int)lround(value * field->resolution / (double)RASTER_W);
+    return scaled < 1 ? 1 : scaled;
+}
+
+static int scale_offset(const LiveField *field, int value) {
+    if (!value) return 0;
+    int scaled = (int)lround(abs(value) * field->resolution / (double)RASTER_W);
+    if (scaled < 1) scaled = 1;
+    return value < 0 ? -scaled : scaled;
+}
+
+static void resample_rgb(uint8_t *target, int target_side, const uint8_t *source, int source_side) {
+    for (int y = 0; y < target_side; y++) for (int x = 0; x < target_side; x++) {
+        int sx = x * source_side / target_side, sy = y * source_side / target_side;
+        int from = (sy * source_side + sx) * 3, to = (y * target_side + x) * 3;
+        target[to] = source[from]; target[to + 1] = source[from + 1]; target[to + 2] = source[from + 2];
+    }
+}
+
+static int16_t bytecode_arg(const uint8_t *instruction, int index) {
+    int offset = 1 + index * 2;
+    return (int16_t)((uint16_t)instruction[offset] | ((uint16_t)instruction[offset + 1] << 8));
+}
+
+static uint16_t groove_u16(const uint8_t *bytes, int offset) {
+    return (uint16_t)(bytes[offset] | ((uint16_t)bytes[offset + 1] << 8));
+}
+
+static uint32_t groove_u32(const uint8_t *bytes, int offset) {
+    return (uint32_t)bytes[offset] | ((uint32_t)bytes[offset + 1] << 8) |
+        ((uint32_t)bytes[offset + 2] << 16) | ((uint32_t)bytes[offset + 3] << 24);
+}
+
+static void groove_set_u16(uint8_t *bytes, int offset, uint16_t value) {
+    bytes[offset] = value & 255; bytes[offset + 1] = value >> 8;
+}
+
+static void groove_set_u32(uint8_t *bytes, int offset, uint32_t value) {
+    bytes[offset] = value & 255; bytes[offset + 1] = value >> 8;
+    bytes[offset + 2] = value >> 16; bytes[offset + 3] = value >> 24;
+}
+
+static uint32_t groove_protected_hash(const uint8_t *groove) {
+    uint32_t value = 2166136261u;
+    for (int offset = 0; offset < GROOVE_SEQUENCE_BASE * 3; offset++) {
+        uint8_t byte = offset >= 12 && offset < 16 ? 0 : groove[offset];
+        value ^= byte; value *= 16777619u;
+    }
+    const int ranges[][2] = {
+        {GROOVE_SEQUENCE_BASE * 3, GROOVE_STATE_BASE * 3},
+        {GROOVE_SOURCE_BASE * 3, GROOVE_FRINGE_BASE * 3},
+    };
+    for (size_t range = 0; range < sizeof(ranges) / sizeof(ranges[0]); range++)
+        for (int offset = ranges[range][0]; offset < ranges[range][1]; offset++) {
+            value ^= groove[offset]; value *= 16777619u;
+        }
+    return value;
+}
+
+static void groove_rehash(LiveField *field) {
+    groove_set_u32(field->groove, 12, groove_protected_hash(field->groove));
+}
+
+static bool groove_valid(const uint8_t *groove, int count) {
+    int resolution = count == GROOVE_BYTES ? groove_u16(groove, 104) : 0;
+    return count == GROOVE_BYTES && !memcmp(groove, "PGR1", 4) && groove_u16(groove, 4) == GROOVE_VERSION &&
+        groove_u32(groove, 8) == GROOVE_BYTES && groove_u16(groove, 20) <= 8 &&
+        valid_resolution(resolution) && groove_u32(groove, 108) == (uint32_t)(resolution * resolution * 3) &&
+        groove[112] == hardware_profile_code(resolution) &&
+        groove_u32(groove, 12) == groove_protected_hash(groove);
+}
+
+static int groove_instruction_count(const LiveField *field) {
+    return groove_u16(field->groove, 20);
+}
+
+static void groove_set_reader(LiveField *field, int pc, int vector) {
+    int state = GROOVE_STATE_BASE * 3;
+    field->groove[state] = 0xa0;
+    groove_set_u16(field->groove, state + 1, (uint16_t)pc);
+    field->groove[state + 3] = (uint8_t)vector;
+    groove_set_u32(field->groove, state + 20, GROOVE_SEQUENCE_BASE + pc * GROOVE_INSTRUCTION_PIXELS);
+}
+
+static void groove_sync_microcell(LiveField *field, int meta_index) {
+    int pixel = -1;
+    if (meta_index >= MARGIN_RASTER_BODY_BASE && meta_index < MARGIN_RASTER_BODY_BASE + MARGIN_RASTER_BODY_SLOTS * MARGIN_BODY_CELLS)
+        pixel = GROOVE_BODY_BASE + meta_index - MARGIN_RASTER_BODY_BASE;
+    else if (meta_index >= MARGIN_PROJECTION_BODY_BASE && meta_index < MARGIN_PROJECTION_BODY_BASE + MARGIN_PROJECTION_AXES * MARGIN_BODY_CELLS)
+        pixel = GROOVE_PROJECTION_BASE + meta_index - MARGIN_PROJECTION_BODY_BASE;
+    else if (meta_index >= MARGIN_PROPOSAL_BASE && meta_index < MARGIN_PROPOSAL_BASE + MARGIN_PROJECTION_AXES * MARGIN_BODY_CELLS)
+        pixel = GROOVE_PROPOSAL_BASE + meta_index - MARGIN_PROPOSAL_BASE;
+    if (pixel < 0) return;
+    MetaCell *cell = &field->permastore[meta_index];
+    int at = pixel * 3; float literal = 0; memcpy(&literal, &cell->payload, sizeof(literal));
+    field->groove[at] = cell->tag;
+    field->groove[at + 1] = (uint8_t)cell->arity;
+    field->groove[at + 2] = (uint8_t)(int8_t)lroundf(fmaxf(-2, fminf(1.984375f, literal)) * 64);
+}
+
+static void groove_decode_microcells(LiveField *field, int groove_pixel, int meta_base, int cells) {
+    for (int index = 0; index < cells; index++) {
+        int at = (groove_pixel + index) * 3;
+        MetaCell *cell = &field->permastore[meta_base + index];
+        memset(cell, 0, sizeof(*cell));
+        cell->tag = field->groove[at]; cell->flags = cell->tag == 0x90 ? 1 : 2;
+        cell->arity = field->groove[at + 1];
+        float literal = (int8_t)field->groove[at + 2] / 64.0f;
+        memcpy(&cell->payload, &literal, sizeof(literal));
+        cell->link = (uint32_t)(index + 1 < cells ? meta_base + index + 1 : meta_base);
+    }
+}
+
+static void groove_decode_program(LiveField *field) {
+    field->bytecode_count = groove_instruction_count(field) * BYTECODE_STRIDE;
+    for (int opcode = 1; opcode <= MARGIN_FUNCTION_CELLS; opcode++) {
+        int at = (GROOVE_FUNCTION_BASE + (opcode - 1) * 3) * 3;
+        MetaCell *function = &field->permastore[MARGIN_FUNCTION_BASE + opcode - 1];
+        memset(function, 0, sizeof(*function));
+        function->tag = field->groove[at]; function->flags = field->groove[at + 1];
+        function->arity = field->groove[at + 2];
+        function->payload = field->groove[at + 7];
+        if (function->flags & 4) function->link = MARGIN_RASTER_BODY_BASE + (opcode - 1) * MARGIN_BODY_CELLS;
+        groove_decode_microcells(field, GROOVE_BODY_BASE + (opcode - 1) * MARGIN_BODY_CELLS,
+            MARGIN_RASTER_BODY_BASE + (opcode - 1) * MARGIN_BODY_CELLS, MARGIN_BODY_CELLS);
+    }
+    for (int axis = 0; axis < MARGIN_PROJECTION_AXES; axis++)
+        groove_decode_microcells(field, GROOVE_PROJECTION_BASE + axis * MARGIN_BODY_CELLS,
+            MARGIN_PROJECTION_BODY_BASE + axis * MARGIN_BODY_CELLS, MARGIN_BODY_CELLS);
+}
+
+static void margin_store_program(LiveField *field, const uint8_t *bytecode, int count) {
+    field->bytecode_count = count;
+    memset(field->groove, 0, sizeof(field->groove));
+    memcpy(field->groove, "PGR1", 4); groove_set_u16(field->groove, 4, GROOVE_VERSION);
+    groove_set_u16(field->groove, 6, GROOVE_HEADER_BASE + 64);
+    groove_set_u32(field->groove, 8, GROOVE_BYTES); groove_set_u16(field->groove, 20, count / BYTECODE_STRIDE);
+    size_t id_length = 0;
+    while (id_length < 24 && field->id[id_length]) id_length++;
+    memcpy(field->groove + 32, field->id, id_length);
+    groove_set_u16(field->groove, 104, (uint16_t)field->resolution);
+    groove_set_u32(field->groove, 108, (uint32_t)field->byte_count);
+    field->groove[112] = (uint8_t)hardware_profile_code(field->resolution);
+    memcpy(field->groove + GROOVE_SEQUENCE_BASE * 3, bytecode, (size_t)count);
+    groove_set_reader(field, 0, 7);
+    int instructions = count / BYTECODE_STRIDE;
+    for (int opcode = 1; opcode <= MARGIN_FUNCTION_CELLS; opcode++) {
+        MetaCell *function = &field->permastore[MARGIN_FUNCTION_BASE + opcode - 1];
+        function->tag = 0x70;       /* verified bounded native function signature */
+        function->flags = 1;        /* executable only through the verifier */
+        function->arity = 10;
+        function->link = 0;
+        function->payload = (uint64_t)opcode | ((uint64_t)field->byte_count << 16);
+        int entry = (GROOVE_FUNCTION_BASE + (opcode - 1) * 3) * 3;
+        field->groove[entry] = 0x70; field->groove[entry + 1] = 1; field->groove[entry + 2] = 4;
+        field->groove[entry + 3] = (uint8_t)opcode;
+        groove_set_u16(field->groove, entry + 4, GROOVE_BODY_BASE + (opcode - 1) * MARGIN_BODY_CELLS);
+        field->groove[entry + 6] = 0; field->groove[entry + 7] = (uint8_t)opcode;
+    }
+    /* Opcode 19 is a bounded native field rule. Its signature fits in the
+       function directory, while the original 18 micro-bodies remain fixed. */
+    int cellular_entry = (GROOVE_FUNCTION_BASE + (MAX_RASTER_OPCODE - 1) * 3) * 3;
+    field->groove[cellular_entry] = 0x70; field->groove[cellular_entry + 1] = 1;
+    field->groove[cellular_entry + 2] = 2; field->groove[cellular_entry + 3] = MAX_RASTER_OPCODE;
+    groove_set_u16(field->groove, cellular_entry + 4, 0);
+    field->groove[cellular_entry + 6] = 0; field->groove[cellular_entry + 7] = MAX_RASTER_OPCODE;
+    for (int instruction = 0; instruction < instructions; instruction++) {
+        int base = instruction * MARGIN_INSTRUCTION_CELLS;
+        int opcode = bytecode[instruction * BYTECODE_STRIDE];
+        for (int word = 0; word < MARGIN_INSTRUCTION_CELLS; word++) {
+            uint64_t payload = 0;
+            memcpy(&payload, bytecode + instruction * BYTECODE_STRIDE + word * 8, 8);
+            field->permastore[base + word].tag = (uint8_t)(0x80 + word);
+            field->permastore[base + word].flags = 1;
+            field->permastore[base + word].arity = BYTECODE_STRIDE;
+            field->permastore[base + word].link = (uint32_t)(MARGIN_FUNCTION_BASE + opcode - 1);
+            field->permastore[base + word].payload = payload;
+        }
+    }
+}
+
+static bool margin_load_instruction(const LiveField *field, int instruction, uint8_t output[BYTECODE_STRIDE]) {
+    if (instruction < 0 || instruction >= groove_instruction_count(field)) return false;
+    memcpy(output, field->groove + (GROOVE_SEQUENCE_BASE + instruction * GROOVE_INSTRUCTION_PIXELS) * 3, BYTECODE_STRIDE);
+    int opcode = output[0];
+    if (opcode == MAX_RASTER_OPCODE) {
+        int entry = (GROOVE_FUNCTION_BASE + (opcode - 1) * 3) * 3;
+        return field->groove[entry] == 0x70 && field->groove[entry + 3] == opcode;
+    }
+    return opcode >= 1 && opcode <= MARGIN_FUNCTION_CELLS &&
+        field->permastore[MARGIN_FUNCTION_BASE + opcode - 1].tag == 0x70;
+}
+
+static void margin_set_float(MetaCell *cell, float value, uint8_t tag) {
+    cell->tag = tag; cell->arity = 1;
+    cell->payload = 0; memcpy(&cell->payload, &value, sizeof(value));
+}
+
+static float margin_get_float(const MetaCell *cell, float fallback) {
+    if (!cell || (cell->tag != 3 && cell->tag != 4 && cell->tag != 5)) return fallback;
+    float value; memcpy(&value, &cell->payload, sizeof(value));
+    return isfinite(value) ? value : fallback;
+}
+
+enum MarginMicroOp {
+    MM_SELF = 1, MM_ARG, MM_X, MM_Y, MM_DEPTH, MM_TIME, MM_ENERGY, MM_CONST,
+    MM_ADD, MM_SUB, MM_MUL, MM_DIV, MM_XOR, MM_AND, MM_OR,
+    MM_SIN, MM_COS, MM_TANH, MM_ABS, MM_MIN, MM_MAX, MM_SOLAR, MM_RETURN,
+};
+
+typedef struct {
+    float self, arg, x, y, depth, time, energy;
+} MarginEval;
+
+static void margin_microcell(MetaCell *cell, uint8_t tag, enum MarginMicroOp op, float literal) {
+    memset(cell, 0, sizeof(*cell));
+    cell->tag = tag;
+    cell->flags = tag == 0x90 ? 1 : 2; /* protected executable or fringe proposal */
+    cell->arity = (uint16_t)op;
+    memcpy(&cell->payload, &literal, sizeof(literal));
+}
+
+static bool margin_verify_body(const LiveField *field, int base, uint8_t tag) {
+    if (base < 0 || base + MARGIN_BODY_CELLS > PERMA_CELLS) return false;
+    int depth = 0;
+    for (int index = 0; index < MARGIN_BODY_CELLS; index++) {
+        const MetaCell *cell = &field->permastore[base + index];
+        if (cell->tag != tag || !(cell->flags & (tag == 0x90 ? 1 : 2))) return false;
+        enum MarginMicroOp op = (enum MarginMicroOp)cell->arity;
+        if (op >= MM_SELF && op <= MM_CONST) {
+            if (++depth > 12) return false;
+            if (op == MM_CONST) {
+                float literal = 0; memcpy(&literal, &cell->payload, sizeof(literal));
+                if (!isfinite(literal) || fabsf(literal) > 4) return false;
+            }
+        } else if (op >= MM_ADD && op <= MM_OR) {
+            if (depth < 2) return false;
+            depth--;
+        } else if (op >= MM_SIN && op <= MM_ABS) {
+            if (depth < 1) return false;
+        } else if (op == MM_MIN || op == MM_MAX || op == MM_SOLAR) {
+            if (depth < 2) return false;
+            depth--;
+        } else if (op == MM_RETURN) {
+            return depth == 1;
+        } else return false;
+    }
+    return false;
+}
+
+static bool margin_eval_body(const LiveField *field, int base, uint8_t tag,
+                             const MarginEval *input, float *result) {
+    float stack[12]; int depth = 0;
+    for (int index = 0; index < MARGIN_BODY_CELLS; index++) {
+        const MetaCell *cell = &field->permastore[base + index];
+        if (cell->tag != tag || !(cell->flags & (tag == 0x90 ? 1 : 2))) return false;
+        enum MarginMicroOp op = (enum MarginMicroOp)cell->arity;
+        float value = 0;
+        if (op >= MM_SELF && op <= MM_CONST) {
+            if (depth >= 12) return false;
+            if (op == MM_SELF) value = input->self;
+            else if (op == MM_ARG) value = input->arg;
+            else if (op == MM_X) value = input->x;
+            else if (op == MM_Y) value = input->y;
+            else if (op == MM_DEPTH) value = input->depth;
+            else if (op == MM_TIME) value = input->time;
+            else if (op == MM_ENERGY) value = input->energy;
+            else memcpy(&value, &cell->payload, sizeof(value));
+            stack[depth++] = value;
+            continue;
+        }
+        if (op == MM_RETURN) {
+            if (depth != 1 || !isfinite(stack[0])) return false;
+            *result = stack[0]; return true;
+        }
+        if (op >= MM_SIN && op <= MM_ABS) {
+            if (depth < 1) return false;
+            float a = stack[depth - 1];
+            stack[depth - 1] = op == MM_SIN ? sinf(a) : op == MM_COS ? cosf(a) :
+                op == MM_TANH ? tanhf(a) : fabsf(a);
+        } else {
+            if (depth < 2) return false;
+            float b = stack[--depth], a = stack[depth - 1];
+            if (op == MM_ADD) value = a + b;
+            else if (op == MM_SUB) value = a - b;
+            else if (op == MM_MUL) value = a * b;
+            else if (op == MM_DIV) value = fabsf(b) < .0001f ? a : a / b;
+            else if (op == MM_XOR) value = (float)(((int)lroundf(a) & 255) ^ ((int)lroundf(b) & 255));
+            else if (op == MM_AND) value = (float)(((int)lroundf(a) & 255) & ((int)lroundf(b) & 255));
+            else if (op == MM_OR) value = (float)(((int)lroundf(a) & 255) | ((int)lroundf(b) & 255));
+            else if (op == MM_MIN) value = fminf(a, b);
+            else if (op == MM_MAX) value = fmaxf(a, b);
+            else if (op == MM_SOLAR) value = a >= b ? 255 - a : a;
+            else return false;
+            stack[depth - 1] = value;
+        }
+        if (!isfinite(stack[depth - 1])) return false;
+        stack[depth - 1] = fmaxf(-4096, fminf(4096, stack[depth - 1]));
+    }
+    return false;
+}
+
+static void margin_write_body(LiveField *field, int base, uint8_t tag,
+                              const enum MarginMicroOp *ops, const float *literals, int count) {
+    for (int index = 0; index < MARGIN_BODY_CELLS; index++) {
+        enum MarginMicroOp op = index < count ? ops[index] : MM_RETURN;
+        float literal = literals && index < count ? literals[index] : 0;
+        margin_microcell(&field->permastore[base + index], tag, op, literal);
+        field->permastore[base + index].link = (uint32_t)(index + 1 < MARGIN_BODY_CELLS ? base + index + 1 : base);
+        groove_sync_microcell(field, base + index);
+    }
+}
+
+static void margin_seed_raster_bodies(LiveField *field) {
+    static const struct { int opcode; enum MarginMicroOp op; } seeds[] = {
+        {1, MM_ADD}, {2, MM_XOR}, {5, MM_SOLAR}, {11, MM_AND}, {12, MM_OR},
+    };
+    for (size_t seed = 0; seed < sizeof(seeds) / sizeof(seeds[0]); seed++) {
+        int base = MARGIN_RASTER_BODY_BASE + (seeds[seed].opcode - 1) * MARGIN_BODY_CELLS;
+        enum MarginMicroOp ops[] = {MM_SELF, MM_ARG, seeds[seed].op, MM_RETURN};
+        margin_write_body(field, base, 0x90, ops, NULL, 4);
+        if (margin_verify_body(field, base, 0x90)) {
+            MetaCell *function = &field->permastore[MARGIN_FUNCTION_BASE + seeds[seed].opcode - 1];
+            function->link = (uint32_t)base;
+            function->flags |= 4; /* body is margin-resident and verified */
+            function->arity = 2;
+            int entry = (GROOVE_FUNCTION_BASE + (seeds[seed].opcode - 1) * 3) * 3;
+            field->groove[entry + 1] = function->flags;
+            field->groove[entry + 2] = (uint8_t)function->arity;
+            field->groove[entry + 6] = 4;
+        }
+    }
+}
+
+static void margin_seed_projection_bodies(LiveField *field) {
+    enum MarginMicroOp x_ops[] = {MM_TIME, MM_SIN, MM_ENERGY, MM_MUL, MM_TANH, MM_RETURN};
+    enum MarginMicroOp y_ops[] = {MM_TIME, MM_COS, MM_ENERGY, MM_MUL, MM_TANH, MM_RETURN};
+    enum MarginMicroOp z_ops[] = {MM_DEPTH, MM_ENERGY, MM_SUB, MM_TANH, MM_RETURN};
+    margin_write_body(field, MARGIN_PROJECTION_BODY_BASE, 0x90, x_ops, NULL, 6);
+    margin_write_body(field, MARGIN_PROJECTION_BODY_BASE + MARGIN_BODY_CELLS, 0x90, y_ops, NULL, 6);
+    margin_write_body(field, MARGIN_PROJECTION_BODY_BASE + MARGIN_BODY_CELLS * 2, 0x90, z_ops, NULL, 5);
+}
+
+static uint32_t margin_random(uint32_t *state) {
+    *state ^= *state << 13; *state ^= *state >> 17; *state ^= *state << 5;
+    return *state;
+}
+
+static enum MarginMicroOp margin_random_input(uint32_t *state) {
+    static const enum MarginMicroOp inputs[] = {MM_X, MM_Y, MM_DEPTH, MM_TIME, MM_ENERGY, MM_CONST};
+    return inputs[margin_random(state) % (sizeof(inputs) / sizeof(inputs[0]))];
+}
+
+static void margin_synthesize_projection(LiveField *field, int axis) {
+    int fringe_cells = PERMA_CELLS - GROOVE_FRINGE_BASE;
+    int fringe = GROOVE_FRINGE_BASE + (int)((field->lifetime_steps + axis * 977) % fringe_cells);
+    int fringe_at = fringe * 3;
+    uint32_t fringe_word = ((uint32_t)field->groove[fringe_at] << 16) |
+        ((uint32_t)field->groove[fringe_at + 1] << 8) | field->groove[fringe_at + 2];
+    uint32_t random = hash_text(field->id) ^ fringe_word ^
+        (uint32_t)(field->projection_generation * 0x9e3779b9u) ^ (uint32_t)(axis * 0x85ebca6bu);
+    enum MarginMicroOp ops[MARGIN_BODY_CELLS]; float literals[MARGIN_BODY_CELLS] = {0}; int count = 0;
+    ops[count] = margin_random_input(&random);
+    if (ops[count] == MM_CONST) literals[count] = ((int)(margin_random(&random) % 2001) - 1000) / 1000.0f;
+    count++;
+    if (margin_random(&random) & 1) ops[count++] = (margin_random(&random) & 1) ? MM_SIN : MM_COS;
+    ops[count] = margin_random_input(&random);
+    if (ops[count] == MM_CONST) literals[count] = ((int)(margin_random(&random) % 2001) - 1000) / 1000.0f;
+    count++;
+    if (margin_random(&random) & 1) ops[count++] = MM_TANH;
+    static const enum MarginMicroOp binary[] = {MM_ADD, MM_SUB, MM_MUL, MM_DIV, MM_MIN, MM_MAX};
+    ops[count++] = binary[margin_random(&random) % (sizeof(binary) / sizeof(binary[0]))];
+    if (margin_random(&random) & 1) {
+        ops[count] = margin_random_input(&random);
+        if (ops[count] == MM_CONST) literals[count] = ((int)(margin_random(&random) % 2001) - 1000) / 1000.0f;
+        count++;
+        ops[count++] = binary[margin_random(&random) % (sizeof(binary) / sizeof(binary[0]))];
+    }
+    ops[count++] = MM_TANH; ops[count++] = MM_RETURN;
+    int proposal = MARGIN_PROPOSAL_BASE + axis * MARGIN_BODY_CELLS;
+    margin_write_body(field, proposal, 0x91, ops, literals, count);
+    if (!margin_verify_body(field, proposal, 0x91)) return;
+    float low = 1e9f, high = -1e9f;
+    for (int sample = 0; sample < 64; sample++) {
+        MarginEval input = {.x = (sample % 4) / 1.5f - 1, .y = ((sample / 4) % 4) / 1.5f - 1,
+            .depth = ((sample / 16) % 4) / 3.0f, .time = (sample % 8) * .7f,
+            .energy = .05f + (sample % 7) * .13f};
+        float value = 0;
+        if (!margin_eval_body(field, proposal, 0x91, &input, &value) || !isfinite(value) || fabsf(value) > 1.001f) return;
+        low = fminf(low, value); high = fmaxf(high, value);
+    }
+    if (high - low < .008f) return;
+    int active = MARGIN_PROJECTION_BODY_BASE + axis * MARGIN_BODY_CELLS;
+    memcpy(&field->permastore[active], &field->permastore[proposal], sizeof(MetaCell) * MARGIN_BODY_CELLS);
+    for (int index = 0; index < MARGIN_BODY_CELLS; index++) {
+        field->permastore[active + index].tag = 0x90;
+        field->permastore[active + index].flags = 1;
+        field->permastore[active + index].link = (uint32_t)(index + 1 < MARGIN_BODY_CELLS ? active + index + 1 : active);
+        groove_sync_microcell(field, active + index);
+    }
+    groove_rehash(field);
+    field->projection_generation++;
+    char event[48]; snprintf(event, sizeof(event), ">ALGEBRA PROMOTE %c G%d", 'X' + axis, field->projection_generation);
+    live_console(field, event);
+}
+
+static void margin_maybe_synthesize(LiveField *field) {
+    if (field->lifetime_steps < field->next_synthesis_step) return;
+    margin_synthesize_projection(field, field->projection_generation % MARGIN_PROJECTION_AXES);
+    field->next_synthesis_step = field->lifetime_steps + 3600 + hash_text(field->id) % 1800;
+}
+
+static void margin_seed_algebra(LiveField *field) {
+    static const struct { const char *name; uint16_t arity; uint32_t link; } primitives[MARGIN_ALGEBRA_CELLS] = {
+        {"vec3", 3, 0}, {"vec4", 4, 0}, {"mat4.id", 0, 0}, {"mat4.mul", 2, 2},
+        {"perspect", 4, MARGIN_CAMERA_BASE}, {"rotate.x", 1, 2}, {"rotate.y", 1, 2},
+        {"rotate.z", 1, 2}, {"xform.v4", 2, 1}, {"hom.div", 1, 0},
+        {"ray.box", 3, MARGIN_CAMERA_BASE}, {"mobius", 3, 0}, {"rat.norm", 2, 0},
+        {"look.at", 3, MARGIN_CAMERA_BASE},
+    };
+    for (int index = 0; index < MARGIN_ALGEBRA_CELLS; index++) {
+        MetaCell *cell = &field->permastore[MARGIN_ALGEBRA_BASE + index];
+        cell->tag = 0x50;       /* algebraic projection signature */
+        cell->flags = 1;        /* protected, verified seed material */
+        cell->arity = primitives[index].arity;
+        cell->link = primitives[index].link;
+        cell->payload = 0;
+        size_t length = strlen(primitives[index].name);
+        memcpy(&cell->payload, primitives[index].name, length < sizeof(cell->payload) ? length : sizeof(cell->payload));
+    }
+}
+
+static uint8_t byte_value(float value) {
+    if (value < 0) return 0;
+    if (value > 255) return 255;
+    return (uint8_t)lroundf(value);
+}
+
+static LiveField *find_live_field(const Program *program) {
+    if (!program) return NULL;
+    for (int i = 0; i < MAX_PROGRAMS; i++)
+        if (live_fields[i].occupied && !strcmp(live_fields[i].id, program->id)) return &live_fields[i];
+    return NULL;
+}
+
+static uint32_t piece_vm_code_hash(const uint8_t *bytes, int count) {
+    uint32_t value = 2166136261u;
+    for (int index = 0; index < count; index++) { value ^= bytes[index]; value *= 16777619u; }
+    return value;
+}
+
+static LiveField *live_field(const Program *program) {
+    bool has_groove = program && groove_valid(program->groove, program->groove_count);
+    bool has_piece_vm = program && program->piece_vm_count > 0 && program->piece_vm_count % 8 == 0;
+    if (!program || program->raster_count != RASTER_BYTES || (!has_groove &&
+        !has_piece_vm && (program->bytecode_count <= 0 || program->bytecode_count % BYTECODE_STRIDE))) return NULL;
+    pthread_mutex_lock(&live_lock);
+    LiveField *empty = NULL;
+    uint32_t incoming_piece_vm_hash = has_piece_vm ? piece_vm_code_hash(program->piece_vm, program->piece_vm_count) : 0;
+    int incoming_piece_vm_resolution = has_piece_vm && valid_resolution(program->piece_vm_resolution)
+        ? program->piece_vm_resolution : 64;
+    for (int i = 0; i < MAX_PROGRAMS; i++) {
+        if (live_fields[i].occupied && !strcmp(live_fields[i].id, program->id)) {
+            bool same_piece_vm = has_piece_vm
+                ? live_fields[i].piece_vm && live_fields[i].piece_vm_hash == incoming_piece_vm_hash &&
+                    live_fields[i].resolution == incoming_piece_vm_resolution
+                : !live_fields[i].piece_vm;
+            if (same_piece_vm) {
+                snprintf(live_fields[i].piece_vm_source_id, sizeof(live_fields[i].piece_vm_source_id),
+                         "%s", program->piece_vm_source_id);
+                snprintf(live_fields[i].piece_vm_role, sizeof(live_fields[i].piece_vm_role),
+                         "%s", program->piece_vm_role);
+                live_fields[i].piece_vm_probe_carrier = program->piece_vm_probe_carrier;
+                pthread_mutex_unlock(&live_lock); return &live_fields[i];
+            }
+            empty = &live_fields[i]; break;
+        }
+        if (!live_fields[i].occupied && !empty) empty = &live_fields[i];
+    }
+    if (!empty) empty = &live_fields[hash_text(program->id) % MAX_PROGRAMS];
+    if (empty->piece_vm) piece_vm_native_destroy(empty->piece_vm);
+    memset(empty, 0, sizeof(*empty));
+    snprintf(empty->id, sizeof(empty->id), "%s", program->id);
+    int recorded_resolution = has_piece_vm ? incoming_piece_vm_resolution : has_groove ? groove_u16(program->groove, 104) : RASTER_W;
+    empty->resolution = valid_resolution(recorded_resolution) ? recorded_resolution : RASTER_W;
+    empty->pixel_count = empty->resolution * empty->resolution;
+    empty->byte_count = empty->pixel_count * 3;
+    resample_rgb(empty->seed, empty->resolution, program->raster, RASTER_W);
+    memcpy(empty->pixels, empty->seed, (size_t)empty->byte_count);
+    memcpy(empty->display[0], empty->seed, (size_t)empty->byte_count);
+    memcpy(empty->display[1], empty->seed, (size_t)empty->byte_count);
+    memcpy(empty->projection[0], empty->seed, (size_t)empty->byte_count);
+    memcpy(empty->projection[1], empty->seed, (size_t)empty->byte_count);
+    for (int depth = 0; depth < VOLUME_DEPTH; depth++)
+        memcpy(empty->volume[depth], empty->seed, (size_t)empty->byte_count);
+    uint32_t meta_seed = hash_text(program->id);
+    for (int cell = 0; cell < PERMA_CELLS; cell++) {
+        meta_seed ^= meta_seed << 13; meta_seed ^= meta_seed >> 17; meta_seed ^= meta_seed << 5;
+        empty->permastore[cell].tag = (uint8_t)(1 + meta_seed % 5); /* int, rational, float, vec3, matrix */
+        empty->permastore[cell].arity = empty->permastore[cell].tag == 4 ? 3 : empty->permastore[cell].tag == 5 ? 16 : 1;
+        empty->permastore[cell].link = (uint32_t)((cell + 1) % PERMA_CELLS);
+        empty->permastore[cell].payload = ((uint64_t)meta_seed << 32) | (meta_seed ^ (uint32_t)cell);
+    }
+    if (has_groove) {
+        memcpy(empty->groove, program->groove, GROOVE_BYTES);
+        groove_decode_program(empty);
+    } else margin_store_program(empty, program->bytecode, program->bytecode_count);
+    if (has_piece_vm) {
+        empty->piece_vm = piece_vm_native_create(empty->resolution, program->piece_vm, (size_t)program->piece_vm_count);
+        if (!empty->piece_vm) { memset(empty, 0, sizeof(*empty)); pthread_mutex_unlock(&live_lock); return NULL; }
+        empty->piece_vm_hash = incoming_piece_vm_hash;
+        snprintf(empty->piece_vm_source_id, sizeof(empty->piece_vm_source_id), "%s", program->piece_vm_source_id);
+        snprintf(empty->piece_vm_role, sizeof(empty->piece_vm_role), "%s", program->piece_vm_role);
+        empty->piece_vm_probe_carrier = program->piece_vm_probe_carrier;
+    }
+    empty->permastore[MARGIN_CAMERA_BASE].tag = 0x40;
+    empty->permastore[MARGIN_CAMERA_BASE].arity = 7;
+    empty->permastore[MARGIN_CAMERA_BASE].link = MARGIN_CAMERA_BASE + 1;
+    empty->permastore[MARGIN_CAMERA_BASE].payload = 0x43414d4552413344ull; /* CAMERA3D */
+    const float camera_seed[7] = {0, 0, -1.35f, 0, 0, .58f, 0};
+    for (int value = 0; value < 7; value++) margin_set_float(&empty->permastore[MARGIN_CAMERA_BASE + 1 + value], camera_seed[value], value < 3 ? 4 : 3);
+    for (int element = 0; element < 16; element++)
+        margin_set_float(&empty->permastore[MARGIN_CAMERA_BASE + 8 + element], element % 5 == 0 ? 1 : 0, 5);
+    margin_seed_algebra(empty);
+    if (!has_groove) {
+        margin_seed_raster_bodies(empty);
+        margin_seed_projection_bodies(empty);
+        groove_rehash(empty);
+    }
+    empty->next_synthesis_step = 1800 + hash_text(program->id) % 1800;
+    for (int index = 0; index < empty->bytecode_count / BYTECODE_STRIDE; index++) {
+        uint8_t instruction[BYTECODE_STRIDE];
+        if (!margin_load_instruction(empty, index, instruction)) continue;
+        if (instruction[0] != 16) continue;
+        int bx = scale_coordinate(empty, bytecode_arg(instruction, 0));
+        int by = scale_coordinate(empty, bytecode_arg(instruction, 1));
+        int width = scale_extent(empty, bytecode_arg(instruction, 2));
+        int height = scale_extent(empty, bytecode_arg(instruction, 3));
+        if (bx + width > empty->resolution) width = empty->resolution - bx;
+        if (by + height > empty->resolution) height = empty->resolution - by;
+        for (int y = by; y < by + height; y++) for (int x = bx; x < bx + width; x++)
+            empty->sanctuary[y * empty->resolution + x] = 1;
+    }
+    empty->born_at = SDL_GetTicks();
+    empty->occupied = true;
+    pthread_mutex_unlock(&live_lock);
+    return empty;
+}
+
+static uint32_t field_hash(const uint8_t *pixels, int byte_count) {
+    uint32_t hash = 2166136261u;
+    for (int i = 0; i < byte_count; i++) { hash ^= pixels[i]; hash *= 16777619u; }
+    return hash;
+}
+
+static float viability_score(int life_state, float actual, float variance, float spatial, int healthy_steps) {
+    float state_factor = life_state == 0 ? 1.0f : life_state == 1 ? .42f : life_state == 2 ? .08f : .24f;
+    float response = fminf(1, actual / .035f);
+    float differentiation = fminf(1, variance * 3.2f + spatial * 1.4f);
+    float continuity = .75f + .25f * fminf(1, healthy_steps / 90.0f);
+    return state_factor * (.65f + response * .20f + differentiation * .15f) * continuity;
+}
+
+static bool viability_self_test(void) {
+    float rich = viability_score(0, .05f, .20f, .25f, 90);
+    float quiet = viability_score(0, .004f, .03f, .02f, 90);
+    float dormant = viability_score(1, .05f, .20f, .25f, 90);
+    float collapsed = viability_score(2, .05f, .20f, .25f, 90);
+    return rich > quiet && quiet >= .65f && dormant < rich && collapsed < dormant;
+}
+
+static void measure_life(LiveField *field, const uint8_t *before, const uint8_t *after) {
+    double change = 0, potential = 0, sum = 0, sum_sq = 0, spatial = 0, delta_noise = 0, chroma_noise = 0, midtones = 0, rgb[3] = {0};
+    for (int i = 0; i < field->byte_count; i++) {
+        change += abs((int)after[i] - before[i]) / 255.0;
+        potential += (before[i] > 127 ? before[i] : 255 - before[i]) / 255.0;
+        sum += after[i]; sum_sq += after[i] * after[i]; rgb[i % 3] += after[i];
+        if (after[i] >= 64 && after[i] <= 192) midtones++;
+    }
+    for (int y = 0; y < field->resolution; y++) for (int x = 0; x < field->resolution; x++) for (int c = 0; c < 3; c++) {
+        int value = after[live_index(field, x, y, c)];
+        spatial += abs(value - after[live_index(field, x + 1, y, c)]) / 255.0;
+        spatial += abs(value - after[live_index(field, x, y + 1, c)]) / 255.0;
+        int delta = (int)after[live_index(field, x, y, c)] - before[live_index(field, x, y, c)];
+        int delta_x = (int)after[live_index(field, x + 1, y, c)] - before[live_index(field, x + 1, y, c)];
+        int delta_y = (int)after[live_index(field, x, y + 1, c)] - before[live_index(field, x, y + 1, c)];
+        delta_noise += (abs(delta - delta_x) + abs(delta - delta_y)) / 510.0;
+        if (c == 0) {
+            int at = live_index(field, x, y, 0), right = live_index(field, x + 1, y, 0);
+            int chroma = abs((after[at] - after[at + 1]) - (after[right] - after[right + 1]));
+            chroma += abs((after[at + 2] - after[at + 1]) - (after[right + 2] - after[right + 1]));
+            chroma_noise += chroma / 510.0;
+        }
+    }
+    double mean = sum / field->byte_count;
+    field->actual_energy = (float)(change / field->byte_count);
+    field->potential_energy = (float)(potential / field->byte_count);
+    field->variance_energy = (float)fmax(0, sum_sq / field->byte_count - mean * mean) / 16256.25f;
+    field->spatial_energy = (float)(spatial / (field->pixel_count * 6));
+    field->noise_energy = (float)(delta_noise / (field->pixel_count * 6) * .72 + chroma_noise / field->pixel_count * .28);
+    field->temporal_coherence = field->actual_energy / fmaxf(.0001f, field->actual_energy + field->noise_energy);
+    field->muddiness = fminf(1, fmaxf(0, (float)(midtones / field->byte_count) *
+        (1 - fminf(1, field->spatial_energy * 3)) * (1 - fminf(1, sqrtf(field->variance_energy) * 1.5f))));
+    for (int c = 0; c < 3; c++) field->rgb[c] = (float)(rgb[c] / (field->pixel_count * 255.0));
+    uint32_t hash = field_hash(after, field->byte_count);
+    field->still_steps = hash == field->previous_hash ? field->still_steps + 1 : 0;
+    field->flicker_steps = hash == field->two_back_hash && hash != field->previous_hash ? field->flicker_steps + 1 : 0;
+    field->two_back_hash = field->previous_hash; field->previous_hash = hash;
+    if (field->variance_energy < .002f && field->spatial_energy < .002f) field->life_state = 2;
+    else if (field->flicker_steps >= 4) field->life_state = 3;
+    else if (field->still_steps >= 4) field->life_state = 1;
+    else field->life_state = 0;
+    field->lifetime_steps++;
+    float alpha = field->lifetime_steps == 1 ? 1.0f : .08f;
+    field->ema_actual += (field->actual_energy - field->ema_actual) * alpha;
+    field->ema_noise += (field->noise_energy - field->ema_noise) * alpha;
+    field->ema_coherence += (field->temporal_coherence - field->ema_coherence) * alpha;
+    field->ema_muddiness += (field->muddiness - field->ema_muddiness) * alpha;
+    if (field->life_state == 0) field->healthy_steps++;
+    else if (field->healthy_steps > 0) field->healthy_steps--;
+    field->recovery_steps = field->life_state == 0 ? field->recovery_steps + 1 : 0;
+    if (field->recovery_steps >= 180) field->failed_reprobes = 0;
+    /* HP v2 is viability, never aesthetic preference. Noise, coherence and
+       muddiness remain visible traits but do not subtract from survival. */
+    field->health = viability_score(field->life_state, field->ema_actual,
+        field->variance_energy, field->spatial_energy, field->healthy_steps);
+}
+
+static void project_live_volume(LiveField *field) {
+    int publish = 1 - field->projection_index;
+    uint8_t *output = field->projection[publish];
+    bool boxed = false;
+    for (int index = 0; index < field->bytecode_count / BYTECODE_STRIDE; index++) {
+        uint8_t instruction[BYTECODE_STRIDE];
+        if (margin_load_instruction(field, index, instruction) && instruction[0] == 16) { boxed = true; break; }
+    }
+    int desired_mode = boxed ? 2 : field->ema_coherence > .56f && field->variance_energy > .045f ? 1 :
+        field->spatial_energy > .24f ? 3 : 0;
+    if (desired_mode == field->projection_candidate) field->projection_stability++;
+    else { field->projection_candidate = desired_mode; field->projection_stability = 0; }
+    if (field->projection_stability > 60 && desired_mode != field->projection_mode) {
+        field->projection_mode = desired_mode;
+        field->projection_mix = 0;
+    }
+    field->projection_mix = fminf(1, field->projection_mix + .018f);
+    float curvature_target = fminf(.82f, fmaxf(.06f,
+        field->ema_coherence * .58f + field->variance_energy * .28f - field->ema_noise * .22f));
+    field->curvature += (curvature_target - field->curvature) * .035f;
+    float target_x = field->rgb[0] - field->rgb[1], target_y = field->rgb[2] - field->rgb[1];
+    float target_length = hypotf(target_x, target_y);
+    if (target_length > .001f) { target_x /= target_length; target_y /= target_length; }
+    field->direction_x += (target_x - field->direction_x) * .025f;
+    field->direction_y += (target_y - field->direction_y) * .025f;
+    float direction_length = fmaxf(.001f, hypotf(field->direction_x, field->direction_y));
+    float ray_x = field->direction_x / direction_length, ray_y = field->direction_y / direction_length;
+    float eye_x = margin_get_float(&field->permastore[MARGIN_CAMERA_BASE + 1], 0);
+    float eye_y = margin_get_float(&field->permastore[MARGIN_CAMERA_BASE + 2], 0);
+    float eye_z = margin_get_float(&field->permastore[MARGIN_CAMERA_BASE + 3], -1.35f);
+    float camera_yaw = margin_get_float(&field->permastore[MARGIN_CAMERA_BASE + 4], 0);
+    float camera_fov = margin_get_float(&field->permastore[MARGIN_CAMERA_BASE + 6], .58f);
+    eye_x += (ray_x * .12f - eye_x) * .012f;
+    eye_y += (ray_y * .08f - eye_y) * .012f;
+    eye_z += ((-1.55f + field->ema_coherence * .35f) - eye_z) * .01f;
+    camera_yaw += (atan2f(ray_x, fmaxf(.001f, ray_y)) * .18f - camera_yaw) * .012f;
+    camera_fov += ((.48f + field->variance_energy * .42f) - camera_fov) * .012f;
+    margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 1], eye_x, 4);
+    margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 2], eye_y, 4);
+    margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 3], eye_z, 4);
+    margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 4], camera_yaw, 3);
+    margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 6], camera_fov, 3);
+    margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 7], (float)field->projection_mode, 3);
+    /* AC graph3d-compatible column-major perspective matrix, resident in margin cells 48..63. */
+    float perspective[16] = {0};
+    float f = 1.0f / tanf(camera_fov * .5f), near = .01f, far = 10.0f, nf = 1.0f / (near - far);
+    perspective[0] = perspective[5] = f; perspective[10] = (far + near) * nf;
+    perspective[11] = -1; perspective[14] = 2 * far * near * nf;
+    for (int element = 0; element < 16; element++)
+        margin_set_float(&field->permastore[MARGIN_CAMERA_BASE + 8 + element], perspective[element], 5);
+    float warp_x[MARGIN_WARP_GRID * MARGIN_WARP_GRID] = {0};
+    float warp_y[MARGIN_WARP_GRID * MARGIN_WARP_GRID] = {0};
+    float warp_depth[VOLUME_DEPTH] = {0};
+    float phase = fmodf(field->lifetime_steps * .0065f, 6.2831853f);
+    float energy = fminf(1, fmaxf(0, field->ema_actual * 8 + field->variance_energy * .35f));
+    for (int gy = 0; gy < MARGIN_WARP_GRID; gy++) for (int gx = 0; gx < MARGIN_WARP_GRID; gx++) {
+        MarginEval input = {.x = gx / 8.0f - 1, .y = gy / 8.0f - 1, .depth = .5f,
+            .time = phase, .energy = energy};
+        int at = gy * MARGIN_WARP_GRID + gx;
+        margin_eval_body(field, MARGIN_PROJECTION_BODY_BASE, 0x90, &input, &warp_x[at]);
+        margin_eval_body(field, MARGIN_PROJECTION_BODY_BASE + MARGIN_BODY_CELLS, 0x90, &input, &warp_y[at]);
+    }
+    for (int depth = 0; depth < VOLUME_DEPTH; depth++) {
+        MarginEval input = {.depth = depth / (float)(VOLUME_DEPTH - 1), .time = phase, .energy = energy};
+        margin_eval_body(field, MARGIN_PROJECTION_BODY_BASE + MARGIN_BODY_CELLS * 2, 0x90, &input, &warp_depth[depth]);
+    }
+    for (int y = 0; y < field->resolution; y++) for (int x = 0; x < field->resolution; x++) {
+        float red = 0, green = 0, blue = 0, transmission = 1, previous_density = 0;
+        float zx = (x + .5f) / (field->resolution * .5f) - 1, zy = (y + .5f) / (field->resolution * .5f) - 1;
+        float grid_x = x * (MARGIN_WARP_GRID - 1) / (float)(field->resolution - 1);
+        float grid_y = y * (MARGIN_WARP_GRID - 1) / (float)(field->resolution - 1);
+        int gx = (int)grid_x, gy = (int)grid_y;
+        int gx1 = gx + 1 < MARGIN_WARP_GRID ? gx + 1 : gx;
+        int gy1 = gy + 1 < MARGIN_WARP_GRID ? gy + 1 : gy;
+        float fx = grid_x - gx, fy = grid_y - gy;
+        int g00 = gy * MARGIN_WARP_GRID + gx, g10 = gy * MARGIN_WARP_GRID + gx1;
+        int g01 = gy1 * MARGIN_WARP_GRID + gx, g11 = gy1 * MARGIN_WARP_GRID + gx1;
+        float wx = (warp_x[g00] * (1 - fx) + warp_x[g10] * fx) * (1 - fy) +
+            (warp_x[g01] * (1 - fx) + warp_x[g11] * fx) * fy;
+        float wy = (warp_y[g00] * (1 - fx) + warp_y[g10] * fx) * (1 - fy) +
+            (warp_y[g01] * (1 - fx) + warp_y[g11] * fx) * fy;
+        zx += wx * .085f; zy += wy * .085f;
+        if (field->projection_mode == 0) {
+            float radius = hypotf(zx, zy);
+            if (radius >= .985f) { zx *= .985f / radius; zy *= .985f / radius; }
+        }
+        for (int depth = 0; depth < VOLUME_DEPTH; depth++) {
+            int slice = (field->volume_head - depth + VOLUME_DEPTH) % VOLUME_DEPTH;
+            float mx, my;
+            if (field->projection_mode == 0) {
+                float magnitude = tanhf(field->curvature * depth / (VOLUME_DEPTH * .9f));
+                float ax = ray_x * magnitude, ay = ray_y * magnitude;
+                /* Möbius translation (z-a)/(1-conj(a)z): a Poincaré-disk isometry. */
+                float nr = zx - ax, ni = zy - ay;
+                float dr = 1 - ax * zx - ay * zy, di = -(ax * zy - ay * zx);
+                float denominator = fmaxf(.0001f, dr * dr + di * di);
+                mx = (nr * dr + ni * di) / denominator;
+                my = (ni * dr - nr * di) / denominator;
+            } else if (field->projection_mode == 1) {
+                /* Perspective camera rays through the temporal volume cube. */
+                float distance = 1.25f + depth * .22f;
+                float px = (zx - eye_x) * camera_fov * distance, py = (zy - eye_y) * camera_fov * distance;
+                float pz = eye_z + distance;
+                mx = px * cosf(camera_yaw) - pz * sinf(camera_yaw);
+                my = py + pz * .08f;
+            } else if (field->projection_mode == 2) {
+                /* Rectilinear chamber: nested boxes recede toward a vanishing point. */
+                float scale = .34f + depth * .105f;
+                mx = zx * scale + ray_x * (VOLUME_DEPTH - 1 - depth) * .018f;
+                my = zy * scale + ray_y * (VOLUME_DEPTH - 1 - depth) * .018f;
+            } else {
+                /* Oblique height-field/parallax stack, preserving straight horizons. */
+                mx = zx + ray_x * depth * .035f;
+                my = zy * .72f + .34f - depth * .092f;
+            }
+            mx += ray_x * warp_depth[depth] * .028f;
+            my += ray_y * warp_depth[depth] * .028f;
+            if (mx < -1 || mx > 1 || my < -1 || my > 1) continue;
+            int sx = (int)lroundf((mx * .5f + .5f) * (field->resolution - 1));
+            int sy = (int)lroundf((my * .5f + .5f) * (field->resolution - 1));
+            int at = live_index(field, sx, sy, 0);
+            float r = field->volume[slice][at] / 255.0f;
+            float g = field->volume[slice][at + 1] / 255.0f;
+            float b = field->volume[slice][at + 2] / 255.0f;
+            float density = (r + g + b) / 3.0f;
+            float surface = fabsf(density - previous_density);
+            float weight = transmission * (.025f + density * .12f + surface * .45f);
+            float luminance = r * .30f + g * .59f + b * .11f;
+            red += weight * (luminance * .60f + r * .40f);
+            green += weight * (luminance * .68f + g * .32f);
+            blue += weight * (luminance * .72f + b * .28f);
+            transmission *= 1.0f - density * .14f;
+            previous_density = density;
+        }
+        float shade = .72f + .28f * fmaxf(0, ray_x * .6f - ray_y * .4f);
+        int out = (y * field->resolution + x) * 3;
+        uint8_t target[3] = {byte_value(red * 255 * shade), byte_value(green * 255 * shade), byte_value(blue * 255 * shade)};
+        const uint8_t *previous = field->projection[field->projection_index] + out;
+        output[out] = byte_value(previous[0] * (1 - field->projection_mix) + target[0] * field->projection_mix);
+        output[out + 1] = byte_value(previous[1] * (1 - field->projection_mix) + target[1] * field->projection_mix);
+        output[out + 2] = byte_value(previous[2] * (1 - field->projection_mix) + target[2] * field->projection_mix);
+    }
+    field->projection_index = publish;
+}
+
+static void live_console(LiveField *field, const char *message) {
+    snprintf(field->console_lines[field->console_head], sizeof(field->console_lines[0]), "%s", message);
+    field->console_head = (field->console_head + 1) % 4;
+}
+
+static void apply_seed_mode(LiveField *field, int mode) {
+    int side = field->resolution;
+    for (int y = 0; y < side; y++) for (int x = 0; x < side; x++) for (int channel = 0; channel < 3; channel++) {
+        int source_x = x, source_y = y, source_channel = channel;
+        if (mode == 1) { source_x = side - 1 - x; source_y = y; }
+        else if (mode == 2) { source_x = y; source_y = side - 1 - x; }
+        else if (mode == 3) source_channel = (channel + 1) % 3;
+        else if (mode == 4) { source_x = (x + scale_extent(field, 31)) % side; source_y = (y + scale_extent(field, 47)) % side; }
+        else if (mode == 5) { source_x = (x ^ (side / 2 - 1)) % side; source_y = (y ^ (side / 4 - 1)) % side; }
+        uint8_t value = field->seed[live_index(field, source_x, source_y, source_channel)];
+        if (mode == 1) value = 255 - value;
+        if (mode == 4) value = value > 127 ? 224 : 24;
+        if (!field->sanctuary[y * side + x]) field->pixels[live_index(field, x, y, channel)] = value;
+    }
+    for (int depth = 0; depth < VOLUME_DEPTH; depth++)
+        memcpy(field->volume[depth], field->pixels, (size_t)field->byte_count);
+    field->volume_head = 0; field->frames = 0; field->dead_steps = 0;
+    field->previous_hash = field->two_back_hash = 0;
+    field->still_steps = field->flicker_steps = 0; field->life_state = 0;
+    char event[48]; snprintf(event, sizeof(event), ">REPROBE SEED %d", mode);
+    live_console(field, event);
+}
+
+static void reset_live_memory(LiveField *field, const char *event) {
+    for (int depth = 0; depth < VOLUME_DEPTH; depth++)
+        memcpy(field->volume[depth], field->pixels, (size_t)field->byte_count);
+    field->volume_head = 0; field->frames = 0; field->dead_steps = 0;
+    field->previous_hash = field->two_back_hash = 0;
+    field->still_steps = field->flicker_steps = 0; field->life_state = 0;
+    field->ema_actual = field->ema_noise = field->ema_coherence = field->ema_muddiness = 0;
+    field->healthy_steps = 0;
+    live_console(field, event);
+}
+
+static void organized_box_memory(LiveField *field) {
+    uint32_t seed = hash_text(field->id) ^ (uint32_t)(field->probe_epoch++ * 0x9e3779b9u);
+    int side = field->resolution;
+    for (int y = 0; y < side; y++) for (int x = 0; x < side; x++) {
+        int cx = x * RASTER_W / side, cy = y * RASTER_H / side;
+        int depth = 0;
+        for (int inset = 8; inset <= 44; inset += 12)
+            if (cx >= inset && cx < RASTER_W - inset && cy >= inset && cy < RASTER_H - inset) depth++;
+        int membrane = 0;
+        for (int inset = 8; inset <= 44; inset += 12)
+            if ((cx == inset || cx == RASTER_W - 1 - inset) && cy >= inset && cy < RASTER_H - inset) membrane = 1;
+            else if ((cy == inset || cy == RASTER_H - 1 - inset) && cx >= inset && cx < RASTER_W - inset) membrane = 1;
+        int cell = ((cx >> 4) + (cy >> 4) * 5 + depth * 7 + (seed >> 8)) & 15;
+        int wave = (int)(28 * sin((cx + depth * 13) * .11) + 24 * cos((cy - depth * 9) * .09));
+        int at = live_index(field, x, y, 0);
+        if (!field->sanctuary[y * side + x]) {
+            field->pixels[at] = byte_value(24 + depth * 43 + cell * 5 + wave + (membrane ? 70 : 0));
+            field->pixels[at + 1] = byte_value(36 + (4 - depth) * 34 + cell * 3 - wave / 2 + (membrane ? 34 : 0));
+            field->pixels[at + 2] = byte_value(52 + depth * 27 + ((cx + cy) >> 3) * 4 + wave / 3 + (membrane ? 90 : 0));
+        }
+    }
+    reset_live_memory(field, ">PROD ORGANIZED BOXES");
+}
+
+static void copy_neighbor_memory(LiveField *target, const LiveField *donor) {
+    uint32_t dice = hash_text(target->id) ^ hash_text(donor->id) ^ (uint32_t)(target->probe_epoch++ * 2654435761u);
+    int shift_x = 3 + (dice & 15), shift_y = 5 + ((dice >> 4) & 15);
+    int rotation = (dice >> 9) % 3;
+    for (int y = 0; y < target->resolution; y++) for (int x = 0; x < target->resolution; x++) for (int channel = 0; channel < 3; channel++) {
+        int donor_x = x * donor->resolution / target->resolution;
+        int donor_y = y * donor->resolution / target->resolution;
+        int source = live_index(donor, donor_x + scale_offset(donor, shift_x), donor_y + scale_offset(donor, shift_y), (channel + rotation) % 3);
+        int value = donor->pixels[source];
+        int coherent_mutation = ((((x * RASTER_W / target->resolution) >> 4) ^ ((y * RASTER_H / target->resolution) >> 4) ^ (dice >> 16)) & 3) * 8 - 8;
+        if (!target->sanctuary[y * target->resolution + x])
+            target->pixels[live_index(target, x, y, channel)] = byte_value(value + coherent_mutation);
+    }
+    char event[48]; snprintf(event, sizeof(event), ">PROD NEIGHBOR %.12s", donor->id);
+    reset_live_memory(target, event);
+}
+
+enum GrooveLifecycleOp {
+    GL_RETURN = 0, GL_RESET_PC, GL_EXECUTE_SEQUENCE, GL_SYNTHESIZE, GL_ADVANCE_FRINGE,
+    GL_INCREMENT_PROBE, GL_SELECT_MODE, GL_APPLY_SEED_MODE, GL_RESET_LIFE,
+    GL_APPLY_ORGANIZED, GL_APPLY_GRAFT, GL_INCREMENT_FAILED, GL_CALL_VECTOR, GL_ZERO_RUNTIME,
+};
+
+static void run_lifecycle_vector_depth(LiveField *field, int vector, const LiveField *donor, int depth) {
+    if (!field || vector < 0 || vector >= 8 || depth > 3) return;
+    int mode = field->probe_epoch % 6;
+    groove_set_reader(field, groove_u16(field->groove, GROOVE_STATE_BASE * 3 + 1), vector);
+    for (int index = 0; index < GROOVE_VECTOR_CELLS; index++) {
+        int at = (GROOVE_LIFECYCLE_BASE + vector * GROOVE_VECTOR_CELLS + index) * 3;
+        int operation = field->groove[at], argument = field->groove[at + 1];
+        if (operation == GL_RETURN) return;
+        if (operation == GL_RESET_PC) groove_set_reader(field, 0, vector);
+        else if (operation == GL_SYNTHESIZE) margin_maybe_synthesize(field);
+        else if (operation == GL_ADVANCE_FRINGE) advance_margin_fringe(field);
+        else if (operation == GL_INCREMENT_PROBE) {
+            field->probe_epoch++;
+            groove_set_u32(field->groove, GROOVE_STATE_BASE * 3 + 4, (uint32_t)field->probe_epoch);
+        } else if (operation == GL_SELECT_MODE) mode = field->probe_epoch % 6;
+        else if (operation == GL_APPLY_SEED_MODE) apply_seed_mode(field, mode);
+        else if (operation == GL_RESET_LIFE) reset_live_memory(field, ">GROOVE RESET LIFE");
+        else if (operation == GL_APPLY_ORGANIZED) organized_box_memory(field);
+        else if (operation == GL_APPLY_GRAFT && donor) copy_neighbor_memory(field, donor);
+        else if (operation == GL_INCREMENT_FAILED) {
+            field->failed_reprobes++;
+            groove_set_u32(field->groove, GROOVE_STATE_BASE * 3 + 8, (uint32_t)field->failed_reprobes);
+        } else if (operation == GL_CALL_VECTOR) run_lifecycle_vector_depth(field, argument, donor, depth + 1);
+        else if (operation == GL_ZERO_RUNTIME) {
+            memset(field->pixels, 0, (size_t)field->byte_count);
+            reset_live_memory(field, ">GROOVE ZERO RUNTIME");
+        }
+    }
+}
+
+static void run_lifecycle_vector(LiveField *field, int vector, const LiveField *donor) {
+    run_lifecycle_vector_depth(field, vector, donor, 0);
+}
+
+static void reprobe_live_field(LiveField *field) {
+    run_lifecycle_vector(field, 2, NULL);
+}
+
+static void queue_prod(const char *id, const char *strategy, const char *donor) {
+    pthread_mutex_lock(&action_lock);
+    for (int i = 0; i < MAX_PROGRAMS; i++) if (!pending_actions[i].occupied) {
+        snprintf(pending_actions[i].id, sizeof(pending_actions[i].id), "%s", id);
+        snprintf(pending_actions[i].strategy, sizeof(pending_actions[i].strategy), "%s", strategy);
+        snprintf(pending_actions[i].donor, sizeof(pending_actions[i].donor), "%s", donor);
+        pending_actions[i].occupied = true;
+        break;
+    }
+    pthread_mutex_unlock(&action_lock);
+}
+
+static void apply_pending_prods(void) {
+    ProdAction actions[MAX_PROGRAMS] = {0};
+    pthread_mutex_lock(&action_lock);
+    memcpy(actions, pending_actions, sizeof(actions));
+    memset(pending_actions, 0, sizeof(pending_actions));
+    pthread_mutex_unlock(&action_lock);
+    for (int action = 0; action < MAX_PROGRAMS; action++) if (actions[action].occupied) {
+        LiveField *target = NULL, *donor = NULL;
+        for (int field = 0; field < MAX_PROGRAMS; field++) if (live_fields[field].occupied) {
+            if (!strcmp(live_fields[field].id, actions[action].id)) target = &live_fields[field];
+            if (!strcmp(live_fields[field].id, actions[action].donor)) donor = &live_fields[field];
+        }
+        if (!target) continue;
+        if (!strcmp(actions[action].strategy, "copy") && donor) run_lifecycle_vector(target, 4, donor);
+        else if (!strcmp(actions[action].strategy, "organized")) run_lifecycle_vector(target, 3, NULL);
+        else run_lifecycle_vector(target, 2, NULL);
+    }
+}
+
+static void live_paint(LiveField *field, uint8_t *pixels, int x, int y, int r, int g, int b) {
+    if (x < 0 || x >= field->resolution || y < 0 || y >= field->resolution) return;
+    int at = live_index(field, x, y, 0); pixels[at] = byte_value(r); pixels[at + 1] = byte_value(g); pixels[at + 2] = byte_value(b);
+}
+
+static void live_line(LiveField *field, uint8_t *pixels, int x0, int y0, int x1, int y1, int r, int g, int b) {
+    int dx = abs(x1 - x0), sx = x0 < x1 ? 1 : -1;
+    int dy = -abs(y1 - y0), sy = y0 < y1 ? 1 : -1, error = dx + dy;
+    for (;;) {
+        live_paint(field, pixels, x0, y0, r, g, b); if (x0 == x1 && y0 == y1) break;
+        int twice = error * 2;
+        if (twice >= dy) { error += dy; x0 += sx; }
+        if (twice <= dx) { error += dx; y0 += sy; }
+    }
+}
+
+static void margin_copy_sprite(LiveField *field, const uint8_t *pixels, int x0, int y0, int width, int height, int slot) {
+    if (slot < 0 || slot >= MARGIN_SPRITE_SLOTS || width < 1 || width > MARGIN_SPRITE_SIZE || height < 1 || height > MARGIN_SPRITE_SIZE) return;
+    int base = GROOVE_SPRITE_BASE + slot * (1 + MARGIN_SPRITE_SIZE * MARGIN_SPRITE_SIZE);
+    memset(field->groove + base * 3, 0, (size_t)(1 + MARGIN_SPRITE_SIZE * MARGIN_SPRITE_SIZE) * 3);
+    field->groove[base * 3] = 0x60; field->groove[base * 3 + 1] = (uint8_t)width; field->groove[base * 3 + 2] = (uint8_t)height;
+    for (int y = 0; y < height; y++) for (int x = 0; x < width; x++) {
+        int destination = (base + 1 + y * MARGIN_SPRITE_SIZE + x) * 3;
+        for (int channel = 0; channel < 3; channel++)
+            field->groove[destination + channel] = pixels[live_index(field, x0 + x, y0 + y, channel)];
+    }
+}
+
+static void margin_paste_sprite(LiveField *field, const uint8_t *current, uint8_t *next, int slot, int x0, int y0, int mode) {
+    if (slot < 0 || slot >= MARGIN_SPRITE_SLOTS) return;
+    int base = GROOVE_SPRITE_BASE + slot * (1 + MARGIN_SPRITE_SIZE * MARGIN_SPRITE_SIZE);
+    if (field->groove[base * 3] != 0x60) return;
+    int width = field->groove[base * 3 + 1], height = field->groove[base * 3 + 2];
+    for (int y = 0; y < height; y++) for (int x = 0; x < width; x++) {
+        if (x0 + x < 0 || x0 + x >= field->resolution || y0 + y < 0 || y0 + y >= field->resolution) continue;
+        for (int channel = 0; channel < 3; channel++) {
+            int at = live_index(field, x0 + x, y0 + y, channel);
+            int source = field->groove[(base + 1 + y * MARGIN_SPRITE_SIZE + x) * 3 + channel];
+            int destination = current[at], value = source;
+            if (mode == 1) value = destination ^ source;
+            else if (mode == 2) value = destination + source;
+            else if (mode == 3) value = source > 127 ? source : destination;
+            next[at] = byte_value(value);
+        }
+    }
+}
+
+static void advance_margin_fringe(LiveField *field) {
+    int side = field->resolution;
+    int phase = (int)(field->lifetime_steps % (side * 4));
+    int x, y;
+    if (phase < side) { x = phase; y = 0; }
+    else if (phase < side * 2) { x = side - 1; y = phase - side; }
+    else if (phase < side * 3) { x = side * 3 - 1 - phase; y = side - 1; }
+    else { x = 0; y = side * 4 - 1 - phase; }
+    int at = live_index(field, x, y, 0);
+    uint32_t edge = ((uint32_t)field->pixels[at] << 16) | ((uint32_t)field->pixels[at + 1] << 8) | field->pixels[at + 2];
+    int fringe_cells = PERMA_CELLS - GROOVE_FRINGE_BASE;
+    int destination = GROOVE_FRINGE_BASE + field->lifetime_steps % fringe_cells;
+    int previous = destination == GROOVE_FRINGE_BASE ? PERMA_CELLS - 1 : destination - 1;
+    int previous_at = previous * 3, destination_at = destination * 3;
+    uint32_t previous_word = ((uint32_t)field->groove[previous_at] << 16) |
+        ((uint32_t)field->groove[previous_at + 1] << 8) | field->groove[previous_at + 2];
+    uint32_t outside = (uint32_t)live_authority_utc_ms ^ (uint32_t)(live_authority_utc_ms >> 32) ^ hash_text(field->id);
+    uint32_t word = (previous_word << 7) ^ (previous_word >> 3) ^ edge ^
+        (uint32_t)field->lifetime_steps ^ outside;
+    field->groove[destination_at] = (uint8_t)(word >> 16);
+    field->groove[destination_at + 1] = (uint8_t)(word >> 8);
+    field->groove[destination_at + 2] = (uint8_t)word;
+}
+
+static bool execute_piece_vm_field(LiveField *field) {
+    if (!field->piece_vm) return false;
+    double beats = live_authority_utc_ms / 60000.0 * fmax(1.0, live_musical_bpm);
+    double beat_phase = beats - floor(beats);
+    double bar_phase = fmod(beats, 4.0) / 4.0;
+    int fringe = GROOVE_FRINGE_BASE * 3 + field->lifetime_steps % ((PERMA_CELLS - GROOVE_FRINGE_BASE) * 3);
+    uint8_t senses[8] = {
+        byte_value((float)(beat_phase * 255)), byte_value((float)(bar_phase * 255)),
+        byte_value(field->health * 255), byte_value(field->actual_energy * 255),
+        byte_value(field->potential_energy * 255), byte_value(field->spatial_energy * 255),
+        byte_value(field->temporal_coherence * 255), field->groove[fringe],
+    };
+    int fuel_used = 0;
+    if (!piece_vm_native_set_senses(field->piece_vm, senses, 8) || !piece_vm_native_step(field->piece_vm, &fuel_used)) {
+        field->health = 0; field->life_state = 2; field->published_health = 0;
+        return true;
+    }
+    const uint8_t *frame = piece_vm_native_front(field->piece_vm);
+    measure_life(field, field->pixels, frame);
+    memcpy(field->pixels, frame, (size_t)field->byte_count);
+    field->frames++; field->current_opcode = 20;
+    field->volume_head = (field->volume_head + 1) % VOLUME_DEPTH;
+    memcpy(field->volume[field->volume_head], frame, (size_t)field->byte_count);
+    pthread_mutex_lock(&live_lock);
+    int publish = 1 - field->display_index;
+    memcpy(field->display[publish], frame, (size_t)field->byte_count);
+    memcpy(field->projection[publish], frame, (size_t)field->byte_count);
+    field->display_index = publish; field->projection_index = publish;
+    field->published_life_state = field->life_state;
+    field->published_actual_energy = field->actual_energy;
+    field->published_potential_energy = field->potential_energy;
+    field->published_spatial_energy = field->spatial_energy;
+    field->published_variance_energy = field->variance_energy;
+    field->published_noise_energy = field->noise_energy;
+    field->published_temporal_coherence = field->temporal_coherence;
+    field->published_muddiness = field->muddiness;
+    field->published_health = field->health;
+    field->published_opcode = field->current_opcode;
+    pthread_mutex_unlock(&live_lock);
+    return true;
+}
+
+static void execute_live_field(LiveField *field) {
+    if (execute_piece_vm_field(field)) return;
+    static const char *orders[] = {"rgb", "rbg", "grb", "gbr", "brg", "bgr"};
+    uint8_t *current = field->pixels, *next = field->scratch;
+    for (int index = 0; index < field->bytecode_count / BYTECODE_STRIDE; index++) {
+        groove_set_reader(field, index, 1);
+        uint8_t instruction[BYTECODE_STRIDE];
+        if (!margin_load_instruction(field, index, instruction)) {
+            live_console(field, ">MARGIN VERIFY / QUARANTINE");
+            continue;
+        }
+        int opcode = instruction[0];
+        field->current_opcode = opcode;
+        int a = bytecode_arg(instruction, 0), b = bytecode_arg(instruction, 1), c = bytecode_arg(instruction, 2);
+        bool margin_primitive = opcode == 1 || opcode == 2 || opcode == 5 || opcode == 11 || opcode == 12;
+        int primitive_body = margin_primitive ? (int)field->permastore[MARGIN_FUNCTION_BASE + opcode - 1].link : 0;
+        if (margin_primitive && (!(field->permastore[MARGIN_FUNCTION_BASE + opcode - 1].flags & 4) ||
+            !margin_verify_body(field, primitive_body, 0x90))) {
+            live_console(field, ">BODY VERIFY / QUARANTINE");
+            continue;
+        }
+        if (opcode >= 13 && opcode <= 18) {
+            memcpy(next, current, (size_t)field->byte_count);
+            if (opcode == 13) live_line(field, next,
+                scale_coordinate(field, a), scale_coordinate(field, b), scale_coordinate(field, c), scale_coordinate(field, bytecode_arg(instruction, 3)),
+                bytecode_arg(instruction, 4), bytecode_arg(instruction, 5), bytecode_arg(instruction, 6));
+            else if (opcode == 14) {
+                int x0 = scale_coordinate(field, a), y0 = scale_coordinate(field, b);
+                int x1 = scale_coordinate(field, bytecode_arg(instruction, 2)), y1 = scale_coordinate(field, bytecode_arg(instruction, 3));
+                int x2 = scale_coordinate(field, bytecode_arg(instruction, 4)), y2 = scale_coordinate(field, bytecode_arg(instruction, 5));
+                int r = bytecode_arg(instruction, 6), g = bytecode_arg(instruction, 7), bl = bytecode_arg(instruction, 8);
+                live_line(field, next, x0, y0, x1, y1, r, g, bl); live_line(field, next, x1, y1, x2, y2, r, g, bl); live_line(field, next, x2, y2, x0, y0, r, g, bl);
+            } else if (opcode == 15) {
+                int start_x = scale_coordinate(field, a), start_y = scale_coordinate(field, b);
+                int tolerance = c, r = bytecode_arg(instruction, 3), g = bytecode_arg(instruction, 4), bl = bytecode_arg(instruction, 5);
+                memset(field->visited, 0, (size_t)field->pixel_count);
+                int start = start_y * field->resolution + start_x, target_at = live_index(field, start_x, start_y, 0), head = 0, tail = 0;
+                int target[3] = {current[target_at], current[target_at + 1], current[target_at + 2]};
+                field->queue[tail++] = (uint32_t)start; field->visited[start] = 1;
+                while (head < tail) {
+                    int pixel = (int)field->queue[head++], x = pixel % field->resolution, y = pixel / field->resolution, at = live_index(field, x, y, 0);
+                    int delta = abs(current[at] - target[0]);
+                    if (abs(current[at + 1] - target[1]) > delta) delta = abs(current[at + 1] - target[1]);
+                    if (abs(current[at + 2] - target[2]) > delta) delta = abs(current[at + 2] - target[2]);
+                    if (delta > tolerance) continue;
+                    live_paint(field, next, x, y, r, g, bl);
+                    const int nx[4] = {x - 1, x + 1, x, x}, ny[4] = {y, y, y - 1, y + 1};
+                    for (int n = 0; n < 4; n++) if (nx[n] >= 0 && nx[n] < field->resolution && ny[n] >= 0 && ny[n] < field->resolution) {
+                        int key = ny[n] * field->resolution + nx[n]; if (!field->visited[key]) { field->visited[key] = 1; field->queue[tail++] = (uint32_t)key; }
+                    }
+                }
+            } else if (opcode == 16) {
+                int bx = scale_coordinate(field, a), by = scale_coordinate(field, b);
+                int width = scale_extent(field, c), height = scale_extent(field, bytecode_arg(instruction, 3));
+                if (bx + width > field->resolution) width = field->resolution - bx;
+                if (by + height > field->resolution) height = field->resolution - by;
+                int permeability = bytecode_arg(instruction, 4), rule = bytecode_arg(instruction, 5);
+                float amount = permeability / 255.0f;
+                for (int y = by; y < by + height; y++) for (int x = bx; x < bx + width; x++) for (int channel = 0; channel < 3; channel++) {
+                    bool boundary = x == bx || x == bx + width - 1 || y == by || y == by + height - 1;
+                    int left_x = x - 1 < bx ? bx : x - 1, right_x = x + 1 >= bx + width ? bx + width - 1 : x + 1;
+                    int up_y = y - 1 < by ? by : y - 1, down_y = y + 1 >= by + height ? by + height - 1 : y + 1;
+                    float value;
+                    if (boundary) {
+                        int ox = x == bx ? x - 1 : x == bx + width - 1 ? x + 1 : x;
+                        int oy = y == by ? y - 1 : y == by + height - 1 ? y + 1 : y;
+                        value = current[live_index(field, x, y, channel)] * (1 - amount) + current[live_index(field, ox, oy, channel)] * amount;
+                    } else if (rule == 0) {
+                        value = (current[live_index(field, left_x, y, channel)] + current[live_index(field, right_x, y, channel)] +
+                                 current[live_index(field, x, up_y, channel)] + current[live_index(field, x, down_y, channel)]) / 4.0f;
+                    } else if (rule == 1) {
+                        value = current[live_index(field, left_x, y, channel)] ^ current[live_index(field, right_x, y, channel)] ^ current[live_index(field, x, up_y, channel)];
+                    } else if (rule == 2) {
+                        int local_x = x - bx, local_y = y - by;
+                        int source_x = bx + local_y * width / height;
+                        int source_y = by + height - 1 - local_x * height / width;
+                        value = current[live_index(field, source_x, source_y, channel)];
+                    } else {
+                        int neighborhood = current[live_index(field, left_x, y, channel)] + current[live_index(field, right_x, y, channel)] +
+                                           current[live_index(field, x, up_y, channel)] + current[live_index(field, x, down_y, channel)];
+                        value = neighborhood / 4 >= current[live_index(field, x, y, channel)] ? 224 : 24;
+                    }
+                    next[live_index(field, x, y, channel)] = byte_value(value);
+                }
+            } else if (opcode == 17) {
+                int width = scale_extent(field, c), height = scale_extent(field, bytecode_arg(instruction, 3));
+                if (width > MARGIN_SPRITE_SIZE) width = MARGIN_SPRITE_SIZE;
+                if (height > MARGIN_SPRITE_SIZE) height = MARGIN_SPRITE_SIZE;
+                margin_copy_sprite(field, current, scale_coordinate(field, a), scale_coordinate(field, b), width, height, bytecode_arg(instruction, 4));
+            } else margin_paste_sprite(field, current, next, a, scale_coordinate(field, b), scale_coordinate(field, c), bytecode_arg(instruction, 3));
+        } else for (int y = 0; y < field->resolution; y++) for (int x = 0; x < field->resolution; x++) for (int channel = 0; channel < 3; channel++) {
+            int at = live_index(field, x, y, channel); float value = current[at];
+            if (opcode == 19) {
+                int neighbors = 0, sum = 0;
+                for (int oy = -1; oy <= 1; oy++) for (int ox = -1; ox <= 1; ox++) {
+                    if (ox == 0 && oy == 0) continue;
+                    int neighbor = live_index(field, x + ox, y + oy, 0);
+                    int brightness = (current[neighbor] + current[neighbor + 1] + current[neighbor + 2]) / 3;
+                    if (brightness >= 128) neighbors++;
+                    sum += current[live_index(field, x + ox, y + oy, channel)];
+                }
+                int self = (current[live_index(field, x, y, 0)] + current[live_index(field, x, y, 1)] + current[live_index(field, x, y, 2)]) / 3;
+                int mask = self >= 128 ? b : a;
+                value = mask & (1 << neighbors) ? fminf(255, sum / 8.0f + 24) : current[at] * .18f;
+            } else if (margin_primitive) {
+                MarginEval input = {.self = current[at], .arg = opcode == 5 ? a : channel == 0 ? a : channel == 1 ? b : c,
+                    .x = x * 2.0f / (field->resolution - 1) - 1, .y = y * 2.0f / (field->resolution - 1) - 1,
+                    .time = field->lifetime_steps * .0065f, .energy = field->ema_actual};
+                if (!margin_eval_body(field, primitive_body, 0x90, &input, &value)) value = current[at];
+            } else if (opcode == 3) value = current[live_index(field, x - scale_offset(field, a), y - scale_offset(field, b), channel)];
+            else if (opcode == 4) { float amount = c / 255.0f; value = current[at] * (1 - amount) + current[live_index(field, x + scale_offset(field, a), y + scale_offset(field, b), channel)] * amount; }
+            else if (opcode == 5) value = current[at] >= a ? 255 - current[at] : current[at];
+            else if (opcode == 6) { value = 0; for (int oy = -1; oy <= 1; oy++) for (int ox = -1; ox <= 1; ox++) value += current[live_index(field, x + ox, y + oy, channel)] / 9.0f; }
+            else if (opcode == 7) { int original = current[at]; value = abs(original - current[live_index(field, x + 1, y, channel)]) + abs(original - current[live_index(field, x, y + 1, channel)]); }
+            else if (opcode == 8) value = current[live_index(field, y, field->resolution - 1 - x, channel)];
+            else if (opcode == 9) value = current[live_index(field, a == 0 ? field->resolution - 1 - x : x, a == 1 ? field->resolution - 1 - y : y, channel)];
+            else if (opcode == 10 && a >= 0 && a < 6) { const char *order = orders[a]; int input_channel = order[channel] == 'r' ? 0 : order[channel] == 'g' ? 1 : 2; value = current[live_index(field, x, y, input_channel)]; }
+            next[at] = byte_value(value);
+        }
+        if (opcode != 16) for (int pixel = 0; pixel < field->pixel_count; pixel++) if (field->sanctuary[pixel])
+            memcpy(next + pixel * 3, current + pixel * 3, 3);
+        measure_life(field, current, next);
+        if (field->lifetime_steps % 64 == 0) {
+            char event[48];
+            snprintf(event, sizeof(event), ">%s HP%02d D%.2f N%.2f", opcode_name(opcode),
+                     (int)lroundf(field->health * 100), field->actual_energy, field->noise_energy);
+            live_console(field, event);
+        }
+        uint8_t *swap = current; current = next; next = swap;
+    }
+    if (current != field->pixels) memcpy(field->pixels, current, (size_t)field->byte_count);
+    int state_at = GROOVE_STATE_BASE * 3;
+    groove_set_u32(field->groove, state_at + 12, groove_u32(field->groove, state_at + 12) + 1);
+    groove_set_reader(field, 0, 1);
+    field->frames++;
+    field->dead_steps = field->life_state == 0 ? 0 : field->dead_steps + 1;
+    if (field->dead_steps >= 6) run_lifecycle_vector(field, 5, NULL);
+    else if (field->frames >= 300) reprobe_live_field(field);
+    field->volume_head = (field->volume_head + 1) % VOLUME_DEPTH;
+    memcpy(field->volume[field->volume_head], field->pixels, (size_t)field->byte_count);
+    margin_maybe_synthesize(field);
+    project_live_volume(field);
+    pthread_mutex_lock(&live_lock);
+    advance_margin_fringe(field);
+    int publish = 1 - field->display_index;
+    memcpy(field->display[publish], field->pixels, (size_t)field->byte_count);
+    field->display_index = publish;
+    field->published_life_state = field->life_state;
+    field->published_actual_energy = field->actual_energy;
+    field->published_potential_energy = field->potential_energy;
+    field->published_spatial_energy = field->spatial_energy;
+    field->published_variance_energy = field->variance_energy;
+    field->published_noise_energy = field->noise_energy;
+    field->published_temporal_coherence = field->temporal_coherence;
+    field->published_muddiness = field->muddiness;
+    field->published_health = field->health;
+    field->published_projection_mode = field->projection_mode;
+    field->published_projection_generation = field->projection_generation;
+    field->published_opcode = field->current_opcode;
+    memcpy(field->published_console, field->console_lines, sizeof(field->published_console));
+    field->published_console_head = field->console_head;
+    pthread_mutex_unlock(&live_lock);
+}
+
+static void advance_live_fields(const FarmState *state, uint64_t now) {
+    if (!live_step_at) live_step_at = now;
+    pthread_mutex_lock(&live_lock);
+    for (int slot = 0; slot < MAX_PROGRAMS; slot++) if (live_fields[slot].occupied) {
+        bool present = false;
+        for (int i = 0; i < state->program_count; i++)
+            if (!strcmp(live_fields[slot].id, state->programs[i].id)) { present = true; break; }
+        if (!present) {
+            piece_vm_native_destroy(live_fields[slot].piece_vm);
+            live_fields[slot].piece_vm = NULL;
+            live_fields[slot].occupied = false;
+        }
+    }
+    pthread_mutex_unlock(&live_lock);
+    int steps = 0;
+    while (now - live_step_at >= 1000 / VM_SEQUENCE_HZ && steps < 2) {
+        int channels = 0, alive = 0, dormant = 0, collapsed = 0, flicker = 0;
+        uint64_t writes = 0;
+        live_authority_utc_ms = state->utc_ms + (now > state->received_at ? now - state->received_at : 0);
+        live_musical_bpm = state->musical_bpm;
+        for (int i = 0; i < state->program_count; i++) {
+            LiveField *field = live_field(&state->programs[i]);
+            if (!field) continue;
+            execute_live_field(field);
+            channels++;
+            writes += (uint64_t)(field->bytecode_count / BYTECODE_STRIDE) *
+                (uint64_t)field->byte_count * VM_SEQUENCE_HZ;
+            if (field->life_state == 0) alive++;
+            else if (field->life_state == 1) dormant++;
+            else if (field->life_state == 2) collapsed++;
+            else flicker++;
+        }
+        pthread_mutex_lock(&live_lock);
+        live_channels = channels; live_writes_per_second = writes;
+        alive_channels = alive; dormant_channels = dormant; collapsed_channels = collapsed;
+        flicker_channels = flicker;
+        pthread_mutex_unlock(&live_lock);
+        live_step_at += 1000 / VM_SEQUENCE_HZ;
+        steps++;
+    }
+    if (now - live_step_at > 1000) live_step_at = now;
+}
+
+static void *run_live_runtime(void *unused) {
+    (void)unused;
+    uint64_t next_tick = SDL_GetTicksNS();
+    const uint64_t interval = 1000000000ull / VM_SEQUENCE_HZ;
+    while (running) {
+        FarmState state;
+        pthread_mutex_lock(&state_lock); state = shared_state; pthread_mutex_unlock(&state_lock);
+        uint64_t now = SDL_GetTicks();
+        if (state.connected) {
+            apply_pending_prods();
+            advance_live_fields(&state, now);
+            update_sonic_field(&state, now);
+        }
+        next_tick += interval;
+        uint64_t now_ns = SDL_GetTicksNS();
+        if (next_tick > now_ns) SDL_DelayPrecise(next_tick - now_ns);
+        else { vm_deadline_misses++; next_tick = now_ns; }
+    }
+    return NULL;
+}
+
+static bool raster_replay_self_test(void) {
+    memset(live_fields, 0, sizeof(live_fields));
+    Program program = {.raster_count = RASTER_BYTES, .raster_width = RASTER_W,
+                       .raster_height = RASTER_H, .bytecode_count = BYTECODE_STRIDE * 4};
+    snprintf(program.id, sizeof(program.id), "raster-replay-test");
+    for (int y = 0; y < RASTER_H; y++) for (int x = 0; x < RASTER_W; x++) for (int c = 0; c < 3; c++)
+        program.raster[field_index(x, y, c)] = (uint8_t)(x + y + c);
+    program.bytecode[0] = 17;                 /* copy 0 0 4 4 -> sprite slot 0 */
+    program.bytecode[5] = 4;
+    program.bytecode[7] = 4;
+    program.bytecode[BYTECODE_STRIDE] = 3;    /* shift 1 0 */
+    program.bytecode[BYTECODE_STRIDE + 1] = 1;
+    program.bytecode[BYTECODE_STRIDE * 2] = 18; /* paste slot 0 at 20 20 */
+    program.bytecode[BYTECODE_STRIDE * 2 + 3] = 20;
+    program.bytecode[BYTECODE_STRIDE * 2 + 5] = 20;
+    program.bytecode[BYTECODE_STRIDE * 3] = 1; /* margin-resident add body */
+    program.bytecode[BYTECODE_STRIDE * 3 + 1] = 1;
+    program.bytecode[BYTECODE_STRIDE * 3 + 3] = 2;
+    program.bytecode[BYTECODE_STRIDE * 3 + 5] = 3;
+    LiveField *field = live_field(&program);
+    uint8_t first_instruction[BYTECODE_STRIDE] = {0};
+    bool margin_valid = field && margin_load_instruction(field, 0, first_instruction) &&
+        first_instruction[0] == 17 && field->permastore[MARGIN_CAMERA_BASE].tag == 0x40 &&
+        field->permastore[MARGIN_ALGEBRA_BASE].tag == 0x50 &&
+        (field->permastore[MARGIN_FUNCTION_BASE].flags & 4) &&
+        margin_verify_body(field, MARGIN_RASTER_BODY_BASE, 0x90) &&
+        margin_verify_body(field, MARGIN_PROJECTION_BODY_BASE, 0x90);
+    margin_synthesize_projection(field, 0);
+    margin_synthesize_projection(field, 1);
+    margin_synthesize_projection(field, 2);
+    margin_valid = margin_valid && field->projection_generation > 0;
+    execute_live_field(field);
+    bool valid = margin_valid && field->groove[GROOVE_SPRITE_BASE * 3] == 0x60 &&
+                 field->pixels[field_index(10, 10, 1)] == program.raster[field_index(9, 10, 1)] + 2 &&
+                 field->pixels[field_index(20, 20, 2)] == program.raster[field_index(0, 0, 2)] + 3;
+    Program pressed = program;
+    memcpy(pressed.groove, field->groove, GROOVE_BYTES); pressed.groove_count = GROOVE_BYTES;
+    memset(live_fields, 0, sizeof(live_fields));
+    LiveField *reloaded = live_field(&pressed);
+    uint8_t reloaded_instruction[BYTECODE_STRIDE] = {0};
+    valid = valid && reloaded && groove_valid(reloaded->groove, GROOVE_BYTES) &&
+        margin_load_instruction(reloaded, 3, reloaded_instruction) && reloaded_instruction[0] == 1 &&
+        (reloaded->permastore[MARGIN_FUNCTION_BASE].flags & 4) &&
+        margin_verify_body(reloaded, MARGIN_RASTER_BODY_BASE, 0x90);
+    memset(live_fields, 0, sizeof(live_fields));
+    return valid;
+}
+
+static bool mixed_resolution_self_test(void) {
+    Program seed = {.raster_count = RASTER_BYTES, .raster_width = RASTER_W,
+                    .raster_height = RASTER_H, .bytecode_count = BYTECODE_STRIDE};
+    snprintf(seed.id, sizeof(seed.id), "mixed-profile-seed");
+    for (int y = 0; y < RASTER_H; y++) for (int x = 0; x < RASTER_W; x++) {
+        seed.raster[field_index(x, y, 0)] = (uint8_t)x;
+        seed.raster[field_index(x, y, 1)] = (uint8_t)y;
+        seed.raster[field_index(x, y, 2)] = (uint8_t)(x ^ y);
+    }
+    seed.bytecode[0] = 3; /* canonical shift 1 0 */
+    seed.bytecode[1] = 1;
+    memset(live_fields, 0, sizeof(live_fields));
+    LiveField *pressed = live_field(&seed);
+    if (!pressed) return false;
+    uint8_t base_groove[GROOVE_BYTES];
+    memcpy(base_groove, pressed->groove, GROOVE_BYTES);
+
+    static const int sides[] = {32, 64, 128, 256};
+    bool valid = true;
+    for (int profile = 0; profile < 4 && valid; profile++) {
+        Program program = seed;
+        snprintf(program.id, sizeof(program.id), "mixed-profile-%d", sides[profile]);
+        memcpy(program.groove, base_groove, GROOVE_BYTES);
+        program.groove_count = GROOVE_BYTES;
+        groove_set_u16(program.groove, 104, (uint16_t)sides[profile]);
+        groove_set_u32(program.groove, 108, (uint32_t)(sides[profile] * sides[profile] * 3));
+        program.groove[112] = (uint8_t)(profile + 1);
+        groove_set_u32(program.groove, 12, groove_protected_hash(program.groove));
+        memset(live_fields, 0, sizeof(live_fields));
+        LiveField *field = live_field(&program);
+        valid = field && field->resolution == sides[profile] &&
+            field->pixel_count == sides[profile] * sides[profile] &&
+            field->byte_count == sides[profile] * sides[profile] * 3;
+        if (!valid) break;
+        int x = sides[profile] / 2, y = sides[profile] / 2;
+        int offset = scale_offset(field, 1);
+        uint8_t expected[3] = {
+            field->seed[live_index(field, x - offset, y, 0)],
+            field->seed[live_index(field, x - offset, y, 1)],
+            field->seed[live_index(field, x - offset, y, 2)],
+        };
+        execute_live_field(field);
+        valid = field->pixels[live_index(field, x, y, 0)] == expected[0] &&
+            field->pixels[live_index(field, x, y, 1)] == expected[1] &&
+            field->pixels[live_index(field, x, y, 2)] == expected[2] &&
+            groove_valid(field->groove, GROOVE_BYTES);
+    }
+    memset(live_fields, 0, sizeof(live_fields));
+    return valid;
+}
+
+static int request(const char *method, const char *path, const char *payload,
+                   char *response, size_t capacity) {
+    if (capacity) response[0] = '\0';
+    int fd = socket(AF_INET, SOCK_STREAM, 0);
+    if (fd < 0) return -1;
+    /* Authority work can briefly overlap a Git edition or nursery admission.
+       This runs on the polling thread, never the renderer, so let a loopback
+       response finish rather than misreporting a valid health envelope. */
+    struct timeval timeout = {.tv_sec = 3, .tv_usec = 0};
+    setsockopt(fd, SOL_SOCKET, SO_RCVTIMEO, &timeout, sizeof(timeout));
+    struct sockaddr_in address = {.sin_family = AF_INET,
+        .sin_port = htons((uint16_t)server_port)};
+    inet_pton(AF_INET, "127.0.0.1", &address.sin_addr);
+    if (connect(fd, (struct sockaddr *)&address, sizeof(address)) < 0) {
+        close(fd); return -1;
+    }
+    char header[1024];
+    size_t payload_len = payload ? strlen(payload) : 0;
+    int header_len = snprintf(header, sizeof(header),
+        "%s %s HTTP/1.1\r\nHost: 127.0.0.1:%d\r\nConnection: close\r\n"
+        "%sContent-Length: %zu\r\n\r\n",
+        method, path, server_port,
+        payload ? "Content-Type: application/json\r\n" : "",
+        payload_len);
+    if (header_len < 0 || (size_t)header_len >= sizeof(header) ||
+        send(fd, header, (size_t)header_len, 0) != header_len) { close(fd); return -1; }
+    size_t sent = 0;
+    while (sent < payload_len) {
+        ssize_t count = send(fd, payload + sent, payload_len - sent, 0);
+        if (count <= 0) { close(fd); return -1; }
+        sent += (size_t)count;
+    }
+    size_t used = 0;
+    while (used + 1 < capacity) {
+        ssize_t n = recv(fd, response + used, capacity - used - 1, 0);
+        if (n <= 0) break;
+        used += (size_t)n;
+    }
+    close(fd); response[used] = '\0';
+    char *body = strstr(response, "\r\n\r\n");
+    if (!body || strncmp(response, "HTTP/1.1 200", 12)) return -1;
+    body += 4;
+    memmove(response, body, strlen(body) + 1);
+    return (int)strlen(response);
+}
+
+static void report_health(uint64_t now) {
+    char payload[16384], response[4096];
+    size_t used = (size_t)snprintf(payload, sizeof(payload), "{\"displayFps\":%.2f,\"residents\":[", display_fps);
+    int count = 0;
+    pthread_mutex_lock(&live_lock);
+    for (int i = 0; i < MAX_PROGRAMS && used + 768 < sizeof(payload); i++) if (live_fields[i].occupied) {
+        LiveField *field = &live_fields[i];
+        int state = GROOVE_STATE_BASE * 3;
+        used += (size_t)snprintf(payload + used, sizeof(payload) - used,
+            "%s{\"id\":\"%s\",\"hp\":%.2f,\"ageMs\":%llu,\"life\":%d,\"failedReprobes\":%d,"
+            "\"pc\":%u,\"needlePixel\":%u,\"sequencePasses\":%u,\"lifecycleVector\":%u,\"resolution\":%u,"
+            "\"actual\":%.6f,\"variance\":%.6f,\"spatial\":%.6f,\"noise\":%.6f,\"coherence\":%.6f,\"muddiness\":%.6f,"
+            "\"vmHz\":%d,\"deadlineMisses\":%llu,\"pieceVmId\":\"%s\",\"pieceVmRole\":\"%s\","
+            "\"pieceVmProbeCarrier\":%s,\"sonicVoices\":%d}",
+            count++ ? "," : "", field->id,
+            fminf(100, fmaxf(0, field->published_health * 100)),
+            (unsigned long long)(now >= field->born_at ? now - field->born_at : 0),
+            field->published_life_state, field->failed_reprobes,
+            groove_u16(field->groove, state + 1), groove_u32(field->groove, state + 20),
+            groove_u32(field->groove, state + 12), field->groove[state + 3], field->resolution,
+            field->published_actual_energy, field->published_variance_energy, field->published_spatial_energy,
+            field->published_noise_energy, field->published_temporal_coherence, field->published_muddiness, VM_READER_HZ,
+            (unsigned long long)vm_deadline_misses, field->piece_vm_source_id, field->piece_vm_role,
+            field->piece_vm_probe_carrier ? "true" : "false", field->sonic_voices);
+    }
+    pthread_mutex_unlock(&live_lock);
+    snprintf(payload + used, sizeof(payload) - used, "]}");
+    if (!count) return;
+    if (request("POST", "/api/health", payload, response, sizeof(response)) <= 0) {
+        health_report_failures++;
+        if (health_report_failures == 1 || health_report_failures % 30 == 0) {
+            const char *message = strstr(response, "\r\n\r\n");
+            fprintf(stderr, "health report %s (%llu, %d residents, %zu bytes): %.240s\n",
+                    response[0] ? "rejected" : "unavailable",
+                    (unsigned long long)health_report_failures, count, strlen(payload),
+                    message ? message + 4 : response);
+        }
+        return;
+    }
+    health_report_successes++;
+    char *save_line = NULL;
+    for (char *line = strtok_r(response, "\n", &save_line); line; line = strtok_r(NULL, "\n", &save_line)) {
+        char *fields[4] = {0}; int field_count = split_tabs(line, fields, 4);
+        if (field_count == 4 && !strcmp(fields[0], "PROD")) queue_prod(fields[1], fields[2], fields[3]);
+    }
+}
+
+// Persist one mutable record per report. A full twelve-tile board therefore
+// completes a rotation in twelve seconds without making the 240 Hz reader wait.
+static void report_groove(void) {
+    static int cursor = 0;
+    char id[32] = {0};
+    uint8_t groove[GROOVE_BYTES];
+    bool found = false;
+    pthread_mutex_lock(&live_lock);
+    for (int step = 0; step < MAX_PROGRAMS; step++) {
+        int slot = (cursor + step) % MAX_PROGRAMS;
+        if (!live_fields[slot].occupied || !groove_valid(live_fields[slot].groove, GROOVE_BYTES)) continue;
+        snprintf(id, sizeof(id), "%s", live_fields[slot].id);
+        memcpy(groove, live_fields[slot].groove, GROOVE_BYTES);
+        cursor = (slot + 1) % MAX_PROGRAMS;
+        found = true;
+        break;
+    }
+    pthread_mutex_unlock(&live_lock);
+    if (!found) return;
+
+    static const char hex[] = "0123456789abcdef";
+    size_t payload_size = GROOVE_BYTES * 2 + 64;
+    char *payload = malloc(payload_size), response[512];
+    if (!payload) return;
+    int prefix = snprintf(payload, payload_size, "{\"id\":\"%s\",\"groove\":\"", id);
+    if (prefix < 0 || (size_t)prefix + GROOVE_BYTES * 2 + 3 >= payload_size) { free(payload); return; }
+    size_t at = (size_t)prefix;
+    for (size_t i = 0; i < GROOVE_BYTES; i++) {
+        payload[at++] = hex[groove[i] >> 4]; payload[at++] = hex[groove[i] & 15];
+    }
+    payload[at++] = '"'; payload[at++] = '}'; payload[at] = '\0';
+    request("POST", "/api/groove-state", payload, response, sizeof(response));
+    free(payload);
+}
+
+static void *poll_state(void *unused) {
+    (void)unused;
+    char *response = malloc(RESPONSE_CAP);
+    uint64_t last_health_report = 0;
+    while (running) {
+        if (request("GET", "/api/native", NULL, response, RESPONSE_CAP) > 0) {
+            FarmState next;
+            if (parse_state(response, &next)) {
+                stabilize_program_addresses(&next);
+                pthread_mutex_lock(&state_lock);
+                shared_state = next;
+                pthread_mutex_unlock(&state_lock);
+            }
+        } else {
+            pthread_mutex_lock(&state_lock);
+            /* A single 250 ms poll miss must not flash a full-screen disconnect
+               warning over otherwise valid telemetry. Keep the last coherent
+               snapshot through a short authority grace window. */
+            uint64_t stale_for = SDL_GetTicks() > shared_state.received_at
+                ? SDL_GetTicks() - shared_state.received_at : 0;
+            if (!shared_state.received_at || stale_for >= 3000) shared_state.connected = false;
+            pthread_mutex_unlock(&state_lock);
+        }
+        uint64_t now = SDL_GetTicks();
+        if (now - last_health_report >= 1000) {
+            report_health(now);
+            report_groove();
+            last_health_report = now;
+        }
+        SDL_Delay(250);
+    }
+    free(response);
+    return NULL;
+}
+
+static void select_program(const char *id) {
+    char payload[96], response[2048];
+    snprintf(payload, sizeof(payload), "{\"id\":\"%s\"}", id);
+    request("POST", "/api/select", payload, response, sizeof(response));
+}
+
+static void move_selection(int *selected_index, int delta) {
+    FarmState copy;
+    pthread_mutex_lock(&state_lock); copy = shared_state; pthread_mutex_unlock(&state_lock);
+    if (!copy.program_count) return;
+    *selected_index = (*selected_index + delta + copy.program_count) % copy.program_count;
+    select_program(copy.programs[*selected_index].id);
+}
+
+static int shifted_probe_address(int address, int delta) {
+    const int visible = TILE_PERIMETER * 2;
+    int index;
+    if (address >= 0 && address < TILE_PERIMETER) index = address;
+    else if (address >= GROOVE_FRINGE_BASE && address < GROOVE_FRINGE_BASE + TILE_PERIMETER)
+        index = TILE_PERIMETER + address - GROOVE_FRINGE_BASE;
+    else index = GROOVE_SEQUENCE_BASE;
+    index = (index + delta) % visible;
+    if (index < 0) index += visible;
+    return index < TILE_PERIMETER ? index : GROOVE_FRINGE_BASE + index - TILE_PERIMETER;
+}
+
+static void move_margin_probe(int selected_index, int delta, const char *requested_by) {
+    FarmState copy;
+    pthread_mutex_lock(&state_lock); copy = shared_state; pthread_mutex_unlock(&state_lock);
+    if (!copy.program_count) return;
+    const Program *program = NULL;
+    for (int i = 0; i < copy.program_count; i++)
+        if (!strcmp(copy.programs[i].id, copy.selected)) program = &copy.programs[i];
+    if (!program) {
+        if (selected_index < 0 || selected_index >= copy.program_count) selected_index = 0;
+        program = &copy.programs[selected_index];
+    }
+    int current = !strcmp(copy.margin_probe_id, program->id)
+        ? copy.margin_probe_address : GROOVE_SEQUENCE_BASE;
+    int address = shifted_probe_address(current, delta);
+    char payload[192], response[2048];
+    snprintf(payload, sizeof(payload), "{\"id\":\"%s\",\"address\":%d,\"requestedBy\":\"%s\"}",
+             program->id, address, requested_by);
+    request("POST", "/api/margin-probe", payload, response, sizeof(response));
+}
+
+static bool shifted_probe_self_test(void) {
+    return shifted_probe_address(64, 1) == 65 && shifted_probe_address(0, -1) == GROOVE_FRINGE_BASE + TILE_PERIMETER - 1 &&
+        shifted_probe_address(TILE_PERIMETER - 1, 1) == GROOVE_FRINGE_BASE &&
+        shifted_probe_address(GROOVE_FRINGE_BASE, -1) == TILE_PERIMETER - 1;
+}
+
+static const char *groove_track_name(int address) {
+    if (address < 0 || address >= PERMA_CELLS) return "OUTSIDE";
+    if (address < GROOVE_SEQUENCE_BASE) return "HEADER";
+    if (address < GROOVE_FUNCTION_BASE) return "SEQUENCE";
+    if (address < GROOVE_BODY_BASE) return "FUNCTION";
+    if (address < GROOVE_PROJECTION_BASE) return "BODY";
+    if (address < GROOVE_LIFECYCLE_BASE) return "PROJECTION";
+    if (address < GROOVE_STATE_BASE) return "LIFECYCLE";
+    if (address < GROOVE_SPRITE_BASE) return "STATE";
+    if (address < GROOVE_PROPOSAL_BASE) return "SPRITE";
+    if (address < GROOVE_SOURCE_BASE) return "PROPOSAL";
+    if (address < GROOVE_FRINGE_BASE) return "SOURCE";
+    return "FRINGE";
+}
+
+static bool groove_address_protected(int address) {
+    return (address >= GROOVE_HEADER_BASE && address < GROOVE_STATE_BASE) ||
+        (address >= GROOVE_SOURCE_BASE && address < GROOVE_FRINGE_BASE);
+}
+
+static void groove_rim_position(int address, char *output, size_t capacity) {
+    if (address < 0 || address >= TILE_PERIMETER) {
+        snprintf(output, capacity, "OFF-RIM"); return;
+    }
+    if (address < TILE_W) snprintf(output, capacity, "TOP+%03d", address);
+    else if (address < TILE_W + TILE_H - 1)
+        snprintf(output, capacity, "RIGHT+%03d", address - TILE_W + 1);
+    else if (address < TILE_W * 2 + TILE_H - 2)
+        snprintf(output, capacity, "BOTTOM+%03d", address - (TILE_W + TILE_H - 1));
+    else snprintf(output, capacity, "LEFT+%03d", address - (TILE_W * 2 + TILE_H - 2) + 1);
+}
+
+static bool groove_microscope_self_test(void) {
+    char position[24];
+    groove_rim_position(64, position, sizeof(position));
+    return !strcmp(groove_track_name(0), "HEADER") &&
+        !strcmp(groove_track_name(64), "SEQUENCE") &&
+        !strcmp(groove_track_name(128), "FUNCTION") &&
+        !strcmp(groove_track_name(192), "BODY") &&
+        !strcmp(groove_track_name(480), "PROJECTION") &&
+        !strcmp(groove_track_name(528), "LIFECYCLE") &&
+        !strcmp(groove_track_name(656), "STATE") &&
+        !strcmp(groove_track_name(720), "SPRITE") &&
+        !strcmp(groove_track_name(4820), "PROPOSAL") &&
+        !strcmp(groove_track_name(5108), "SOURCE") &&
+        !strcmp(groove_track_name(5300), "FRINGE") &&
+        groove_address_protected(64) && !groove_address_protected(656) &&
+        groove_address_protected(5108) && !groove_address_protected(5300) &&
+        !strcmp(position, "TOP+064");
+}
+
+static int groove_opcode_at(const LiveField *field, int address) {
+    if (!field || address < 0 || address >= PERMA_CELLS) return 0;
+    if (address >= GROOVE_SEQUENCE_BASE && address < GROOVE_FUNCTION_BASE) {
+        int instruction = (address - GROOVE_SEQUENCE_BASE) / GROOVE_INSTRUCTION_PIXELS;
+        if (instruction >= groove_instruction_count(field)) return 0;
+        return field->groove[(GROOVE_SEQUENCE_BASE + instruction * GROOVE_INSTRUCTION_PIXELS) * 3];
+    }
+    if (address >= GROOVE_FUNCTION_BASE && address < GROOVE_BODY_BASE) {
+        int opcode = (address - GROOVE_FUNCTION_BASE) / 3 + 1;
+        return opcode <= MAX_RASTER_OPCODE ? opcode : 0;
+    }
+    if (address >= GROOVE_BODY_BASE && address < GROOVE_PROJECTION_BASE) {
+        int opcode = (address - GROOVE_BODY_BASE) / MARGIN_BODY_CELLS + 1;
+        return opcode <= MARGIN_RASTER_BODY_SLOTS ? opcode : 0;
+    }
+    return 0;
+}
+
+static void render_board(Canvas *canvas, const FarmState *s, uint64_t ticks,
+                         bool inspect_mode, int selected_index) {
+    fill(canvas, 0, 0, LOGICAL_W, LOGICAL_H, BLACK);
+    const Program *active = NULL;
+    for (int i = 0; i < s->program_count; i++)
+        if (s->margin_probe_id[0] && !strcmp(s->programs[i].id, s->margin_probe_id)) active = &s->programs[i];
+    for (int i = 0; i < s->program_count; i++)
+        if (!active && !strcmp(s->programs[i].id, s->selected)) active = &s->programs[i];
+    if (!active && s->program_count) active = &s->programs[0];
+    float actual = 0, potential = 0, spatial = 0, variance = 0, noise = 0, coherence = 0, muddiness = 0;
+    int life = 0, projection_mode = 0, projection_generation = 0;
+    int alive = 0, dormant = 0, collapsed = 0, flicker = 0;
+    uint64_t writes_per_second = 0;
+    int margin_address = -1, margin_pc = 0, margin_vector = 0, margin_opcode = 0;
+    uint8_t margin_rgb[3] = {0};
+    bool margin_is_probe = false;
+    pthread_mutex_lock(&live_lock);
+    LiveField *active_field = find_live_field(active);
+    if (active_field) {
+        actual = active_field->published_actual_energy;
+        potential = active_field->published_potential_energy;
+        spatial = active_field->published_spatial_energy;
+        variance = active_field->published_variance_energy;
+        noise = active_field->published_noise_energy;
+        coherence = active_field->published_temporal_coherence;
+        muddiness = active_field->published_muddiness;
+        life = active_field->published_life_state;
+        projection_mode = active_field->published_projection_mode;
+        projection_generation = active_field->published_projection_generation;
+        int state = GROOVE_STATE_BASE * 3;
+        margin_pc = groove_u16(active_field->groove, state + 1);
+        margin_vector = active_field->groove[state + 3];
+        margin_address = (int)groove_u32(active_field->groove, state + 20);
+        margin_opcode = active_field->published_opcode;
+        if (margin_address >= 0 && margin_address < PERMA_CELLS) {
+            int at = margin_address * 3;
+            margin_rgb[0] = active_field->groove[at];
+            margin_rgb[1] = active_field->groove[at + 1];
+            margin_rgb[2] = active_field->groove[at + 2];
+        }
+        if (active && !strcmp(s->margin_probe_id, active->id) &&
+            s->margin_probe_address >= 0 && s->margin_probe_address < PERMA_CELLS) {
+            margin_is_probe = true;
+            margin_address = s->margin_probe_address;
+            int at = margin_address * 3;
+            margin_rgb[0] = active_field->groove[at];
+            margin_rgb[1] = active_field->groove[at + 1];
+            margin_rgb[2] = active_field->groove[at + 2];
+            int probed_opcode = groove_opcode_at(active_field, margin_address);
+            if (probed_opcode) margin_opcode = probed_opcode;
+        }
+    }
+    alive = alive_channels; dormant = dormant_channels;
+    collapsed = collapsed_channels; flicker = flicker_channels;
+    writes_per_second = live_writes_per_second;
+    pthread_mutex_unlock(&live_lock);
+    fill(canvas, 6, 5, 628, 28, (Color){4, 8, 13, 220});
+    draw_text(canvas, "PIECEFARM", 10, 8, 4, INK);
+    char clock_label[64];
+    snprintf(clock_label, sizeof(clock_label), "%s %.0fBPM%s", s->clock_synced ? "AC UTC" : "UTC SYNC", s->musical_bpm,
+             audio_online ? "" : " MUTE");
+    draw_text(canvas, clock_label, 455, 12, 2, audio_online ? MINT : PINK);
+    char policy_bonus = !strcmp(s->piece_vm_policy_bonus, "phenotype-lead") ? 'P' :
+        !strcmp(s->piece_vm_policy_bonus, "champion-control") ? 'C' :
+        !strcmp(s->piece_vm_policy_bonus, "branch-diversity") ? 'D' : '-';
+    char operator_bonus = !strcmp(s->piece_vm_operator_bonus, "variation") ? 'V' :
+        !strcmp(s->piece_vm_operator_bonus, "machinery") ? 'M' :
+        !strcmp(s->piece_vm_operator_bonus, "exchange") ? 'X' : '-';
+    char mission[192];
+    snprintf(mission, sizeof(mission), "%s PIECEVM G%d %s / 64%s 128%s 256%s / UCB +%c OP +%c %.24s / CUR%s / GIT GROWN",
+             inspect_mode ? "INSPECT 1:1 /" : "WALL /", s->piece_vm_generation,
+             s->piece_vm_mutation[0] ? s->piece_vm_mutation : "foundation",
+             s->piece_vm_half_verified ? "OK" : "--", s->piece_vm_standard_verified ? "OK" : "--",
+             s->piece_vm_double_verified ? "OK" : "--", policy_bonus, operator_bonus,
+             s->piece_vm_mutation_bonus[0] ? s->piece_vm_mutation_bonus : "explore",
+             s->piece_vm_curriculum_lead ? "*" : "");
+    draw_wrapped(canvas, mission, 10, 42, 620, 4, 3, GOLD);
+
+    char line[512];
+    const Program *inspected = s->program_count && selected_index >= 0 && selected_index < s->program_count
+        ? &s->programs[selected_index] : active;
+    snprintf(line, sizeof(line), "ITER %llu  A%llu R%llu  COV %d/%d  %s %.12s",
+             (unsigned long long)s->iteration, (unsigned long long)s->piece_vm_accepted,
+             (unsigned long long)s->piece_vm_rejected, s->coverage, s->capacity,
+             inspect_mode ? "VIEW" : "PVM", inspect_mode && inspected ? inspected->id :
+             (s->piece_vm_id[0] ? s->piece_vm_id : "AWAKENING"));
+    fill(canvas, 7, 148, 626, 25, (Color){4, 8, 13, 235});
+    draw_text(canvas, line, 11, 154, 2, INK);
+
+    uint64_t elapsed = ticks > s->received_at ? ticks - s->received_at : 0;
+    uint64_t remain_ms = s->checkpoint_ms > elapsed ? s->checkpoint_ms - elapsed : 0;
+    unsigned seconds = (unsigned)((remain_ms + 999) / 1000);
+    snprintf(line, sizeof(line), "GIT %02u:%02u:%02u", seconds / 3600,
+             seconds / 60 % 60, seconds % 60);
+    fill(canvas, 7, 179, 626, 55, (Color){9, 13, 21, 242});
+    stroke(canvas, 7, 179, 626, 55, GOLD);
+    draw_text(canvas, line, 14, 190, 5, GOLD);
+    snprintf(line, sizeof(line), "ED%d %.8s @%llu", s->git_editions,
+             s->git_head[0] ? s->git_head : "NOHEAD",
+             (unsigned long long)s->git_iteration);
+    draw_text(canvas, line, 428, 183, 1, MINT);
+    if (s->piece_vm_selection_parent[0])
+        snprintf(line, sizeof(line), "PHENO %.8s N%.2f B%+.3f R%d V%d %s CUR B%d/5 %.5s",
+                 s->piece_vm_selection_parent, s->piece_vm_phenotype_score,
+                 s->piece_vm_phenotype_bias, s->piece_vm_phenotype_reports,
+                 s->piece_vm_phenotype_voices,
+                 s->piece_vm_phenotype_ready ? "READY" : "GATHER",
+                 s->piece_vm_development_breadth, s->piece_vm_development_signature);
+    else snprintf(line, sizeof(line), "PVM %.12s Q%.3f R%d C%d M%d S%d F%d A%d L%d CUR B%d/5 %.5s",
+                  s->piece_vm_id, s->piece_vm_score, s->piece_vm_registers,
+                  s->piece_vm_calls, s->piece_vm_memory, s->piece_vm_senses,
+                  s->piece_vm_functions, s->piece_vm_arguments, s->piece_vm_layouts,
+                  s->piece_vm_development_breadth, s->piece_vm_development_signature);
+    draw_text(canvas, line, 14, 218, 1, INK);
+    if (s->piece_vm_environment_capability[0]) {
+        snprintf(line, sizeof(line), "ECO %.8s<%.6s", s->piece_vm_environment_capability,
+                 s->piece_vm_environment_donor);
+        draw_text(canvas, line, 300, 218, 1, CYAN);
+    }
+    struct ProofLamp { int x; const char *label; bool valid; } lamps[3] = {
+        {430, "64", s->piece_vm_half_verified}, {492, "128", s->piece_vm_standard_verified},
+        {562, "256", s->piece_vm_double_verified},
+    };
+    for (int lamp = 0; lamp < 3; lamp++) {
+        fill(canvas, lamps[lamp].x, 207, lamp ? 62 : 54, 22, lamps[lamp].valid ? (Color){18, 70, 50, 255} : (Color){55, 20, 28, 255});
+        draw_text(canvas, lamps[lamp].label, lamps[lamp].x + 5, 211, 2, lamps[lamp].valid ? MINT : PINK);
+    }
+    if (s->piece_vm_policy_bonus[0]) {
+        snprintf(line, sizeof(line), "U+%c P%d/%.2f C%d/%.2f D%d/%.2f | O+%c V%d/%.2f M%d/%.2f X%d/%.2f",
+                 policy_bonus,
+                 s->piece_vm_policy_trials[0], s->piece_vm_policy_reward[0],
+                 s->piece_vm_policy_trials[1], s->piece_vm_policy_reward[1],
+                 s->piece_vm_policy_trials[2], s->piece_vm_policy_reward[2], operator_bonus,
+                 s->piece_vm_operator_trials[0], s->piece_vm_operator_reward[0],
+                 s->piece_vm_operator_trials[1], s->piece_vm_operator_reward[1],
+                 s->piece_vm_operator_trials[2], s->piece_vm_operator_reward[2]);
+        draw_text(canvas, line, 10, 231, 1, CYAN);
+    } else if (margin_address >= 0) {
+        char rim[24]; groove_rim_position(margin_address, rim, sizeof(rim));
+        snprintf(line, sizeof(line), "%s %s @%03d %s/%s %s RGB %02X.%02X.%02X PC%d V%d %s",
+                 margin_is_probe ? "PROBE" : "MARGIN",
+                 active && active->address[0] ? active->address : "--", margin_address,
+                 rim, groove_track_name(margin_address),
+                 groove_address_protected(margin_address) ? "LOCK" : "MUT",
+                 margin_rgb[0], margin_rgb[1], margin_rgb[2], margin_pc, margin_vector,
+                 opcode_name(margin_opcode));
+        draw_text(canvas, line, 10, 231, 1, CYAN);
+    }
+
+    int piece_vm_frontier = 1;
+    while (piece_vm_frontier <= s->piece_vm_generation && piece_vm_frontier < 128) piece_vm_frontier *= 2;
+    char growth_bar_name[32], margin_bar_name[32], opcode_bar_name[32];
+    int probe_voices = 0;
+    char probe_source_id[16] = {0}, probe_address[4] = {0};
+    pthread_mutex_lock(&sonic_field.lock);
+    probe_voices = sonic_field.probe_voices;
+    snprintf(probe_source_id, sizeof(probe_source_id), "%s", sonic_field.probe_source_id);
+    snprintf(probe_address, sizeof(probe_address), "%s", sonic_field.probe_address);
+    pthread_mutex_unlock(&sonic_field.lock);
+    if (s->margin_probe_descendant_id[0])
+        snprintf(growth_bar_name, sizeof(growth_bar_name), "GRAFT %.8s", s->margin_probe_descendant_id);
+    else snprintf(growth_bar_name, sizeof(growth_bar_name), "PVM GROW");
+    if (s->margin_probe_descendant_id[0]) {
+        snprintf(margin_bar_name, sizeof(margin_bar_name), "PROP %.15s",
+                 s->margin_probe_capability[0] ? s->margin_probe_capability : "CAP");
+        snprintf(opcode_bar_name, sizeof(opcode_bar_name), "SONIC PATH");
+    } else {
+        snprintf(margin_bar_name, sizeof(margin_bar_name), "%s %s", margin_is_probe ? "PROBE" : "MARGIN",
+                 active && active->address[0] ? active->address : "--");
+        snprintf(opcode_bar_name, sizeof(opcode_bar_name), "%s %s",
+                 margin_is_probe && s->margin_probe_capability[0] ? "CAP" : "OP",
+                 margin_is_probe && s->margin_probe_capability[0]
+                    ? s->margin_probe_capability : opcode_name(margin_opcode));
+    }
+    struct Bar { const char *name; float value; char display[96]; Color color; } bars[4] = {
+        {growth_bar_name, s->margin_probe_status[0] ?
+            (!strcmp(s->margin_probe_status, "admitted") ? 1 : s->margin_probe_attempts / 8.0f) :
+            (piece_vm_frontier ? (float)s->piece_vm_generation / piece_vm_frontier : 0), "", PINK},
+        {margin_bar_name, s->margin_probe_descendant_id[0]
+            ? fminf(1, s->margin_probe_propagation_descendants / 8.0f)
+            : margin_address >= 0 ? margin_address / (float)TILE_PERIMETER : 0, "", CYAN},
+        {opcode_bar_name, s->margin_probe_descendant_id[0]
+            ? probe_voices / (float)AUDIO_VOICES : margin_pc / 8.0f, "", GOLD},
+        {"EVAL RATE", fminf(1, s->evaluations_per_second / 16), "", MINT},
+    };
+    if (s->margin_probe_descendant_id[0])
+        snprintf(bars[0].display, sizeof(bars[0].display), "%s %s G%d", s->margin_probe_status,
+                 s->margin_probe_descendant_state, s->margin_probe_generation);
+    else snprintf(bars[0].display, sizeof(bars[0].display), "G%d L%d X%d", s->piece_vm_generation,
+                  s->piece_vm_lineage, s->piece_vm_crossovers);
+    if (s->margin_probe_descendant_id[0]) {
+        snprintf(bars[1].display, sizeof(bars[1].display), "%d DESC %d LIVE F%d",
+                 s->margin_probe_propagation_descendants, s->margin_probe_propagation_residents,
+                 s->margin_probe_propagation_generation);
+        if (probe_voices && probe_source_id[0])
+            snprintf(bars[2].display, sizeof(bars[2].display), "%d/%d %s %.8s",
+                     probe_voices, AUDIO_VOICES, probe_address, probe_source_id);
+        else snprintf(bars[2].display, sizeof(bars[2].display), "%d/%d VOICES CHAMP %s",
+                      probe_voices, AUDIO_VOICES, s->margin_probe_champion_carrier ? "YES" : "NO");
+    } else {
+        snprintf(bars[1].display, sizeof(bars[1].display), "@%03d %s %s", margin_address,
+                 groove_track_name(margin_address), groove_address_protected(margin_address) ? "LOCK" : "MUT");
+        snprintf(bars[2].display, sizeof(bars[2].display), "PC%d V%d %02X.%02X.%02X", margin_pc, margin_vector,
+                 margin_rgb[0], margin_rgb[1], margin_rgb[2]);
+    }
+    snprintf(bars[3].display, sizeof(bars[3].display), "%.1f/S", s->evaluations_per_second);
+    for (int i = 0; i < 4; i++) {
+        int x = 7 + i * 158;
+        fill(canvas, x, 240, 151, 50, (Color){5, 14, 19, 235});
+        stroke(canvas, x, 240, 151, 50, DIM);
+        draw_text(canvas, bars[i].name, x + 5, 246, 2, MINT);
+        draw_text(canvas, bars[i].display, x + 6, 260, 1, INK);
+        fill(canvas, x + 5, 270, 141, 8, (Color){8, 17, 20, 255});
+        fill(canvas, x + 5, 270, 141 * fminf(1, bars[i].value), 8, bars[i].color);
+    }
+
+    float spectrum[32];
+    pthread_mutex_lock(&sonic_field.lock); memcpy(spectrum, sonic_field.spectrum, sizeof(spectrum)); pthread_mutex_unlock(&sonic_field.lock);
+    fill(canvas, 7, 294, 626, 37, (Color){12, 9, 24, 255});
+    for (int band = 0; band < 32; band++) {
+        float height = 2 + fminf(1, spectrum[band]) * 31;
+        Color color = band < 11 ? CYAN : band < 22 ? PINK : GOLD;
+        fill(canvas, 9 + band * 19.4f, 329 - height, 14, height, color);
+    }
+    const char *tag = life == 2 ? "COLLAPSE" : life == 3 ? "FLICKER" :
+        muddiness > .45f ? "MUDDY" : noise > .24f && coherence < .42f ? "CHAOS" : spatial > .30f ? "EDGE" :
+        variance > .18f && coherence > .52f ? "VOLUME" : actual > .07f ? "PULSE" : "FLOW";
+    static const char *spaces[] = {"CURVED", "RAY", "CHAMBER", "HEIGHT"};
+    snprintf(line, sizeof(line), "MUSIGRAPH > %s %s V%d / A%.2f P%.2f N%.2f C%.2f",
+             spaces[projection_mode >= 0 && projection_mode < 4 ? projection_mode : 0], tag,
+             projection_generation, actual, potential, noise, coherence);
+    fill(canvas, 9, 298, 480, 26, (Color){4, 8, 13, 210});
+    draw_text(canvas, line, 12, 303, 2, GOLD);
+    uint64_t authority_ms = s->utc_ms + (ticks > s->received_at ? ticks - s->received_at : 0);
+    double beat = authority_ms / 60000.0 * fmax(1.0, s->musical_bpm);
+    int beat_byte = (int)lround((beat - floor(beat)) * 255);
+    snprintf(line, sizeof(line), "BEAT%03d AI%d", beat_byte, s->visual_reviews);
+    fill(canvas, 490, 298, 141, 26, (Color){4, 8, 13, 210});
+    draw_text(canvas, line, 496, 303, 2, MINT);
+    time_t seconds_utc = (time_t)(authority_ms / 1000); struct tm utc = {0}; gmtime_r(&seconds_utc, &utc);
+    snprintf(line, sizeof(line), "%.0fFPS %02d:%02dZ VM240 M%llu A%d D%d C%d F%d W%.1fM FIELD%dK",
+             display_fps, utc.tm_hour, utc.tm_min, (unsigned long long)vm_deadline_misses,
+             alive, dormant, collapsed, flicker, writes_per_second / 1000000.0,
+             s->resident_bytes / 1024);
+    draw_text(canvas, line, 10, 335, 2, INK);
+    if (!s->connected) draw_text(canvas, "WAITING FOR PIECEFARM AUTHORITY", 120, 175, 3, PINK);
+}
+
+static const char *opcode_name(int opcode) {
+    static const char *names[] = {"?", "ADD", "XOR", "SHIFT", "MIX", "SOLAR", "BLUR", "EDGE",
+        "ROTATE", "MIRROR", "CHANNEL", "AND", "OR", "LINE", "TRI", "FLOOD", "BOX", "COPY", "PASTE", "CELL"};
+    if (opcode == 20) return "PIECEVM";
+    return opcode >= 1 && opcode <= MAX_RASTER_OPCODE ? names[opcode] : "?";
+}
+
+static int tile_perimeter_index(int px, int py) {
+    if (px < 0 || px >= TILE_W || py < 0 || py >= TILE_H) return -1;
+    if (py == 0) return px;
+    if (px == TILE_W - 1) return TILE_W + py - 1;
+    if (py == TILE_H - 1) return TILE_W + TILE_H - 1 + (TILE_W - 2 - px);
+    if (px == 0) return TILE_W + TILE_H - 1 + TILE_W - 1 + (TILE_H - 2 - py);
+    return -1;
+}
+
+static bool tile_perimeter_self_test(void) {
+    bool seen[TILE_PERIMETER] = {0};
+    int count = 0;
+    for (int py = 0; py < TILE_H; py++) for (int px = 0; px < TILE_W; px++) {
+        int index = tile_perimeter_index(px, py);
+        if (index < 0) continue;
+        if (index >= TILE_PERIMETER || seen[index]) return false;
+        seen[index] = true; count++;
+    }
+    return count == TILE_PERIMETER;
+}
+
+static bool inspector_geometry(int side, int *x, int *y) {
+    if (side < MIN_RASTER_SIDE || side > MAX_RASTER_SIDE) return false;
+    *x = (LOGICAL_W - side) / 2;
+    *y = (LOGICAL_H - side) / 2;
+    return *x >= 0 && *y >= 0 && *x + side <= LOGICAL_W && *y + side <= LOGICAL_H;
+}
+
+static bool inspector_geometry_self_test(void) {
+    static const int sides[] = {32, 64, 128, 256};
+    for (size_t i = 0; i < sizeof(sides) / sizeof(sides[0]); i++) {
+        int x = -1, y = -1;
+        if (!inspector_geometry(sides[i], &x, &y)) return false;
+        if (LOGICAL_W - x * 2 != sides[i] || LOGICAL_H - y * 2 != sides[i]) return false;
+    }
+    return true;
+}
+
+static void render_tile(Canvas *canvas, const Program *p, int slot) {
+    const int cols = 4, rows = 3, tw = LOGICAL_W / cols, th = LOGICAL_H / rows;
+    int x = slot % cols * tw, y = slot / cols * th;
+    int health = 0;
+    int current_opcode = 0;
+    Color core_colors[TILE_PERIMETER] = {0}, fringe_colors[TILE_PERIMETER] = {0};
+    bool has_margin = false;
+    bool has_image = false;
+    int pixel_side = RASTER_W;
+    uint8_t pixels[MAX_RASTER_BYTES] = {0};
+    if (p->raster_count == p->raster_width * p->raster_height * 3 && p->raster_count > 0) {
+        pthread_mutex_lock(&live_lock);
+        LiveField *field = find_live_field(p);
+        if (field) {
+            pixel_side = field->resolution;
+            memcpy(pixels, field->projection[field->projection_index], (size_t)field->byte_count);
+            health = (int)lroundf(fminf(1, fmaxf(0, field->published_health)) * 100);
+            current_opcode = field->published_opcode;
+            for (int sample = 0; sample < TILE_PERIMETER; sample++) {
+                /* One rim pixel is one literal, stable groove address. The 556
+                   core pixels expose cells 0..555 without the old decimation,
+                   so headers, sequence, functions, bodies and projection data
+                   have a directly inspectable screen position. */
+                int core_pixel = sample;
+                int fringe_pixel = GROOVE_FRINGE_BASE + sample;
+                int core_at = core_pixel * 3, fringe_at = fringe_pixel * 3;
+                core_colors[sample] = (Color){field->groove[core_at], field->groove[core_at + 1], field->groove[core_at + 2], 255};
+                fringe_colors[sample] = (Color){field->groove[fringe_at], field->groove[fringe_at + 1], field->groove[fringe_at + 2], 255};
+            }
+            has_margin = true;
+        }
+        else { pixel_side = p->raster_width; memcpy(pixels, p->raster, (size_t)p->raster_count); }
+        pthread_mutex_unlock(&live_lock);
+        has_image = true;
+    }
+    fill(canvas, x, y, tw, th, BLACK);
+    if (has_image) {
+        /* Integer-ratio, square-pixel previews: 32²→96² (3x), 64²→64²
+           (1x), 128²→64² (1/2), 256²→64² (1/4). No crop or aspect warp. */
+        int image_side = pixel_side == 32 ? 96 : 64;
+        int image_x = x + (tw - image_side) / 2;
+        int image_y = y + (th - 16 - image_side) / 2;
+        for (int py = 0; py < image_side; py++) for (int px = 0; px < image_side; px++) {
+            int sx = px * pixel_side / image_side, sy = py * pixel_side / image_side;
+            int at = (sy * pixel_side + sx) * 3;
+            canvas->pixels[(image_y + py) * LOGICAL_W + image_x + px] =
+                packed((Color){pixels[at], pixels[at + 1], pixels[at + 2], 255});
+        }
+    }
+    if (has_margin) {
+        /* WYSIWYG machine rim: every perimeter pixel is one stable address.
+           Outer two logical pixels read mutable fringe bytes; inner two read
+           protected/core bytes. No grouping, tint, cursor, or spectral rail. */
+        const int rim = 2;
+        for (int py = 0; py < th; py++) for (int px = 0; px < tw; px++) {
+            int address = tile_perimeter_index(px, py);
+            if (address < 0) continue;
+            if (py == 0) {
+                fill(canvas, x + px, y, 1, rim, fringe_colors[address]);
+                fill(canvas, x + px, y + rim, 1, rim, core_colors[address]);
+            } else if (py == th - 1) {
+                fill(canvas, x + px, y + th - rim, 1, rim, fringe_colors[address]);
+                fill(canvas, x + px, y + th - rim * 2, 1, rim, core_colors[address]);
+            } else if (px == 0) {
+                fill(canvas, x, y + py, rim, 1, fringe_colors[address]);
+                fill(canvas, x + rim, y + py, rim, 1, core_colors[address]);
+            } else {
+                fill(canvas, x + tw - rim, y + py, rim, 1, fringe_colors[address]);
+                fill(canvas, x + tw - rim * 2, y + py, rim, 1, core_colors[address]);
+            }
+        }
+    }
+    const int health_x = x + 5, health_y = y + th - 6, health_w = tw - 10, health_h = 3;
+    fill(canvas, health_x, health_y, health_w, health_h, HEALTH_BLACK);
+    int filled = health_w * health / 100;
+    for (int pixel = 0; pixel < filled; pixel++)
+        fill(canvas, health_x + pixel, health_y, 1, health_h, health_scale_color(pixel / (float)(health_w - 1)));
+    draw_text_shadow(canvas, opcode_name(current_opcode), x + 5, y + th - 15, 1, INK);
+}
+
+static void render_inspector(Canvas *canvas, const Program *program) {
+    int side = 0, image_x = 0, image_y = 0;
+    uint8_t pixels[MAX_RASTER_BYTES] = {0};
+    pthread_mutex_lock(&live_lock);
+    LiveField *field = find_live_field(program);
+    if (field) {
+        side = field->resolution;
+        memcpy(pixels, field->projection[field->projection_index], (size_t)field->byte_count);
+    } else if (program && program->raster_count == program->raster_width * program->raster_height * 3) {
+        side = program->raster_width;
+        memcpy(pixels, program->raster, (size_t)program->raster_count);
+    }
+    pthread_mutex_unlock(&live_lock);
+    if (!inspector_geometry(side, &image_x, &image_y)) return;
+    for (int py = 0; py < side; py++) for (int px = 0; px < side; px++) {
+        int at = (py * side + px) * 3;
+        canvas->pixels[(image_y + py) * LOGICAL_W + image_x + px] =
+            packed((Color){pixels[at], pixels[at + 1], pixels[at + 2], 255});
+    }
+}
+
+static void render_soup(Canvas *canvas, const FarmState *s, uint64_t ticks,
+                        bool inspect_mode, int selected_index) {
+    (void)ticks;
+    fill(canvas, 0, 0, LOGICAL_W, LOGICAL_H, BLACK);
+    if (inspect_mode && s->program_count) {
+        if (selected_index < 0 || selected_index >= s->program_count) selected_index = 0;
+        render_inspector(canvas, &s->programs[selected_index]);
+        return;
+    }
+    for (int slot = 0; slot < s->program_count && slot < 12; slot++) render_tile(canvas, &s->programs[slot], slot);
+}
+
+static bool make_panel(Panel *panel, SDL_Rect bounds, SDL_DisplayID display, const char *title) {
+    panel->bounds = bounds;
+    panel->display = display;
+    panel->window = SDL_CreateWindow(title, bounds.w, bounds.h,
+        SDL_WINDOW_BORDERLESS | SDL_WINDOW_ALWAYS_ON_TOP | SDL_WINDOW_HIDDEN);
+    if (!panel->window) return false;
+    SDL_SetWindowPosition(panel->window, SDL_WINDOWPOS_CENTERED_DISPLAY(display),
+                          SDL_WINDOWPOS_CENTERED_DISPLAY(display));
+    panel->renderer = SDL_CreateRenderer(panel->window, NULL);
+    if (!panel->renderer) return false;
+    panel->texture = SDL_CreateTexture(panel->renderer, SDL_PIXELFORMAT_RGBA8888,
+                                       SDL_TEXTUREACCESS_STREAMING, LOGICAL_W, LOGICAL_H);
+    if (!panel->texture) return false;
+    panel->pixels = calloc(LOGICAL_W * LOGICAL_H, sizeof(uint32_t));
+    if (!panel->pixels) return false;
+    panel->canvas.pixels = panel->pixels;
+    SDL_SetTextureScaleMode(panel->texture, SDL_SCALEMODE_NEAREST);
+    SDL_SetTextureBlendMode(panel->texture, SDL_BLENDMODE_NONE);
+    SDL_ShowWindow(panel->window);
+    SDL_SetWindowFullscreen(panel->window, true);
+    SDL_RaiseWindow(panel->window);
+    return true;
+}
+
+static void ensure_panel(Panel *panel) {
+    int width, height;
+    SDL_GetWindowSize(panel->window, &width, &height);
+    if ((SDL_GetWindowFlags(panel->window) & SDL_WINDOW_FULLSCREEN) == 0)
+        SDL_SetWindowFullscreen(panel->window, true);
+    (void)width; (void)height;
+    SDL_RaiseWindow(panel->window);
+}
+
+static void present_panel(Panel *panel) {
+    SDL_UpdateTexture(panel->texture, NULL, panel->pixels, LOGICAL_W * 4);
+    SDL_SetRenderDrawColor(panel->renderer, BLACK.r, BLACK.g, BLACK.b, 255);
+    SDL_RenderClear(panel->renderer);
+    int width, height; SDL_GetRenderOutputSize(panel->renderer, &width, &height);
+    int scale_x = width / LOGICAL_W, scale_y = height / LOGICAL_H;
+    int scale = scale_x < scale_y ? scale_x : scale_y;
+    if (scale < 1) scale = 1;
+    int output_w = LOGICAL_W * scale, output_h = LOGICAL_H * scale;
+    SDL_FRect dst = {(float)((width - output_w) / 2), (float)((height - output_h) / 2),
+                     (float)output_w, (float)output_h};
+    SDL_RenderTexture(panel->renderer, panel->texture, NULL, &dst);
+    SDL_RenderPresent(panel->renderer);
+}
+
+static void present(Stage *stage, const FarmState *state, uint64_t ticks,
+                    bool inspect_mode, int selected_index) {
+    render_board(&stage->board.canvas, state, ticks, inspect_mode, selected_index);
+    render_soup(&stage->soup.canvas, state, ticks, inspect_mode, selected_index);
+    present_panel(&stage->board);
+    present_panel(&stage->soup);
+}
+
+static void save_ppm(const Canvas *canvas, const char *name) {
+    if (!snapshot_dir) return;
+    char path[512], temporary[520];
+    snprintf(path, sizeof(path), "%s/%s.ppm", snapshot_dir, name);
+    snprintf(temporary, sizeof(temporary), "%s.tmp", path);
+    FILE *file = fopen(temporary, "wb");
+    if (!file) return;
+    fprintf(file, "P6\n%d %d\n255\n", LOGICAL_W, LOGICAL_H);
+    for (int i = 0; i < LOGICAL_W * LOGICAL_H; i++) {
+        uint32_t pixel = canvas->pixels[i];
+        unsigned char rgb[3] = {pixel >> 24, pixel >> 16 & 255, pixel >> 8 & 255};
+        fwrite(rgb, 1, 3, file);
+    }
+    if (fclose(file) == 0) rename(temporary, path);
+}
+
+static int compare_rects(const void *a, const void *b) {
+    const SDL_Rect *ra = a, *rb = b;
+    if (ra->y != rb->y) return ra->y - rb->y;
+    return ra->x - rb->x;
+}
+
+int main(int argc, char **argv) {
+    if (argc == 2 && !strcmp(argv[1], "--self-test")) {
+        if (!sonic_self_test() || !tile_perimeter_self_test() || !raster_replay_self_test() ||
+            !inspector_geometry_self_test() || !groove_microscope_self_test() || !shifted_probe_self_test() ||
+            !mixed_resolution_self_test() || !viability_self_test()) {
+            fprintf(stderr, "native sonic/raster mapping self-test failed\n"); return 4;
+        }
+        fprintf(stdout, "native sonic/raster mapping self-test passed\n"); return 0;
+    }
+    for (int i = 1; i + 1 < argc; i++) {
+        if (!strcmp(argv[i], "--port")) server_port = atoi(argv[++i]);
+        else if (!strcmp(argv[i], "--snapshot-dir")) snapshot_dir = argv[++i];
+    }
+    if (!SDL_Init(SDL_INIT_VIDEO | SDL_INIT_GAMEPAD | SDL_INIT_AUDIO)) {
+        fprintf(stderr, "SDL init failed: %s\n", SDL_GetError()); return 1;
+    }
+    SDL_AudioSpec audio_spec = {SDL_AUDIO_F32, 2, AUDIO_RATE};
+    SDL_AudioStream *audio_stream = SDL_OpenAudioDeviceStream(
+        SDL_AUDIO_DEVICE_DEFAULT_PLAYBACK, &audio_spec, synth_audio, NULL);
+    if (audio_stream && SDL_ResumeAudioStreamDevice(audio_stream)) audio_online = true;
+    else fprintf(stderr, "spatial sonic output unavailable: %s\n", SDL_GetError());
+    int count = 0; SDL_DisplayID *ids = SDL_GetDisplays(&count);
+    if (!ids || count < 2) {
+        fprintf(stderr, "Piecefarm needs two displays; SDL found %d\n", count);
+        return 2;
+    }
+    SDL_Rect *bounds = calloc((size_t)count, sizeof(*bounds));
+    for (int i = 0; i < count; i++) SDL_GetDisplayBounds(ids[i], &bounds[i]);
+    qsort(bounds, (size_t)count, sizeof(*bounds), compare_rects);
+    SDL_Rect top = bounds[0], bottom = bounds[count - 1];
+    SDL_DisplayID top_display = 0, bottom_display = 0;
+    for (int i = 0; i < count; i++) {
+        SDL_Rect candidate = {0}; SDL_GetDisplayBounds(ids[i], &candidate);
+        if (candidate.x == top.x && candidate.y == top.y) top_display = ids[i];
+        if (candidate.x == bottom.x && candidate.y == bottom.y) bottom_display = ids[i];
+    }
+    int left = top.x < bottom.x ? top.x : bottom.x;
+    int upper = top.y < bottom.y ? top.y : bottom.y;
+    int right = top.x + top.w > bottom.x + bottom.w ? top.x + top.w : bottom.x + bottom.w;
+    int lower = top.y + top.h > bottom.y + bottom.h ? top.y + top.h : bottom.y + bottom.h;
+    SDL_Rect union_bounds = {left, upper, right - left, lower - upper};
+    Stage stage = {0};
+    if (!make_panel(&stage.board, top, top_display, "Piecefarm Scoreboard [SDL3]") ||
+        !make_panel(&stage.soup, bottom, bottom_display, "Piecefarm Lisp Wall [SDL3]")) {
+        fprintf(stderr, "display creation failed: %s\n", SDL_GetError()); return 3;
+    }
+    float stage_refresh = 1000;
+    for (int i = 0; i < count; i++) {
+        const SDL_DisplayMode *mode = SDL_GetCurrentDisplayMode(ids[i]);
+        SDL_Rect display_bounds = {0};
+        SDL_GetDisplayBounds(ids[i], &display_bounds);
+        fprintf(stdout, "display %s: %dx%d@%d,%d %.2f Hz\n",
+                SDL_GetDisplayName(ids[i]), display_bounds.w, display_bounds.h,
+                display_bounds.x, display_bounds.y, mode ? mode->refresh_rate : 0);
+        if (mode && mode->refresh_rate > 0 && mode->refresh_rate < stage_refresh)
+            stage_refresh = mode->refresh_rate;
+    }
+    if (stage_refresh == 1000) stage_refresh = 120;
+    uint64_t frame_interval_ns = (uint64_t)(1000000000.0 / stage_refresh);
+    SDL_free(ids); free(bounds); SDL_HideCursor();
+    fprintf(stdout, "SDL3 Piecefarm stage: %dx%d@%d,%d; board %dx%d@%d,%d; soup %dx%d@%d,%d; video %s; renderers %s/%s\n",
+        union_bounds.w, union_bounds.h, union_bounds.x, union_bounds.y,
+        top.w, top.h, top.x, top.y, bottom.w, bottom.h, bottom.x, bottom.y,
+        SDL_GetCurrentVideoDriver(), SDL_GetRendererName(stage.board.renderer), SDL_GetRendererName(stage.soup.renderer));
+    fflush(stdout);
+
+    pthread_t poller, live_worker;
+    pthread_create(&poller, NULL, poll_state, NULL);
+    pthread_create(&live_worker, NULL, run_live_runtime, NULL);
+    int selected_index = 0;
+    /* Supervisor seam for framebuffer QA; interactive users toggle this with
+       keyboard/gamepad events below. */
+    const char *inspect_start = getenv("PIECEFARM_INSPECT");
+    bool inspect_mode = inspect_start && inspect_start[0] && strcmp(inspect_start, "0");
+    SDL_Gamepad *gamepad = NULL;
+    uint64_t last_frame_ns = 0;
+    uint64_t fps_epoch = SDL_GetTicks(), frame_count = 0;
+    uint64_t last_geometry_check = fps_epoch;
+    uint64_t next_visual_refresh = 0;
+    FarmState visual_state = {0};
+    int snapshot_phase = 0;
+    uint64_t snapshot_at = 0;
+    while (running) {
+        SDL_Event event;
+        while (SDL_PollEvent(&event)) {
+            if (event.type == SDL_EVENT_QUIT) running = false;
+            if (event.type == SDL_EVENT_GAMEPAD_ADDED && !gamepad)
+                gamepad = SDL_OpenGamepad(event.gdevice.which);
+            if (event.type == SDL_EVENT_GAMEPAD_REMOVED && gamepad &&
+                SDL_GetGamepadID(gamepad) == event.gdevice.which) {
+                SDL_CloseGamepad(gamepad); gamepad = NULL;
+            }
+            if (event.type == SDL_EVENT_KEY_DOWN) {
+                if (event.key.key == SDLK_ESCAPE) {
+                    if (inspect_mode) inspect_mode = false;
+                    else running = false;
+                }
+                if (event.key.key == SDLK_I || event.key.key == SDLK_RETURN) inspect_mode = !inspect_mode;
+                int delta = 0;
+                if (event.key.key == SDLK_LEFT) delta = -1;
+                if (event.key.key == SDLK_RIGHT) delta = 1;
+                if (event.key.key == SDLK_UP) delta = -10;
+                if (event.key.key == SDLK_DOWN) delta = 10;
+                if (delta) move_selection(&selected_index, delta);
+                if (event.key.key == SDLK_LEFTBRACKET) move_margin_probe(selected_index, -1, "native-key");
+                if (event.key.key == SDLK_RIGHTBRACKET) move_margin_probe(selected_index, 1, "native-key");
+                if (event.key.key == SDLK_PAGEUP) move_margin_probe(selected_index, -8, "native-key");
+                if (event.key.key == SDLK_PAGEDOWN) move_margin_probe(selected_index, 8, "native-key");
+            }
+            if (event.type == SDL_EVENT_GAMEPAD_BUTTON_DOWN) {
+                int delta = 0;
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_SOUTH) inspect_mode = !inspect_mode;
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_EAST) inspect_mode = false;
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_DPAD_LEFT) delta = -1;
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_DPAD_RIGHT) delta = 1;
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_DPAD_UP) delta = -4;
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_DPAD_DOWN) delta = 4;
+                if (delta) move_selection(&selected_index, delta);
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_LEFT_SHOULDER)
+                    move_margin_probe(selected_index, -1, "xbox");
+                if (event.gbutton.button == SDL_GAMEPAD_BUTTON_RIGHT_SHOULDER)
+                    move_margin_probe(selected_index, 1, "xbox");
+            }
+        }
+        uint64_t now = SDL_GetTicks();
+        uint64_t now_ns = SDL_GetTicksNS();
+        if (now - last_geometry_check >= 2000) {
+            ensure_panel(&stage.board); ensure_panel(&stage.soup);
+            last_geometry_check = now;
+        }
+        if (now_ns - last_frame_ns >= frame_interval_ns) {
+            FarmState latest;
+            pthread_mutex_lock(&state_lock); latest = shared_state; pthread_mutex_unlock(&state_lock);
+            if (!visual_state.connected || now >= next_visual_refresh) {
+                visual_state = latest;
+                next_visual_refresh = now + 250;
+            }
+            present(&stage, &visual_state, now, inspect_mode, selected_index);
+            if (visual_state.connected && snapshot_phase == 0 && display_fps > 0) {
+                save_ppm(&stage.board.canvas, "board"); save_ppm(&stage.soup.canvas, "soup");
+                snapshot_phase = 1; snapshot_at = now + 1000;
+            } else if (snapshot_phase == 1 && now >= snapshot_at) {
+                save_ppm(&stage.board.canvas, "board-live"); save_ppm(&stage.soup.canvas, "soup-live");
+                snapshot_phase = 2; snapshot_at = now + 5000;
+            } else if (snapshot_phase == 2 && now >= snapshot_at) {
+                save_ppm(&stage.board.canvas, "board-live"); save_ppm(&stage.soup.canvas, "soup-live");
+                snapshot_at = now + 5000;
+            }
+            last_frame_ns = now_ns;
+            frame_count++;
+            if (now - fps_epoch >= 2000) {
+                display_fps = frame_count * 1000.0 / (now - fps_epoch);
+                fprintf(stdout, "display %.1f fps (two pixel-perfect 640x360 uploads)\n", display_fps);
+                fflush(stdout);
+                fps_epoch = now; frame_count = 0;
+            }
+        } else {
+            SDL_DelayPrecise(frame_interval_ns - (now_ns - last_frame_ns));
+        }
+    }
+    pthread_join(poller, NULL);
+    pthread_join(live_worker, NULL);
+    if (gamepad) SDL_CloseGamepad(gamepad);
+    if (audio_stream) SDL_DestroyAudioStream(audio_stream);
+    free(stage.board.pixels); free(stage.soup.pixels);
+    SDL_DestroyTexture(stage.board.texture); SDL_DestroyRenderer(stage.board.renderer); SDL_DestroyWindow(stage.board.window);
+    SDL_DestroyTexture(stage.soup.texture); SDL_DestroyRenderer(stage.soup.renderer); SDL_DestroyWindow(stage.soup.window);
+    SDL_Quit();
+    return 0;
+}
diff --git a/experiments/intelligent-terrarium/package.json b/experiments/intelligent-terrarium/package.json
index 3ed4ca5d36..bc5b0e9fee 100644
--- a/experiments/intelligent-terrarium/package.json
+++ b/experiments/intelligent-terrarium/package.json
@@ -6,6 +6,12 @@
     "test": "node --test test/*.test.mjs",
     "demo": "node src/cli.mjs demo",
     "reflect": "node src/cli.mjs reflect",
-    "visit": "node src/server.mjs"
+    "visit": "node src/server.mjs",
+    "soup": "node src/soup-server.mjs",
+    "kiosk": "bin/run-piecefarm-kiosk.sh",
+    "native": "make -C native",
+    "groove": "node bin/pixel-groove.mjs",
+    "place:kiosk": "node bin/place-kiosk.mjs",
+    "inspect:kiosk": "node bin/inspect-kiosk.mjs"
   }
 }
diff --git a/experiments/intelligent-terrarium/reports/intelligent-terrarium-grounded-rethink-2026-07-23.pdf b/experiments/intelligent-terrarium/reports/intelligent-terrarium-grounded-rethink-2026-07-23.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..330dead385aa0574f871876940883558d9c171f5
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diff --git a/experiments/intelligent-terrarium/reports/intelligent-terrarium-stack-2026-07-23.pdf b/experiments/intelligent-terrarium/reports/intelligent-terrarium-stack-2026-07-23.pdf
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diff --git a/experiments/intelligent-terrarium/reports/piecefarm-day-end-2026-07-24.md b/experiments/intelligent-terrarium/reports/piecefarm-day-end-2026-07-24.md
new file mode 100644
index 0000000000..e76dfe6960
--- /dev/null
+++ b/experiments/intelligent-terrarium/reports/piecefarm-day-end-2026-07-24.md
@@ -0,0 +1,71 @@
+# Piecefarm day-end — 2026-07-24
+
+## Shutdown state
+
+- `jas-nzxt` Piecefarm is **stopped and disabled**. It will not start at the next user login.
+- No `piecefarm-sdl` or `soup-server.mjs` process remains.
+- The Piecefarm PulseAudio stream is gone; Line Out itself was not disabled.
+- Final internal Git edition: `b7bb77c season: shutdown at iteration 57398 coverage 56`.
+- Persistent state remains at `/home/me/.local/share/piecefarm/state` (7.5 MB).
+- Resume without enabling autostart: `systemctl --user start piecefarm.service`.
+- Resume and restore autostart: `systemctl --user enable --now piecefarm.service`.
+
+## What became real
+
+- Native SDL3/OpenGL observatory across both 2560×1440 tower displays, sustaining about 143.6 display FPS.
+- Fixed 4×3 population of 128×128 RGB organisms with stable A1–D3 addresses.
+- A typed, 16-byte-cell, 16-pixel logical margin around each RGB field:
+  - 1,956 protected cells for instructions, signatures, camera state, sprite sheets, and verified bodies.
+  - 7,260 mutable fringe cells for edge-derived memory and untrusted proposals.
+- Raster Lisp instructions are reconstructed from verified margin cells; there is no separate native resident-bytecode array.
+- Four 32×32 sprite slots with verified `copy` and `paste` operations (`replace`, `xor`, `add`, `mask`). The generator enforces copy-before-paste dependencies.
+- Boxed computation with sanctuary regions that ordinary raster operations, reprobes, and neighbor grafts cannot overwrite.
+- Camera and algebraic seed material grounded in AC's existing graph3d matrix conventions.
+- A bounded stack evaluator in the margin. `ADD`, `XOR`, `AND`, `OR`, and `SOLARIZE` now execute from verified margin-resident bodies rather than native arithmetic branches.
+- Self-synthesized projection expressions over X, Y, depth, time, and measured energy:
+  - candidate bodies are written into the mutable fringe;
+  - stack shape, instruction set, constants, finiteness, output bounds, and nontrivial variation are verified over a 64-point domain;
+  - accepted X/Y/depth bodies are promoted into protected memory;
+  - live panels were observed reporting `ALGEBRA PROMOTE … G…` while maintaining display FPS.
+- Four projection families: curved/Möbius, perspective-ray, rectilinear chamber, and oblique height field.
+- Musigraph audio on tower Line Out with memory-derived wavetables, low-register tonal mapping, percussion, musical-time synchronization, and click-resistant envelopes.
+- Population-relative lifecycle logic with neighbor-biased grafts, organized reprobes, yellow forking, SQLite metadata, and archive retirement.
+- Terminal death now differs from ordinary poor performance:
+  - ordinary low performers retain a 60-second statistical window;
+  - HP below 10 plus three failed native reprobes across two reports permits retirement after a 5-second terminal window.
+- OpenAI visual curation is armed through the tower's private service environment; secrets are not stored in the experiment or archive.
+
+## End-of-run evidence
+
+- Iterations: **57,398**
+- Accepted: **10,768**
+- Rejected/dissolved: **46,630**
+- Archive cells: **56**
+- Internal Git editions: **62**
+- SQLite visual reviews: **7**
+- Recorded interventions: **109**
+- Ledger history: 609 archived, 64 culled, 13,895 dissolving, 50 resident, 2,918 retired records
+- Final observed service memory before shutdown: roughly 195 MB (peak roughly 211 MB)
+- Final observed display rate: 143.6 FPS
+- Full local suite: 46 passing tests
+- Native replay plus AddressSanitizer/UndefinedBehaviorSanitizer self-test: passing
+
+## Honest boundaries
+
+- This is not yet a self-hosting Lisp machine. Native C remains the sandbox, scheduler, verifier, renderer, and interpreter.
+- Five pointwise raster bodies are margin-resident; shifts, mixing, blur, edge detection, geometry, flood fill, boxes, and sprite transport still have native implementations.
+- Projection bodies evolve in live resident memory but are not yet serialized or inherited after process restart or resident replacement.
+- The expression synthesizer is native policy. The synthesized expressions live in margin memory, but the rules that synthesize them do not yet rewrite themselves.
+- Verified bodies are interpreted, not compiled to SIMD, GPU kernels, or machine code.
+- The RTX 3070 accelerated SDL compositing. It was not used for Lisp evaluation; `matador-miner` occupied most GPU compute during the run.
+- OpenAI is a bounded curator, not an execution authority.
+
+## Best resume frontier
+
+1. Persist promoted margin bodies and genealogy to SQLite/internal Git, then restore or inherit them.
+2. Give margin microcode a readable Lisp form and move the remaining pixel primitives into verified bodies.
+3. Compile stable verified bodies into cached SIMD or GPU kernels while retaining interpreter replay as the proof oracle.
+4. Expose promotion generation, rejection reason, and failed-reprobe counts in authoritative telemetry.
+5. Let synthesis rules themselves become typed margin programs, with proof-carrying promotion and rollback.
+
+The project source changes remain local and uncommitted; the organism/archive history on `jas-nzxt` is committed through the shutdown edition above.
diff --git a/experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.md b/experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.md
new file mode 100644
index 0000000000..1bd2c2fc9f
--- /dev/null
+++ b/experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.md
@@ -0,0 +1,278 @@
+# Piecefarm: report so far
+
+**Aesthetic Computer personal-computing terrarium**
+
+**Work period:** July 23–24, 2026
+
+**Host:** `jas-nzxt` Fedora tower
+**Status:** safely shut down and disabled
+
+## Executive summary
+
+Piecefarm began as a question: how much strange, durable intelligence can fit inside a personal computer with bounded memory, remain alive while the machine is plugged in, grow through its own history, and expose itself as something a person can watch, hear, visit, and eventually influence?
+
+The first implementation answered that question too superficially. It looked like a spectral sponge and used generative effects without a sufficiently grounded computational account. That version was stopped. The project was then recast around Aesthetic Computer's existing KidLisp, native raster, paper, platter, musical-time, graph, and piece ideas without treating their visual output as a direct style source.
+
+The resulting system is a running population of small verified Lisp programs. Each inhabits a 128×128 RGB field surrounded by a typed 16-pixel logical margin. The RGB field is media and sensed matter. The margin holds instructions, signatures, protected state, camera mathematics, sprite sheets, verified function bodies, and a mutable fringe where untrusted proposals can form. Twelve organisms appear at stable A1–D3 addresses on the lower display. A large scoreboard occupies the upper display. Their memory is also sonified through the tower's Line Out.
+
+By shutdown, the farm had evaluated 57,398 candidates, accepted 10,768, retained 56 archive cells, written 62 internal Git editions, accumulated seven bounded OpenAI visual reviews, and recorded 109 lifecycle interventions. The final native display held 143.6 FPS while the service used roughly 195 MB of RAM.
+
+The most important result is architectural rather than visual: parts of the machine's behavior stopped being hardwired effects and became verified programs stored in the organisms' own memory. The system is not yet self-hosting, but it now has a credible path toward it.
+
+## The initial proposition
+
+The project combined several related ideas:
+
+- A personal computer as a continuously growing, inspectable terrarium rather than a collection of inert applications.
+- Small memory-bounded intelligences that can live on 1–2 GB machines.
+- Git history as sediment, ancestry, and durable memory.
+- KidLisp-like program search as computational soup.
+- A machine that can be visited through native, web, Xbox, Prox, or Loopboy clients without giving those clients uncontrolled authority.
+- Spatial graphics and sound as sensing instruments, not ornamental dashboards.
+- A whole tower functioning as a “piece farm”: computing, evaluating, preserving, breeding, and retiring small programs.
+
+The central metaphor became a SCoby or sponge of personal-computing flexibility: many bounded pieces living together, sharing selectively, showing their condition, and occasionally discovering more expressive machinery.
+
+## What did not work
+
+The early visual system was rejected for good reasons.
+
+- Its logic was vibe-coded: the appearance moved faster than the computational model.
+- The screen resembled a spectral sponge, sorted bars, or rainbow noise without explaining what work was occurring.
+- Chromium dashboards introduced unnecessary weight and awkward window/display behavior.
+- Text was too small or overlapped; display assignment repeatedly flipped between monitors.
+- Motion was flickery and jumpy rather than continuous and legible.
+- Color often described decoration rather than live memory.
+- The system reported aliveness without sufficiently distinguishing meaningful temporal change, stillness, two-frame flicker, mud, collapse, and incoherent noise.
+
+The useful response was not another skin. The project paused, returned to the AC papers and platter as conceptual grounding, and rebuilt around explicit memory, verification, lifecycle, and sensing boundaries.
+
+## Architecture that emerged
+
+```mermaid
+flowchart TD
+    A[Bounded Lisp source] --> B[JS verifier and reference execution]
+    B --> C[Archive niche and SQLite ledger]
+    C --> D[12 stable residents A1–D3]
+    D --> E[Native margin VM]
+    E --> F[128×128 RGB sensing field]
+    E --> G[Protected margin state]
+    F --> H[Mutable edge fringe]
+    H --> I[Untrusted algebra proposal]
+    I --> J{Stack, type, finite,<br/>bounds and variation checks}
+    J -->|accept| G
+    J -->|reject| H
+    F --> K[Temporal volume and projection]
+    K --> L[SDL3/OpenGL lower display]
+    D --> M[Health and lifecycle oracle]
+    M --> C
+    D --> N[Musigraph]
+    N --> O[Tower Line Out]
+    C --> P[Internal Git editions]
+```
+
+The authority chain is intentionally asymmetric. Outside models and clients may propose, describe, or prod. They do not write executable resident memory directly. Native execution only follows instructions reconstructed from tagged and verified margin cells.
+
+## The organism
+
+Each raster organism contains:
+
+- A 128×128×3-byte RGB field.
+- A second working buffer.
+- Eight temporal volume slices.
+- A 16-pixel uniform logical margin containing 9,216 typed 16-byte cells.
+- A protected 1,956-cell region.
+- A mutable 7,260-cell fringe.
+- Four 32×32 RGB sprite slots.
+- Camera state and a column-major perspective matrix compatible with AC's graph3d conventions.
+- A short stack-program evaluator.
+- Health, energy, coherence, noise, mud, stillness, flicker, and lifecycle state.
+
+The field and margin have different authority. RGB is mutable media. Protected margin state survives ordinary rendering operations, seed reprobes, and neighbor memory grafts. The fringe receives information derived from RGB boundaries but cannot execute directly. It is a communicative and corruptible membrane.
+
+## Lisp and memory
+
+The raster Lisp grew from simple field operators into a bounded language that includes:
+
+- Arithmetic and bitwise operations.
+- Shifts, mixing, blur, edges, rotation, mirrors, and channel transforms.
+- Lines, triangles, flood fill, and nested boxes.
+- Sprite `copy` and `paste` with replace, XOR, add, and mask composition.
+- Box permeability and internal update rules.
+
+Copy/paste is not merely a renderer shortcut. Sprite content lives in typed margin slots. The generator tracks initialized slots, so newly discovered paste paths must contain a preceding copy to the same slot. A live example discovered by the farm was:
+
+```lisp
+(raster
+  (and 165 144 212)
+  (copy 5 59 2 25 0)
+  (paste 0 93 79 add))
+```
+
+Raster bytecode itself was removed from the native resident structure. The native runtime reconstructs each 24-byte instruction from three verified margin cells and follows its link to a function signature.
+
+## The margin VM frontier
+
+A bounded stack evaluator now runs function bodies stored in protected margin memory. `ADD`, `XOR`, `AND`, `OR`, and `SOLARIZE` no longer rely on dedicated native arithmetic branches. Native C interprets their verified bodies.
+
+The VM provides bounded inputs including current value, Lisp argument, normalized X/Y coordinates, temporal depth, phase, and measured energy. Its operation set includes arithmetic, protected division, integer bitwise operators, sine, cosine, tanh, absolute value, min/max, solarization, constants, and return.
+
+Projection programs synthesize themselves from field/fringe state. A candidate is first written into untrusted fringe cells. Promotion requires:
+
+- A valid postfix stack shape.
+- Only allowlisted instructions.
+- A bounded stack depth.
+- Finite constants.
+- Finite evaluation across a 64-point X/Y/depth/time/energy domain.
+- Outputs within a fixed interval.
+- Nontrivial variation rather than a constant result.
+
+Accepted X, Y, or depth expressions cross into protected memory and begin influencing the live temporal-volume projection. Panels were observed reporting `ALGEBRA PROMOTE … G…` while the display remained at 143.6 FPS.
+
+This is genuine endogenous program variation, but it is not yet full self-hosting. The expression bodies evolve inside margin memory; the synthesis and proof policy is still native C.
+
+## Visual observatory
+
+The web/Chromium dashboard was replaced by SDL3 and OpenGL.
+
+The two-monitor arrangement is:
+
+- **Upper display:** large low-resolution scoreboard, current mission, Git-edition countdown, frontier/energy/aliveness/evaluation bars, UTC musical authority, spectrum, active projection class, health summary, FPS, and memory.
+- **Lower display:** fixed 4×3 population. The substrates remain spatially stable while residents change. Each tile uses square nearest-neighbor pixels and a thin two-part margin rim. Small Quake-like console lines expose current operations, health, holds, reprobes, and algebra promotion.
+
+The projections include curved Möbius/Poincaré motion, perspective camera rays through temporal volume, rectilinear nested chambers, and oblique height fields. They are blended across frames to avoid abrupt mode jumps.
+
+The final display used two pixel-perfect 640×360 logical uploads scaled 4× to 2560×1440. Both monitors held about 143.6 FPS.
+
+## Aliveness and lifecycle
+
+Aliveness became a measured relationship between actual temporal change and available potential energy rather than a decorative score.
+
+Measurements include:
+
+- Actual and potential energy.
+- Spatial variation and field variance.
+- Temporal coherence.
+- Delta/chroma noise.
+- Muddiness.
+- Colorfulness.
+- Still-frame runs.
+- Two-frame flicker loops.
+- Collapsed uniform states.
+
+The lifecycle distinguishes poor performance from terminal failure.
+
+- Ordinary population-relative low performers receive a 60-second statistical trial.
+- Early sustained red can trigger a memory intervention rather than immediate death.
+- Interventions include self-reprobe, organized nested memory, or a weighted neighbor graft.
+- Neighbor selection favors adjacent A1–D3 addresses but occasionally permits distant grafts.
+- Sustained yellow organisms can be retained and forked when rendering has headroom.
+- A terminal resident—HP below 10 after at least three failed native reprobes across two health reports—can be retired after a five-second terminal window.
+
+Retirement frees a stable address for another archived organism. The ledger records health, strikes, intervention strategy, donor, outcome, and cull reason.
+
+## Musigraph
+
+The sound system treats memory as musical material.
+
+- Resident patterns form smoothed wavetables rather than using only sine oscillators.
+- A lower-register pentatonic mapping reduced harshness for nighttime listening.
+- Quarter- and eighth-beat events are derived from AC musical time.
+- Percussive transients, envelopes, rests, and legato transitions reduce clipping and popping.
+- Spatial position affects pan and attenuation.
+- The upper display shows the active spectrum.
+
+Audio was routed and pinned to the tower's physical Line Out. The Piecefarm stream ran uncorked at 115% during the final session.
+
+## LLM participation
+
+LLMs occupy bounded roles.
+
+- Outside Prox/Loopboy clients may propose verified Lisp source through a capability membrane.
+- Source is parsed and executed by the same deterministic verifier used for local grammar candidates.
+- OpenAI visual inference reviews only high-change, lower-noise verified residents on a cooldown.
+- Reviews are metadata and quality-control evidence. They do not grant execution authority.
+- Credentials live in the tower's private systemd environment, not in source, Git history, screenshots, or the archive.
+
+Seven visual reviews had been stored by shutdown.
+
+## Measured end state
+
+| Measure | Final value |
+|---|---:|
+| Iterations | 57,398 |
+| Accepted candidates | 10,768 |
+| Rejected/dissolving candidates | 46,630 |
+| Archive cells | 56 |
+| Internal Git editions | 62 |
+| Visual reviews | 7 |
+| Lifecycle interventions | 109 |
+| Persistent state size | 7.5 MB |
+| Service memory before shutdown | ~195 MB |
+| Observed peak service memory | ~211 MB |
+| Display rate | 143.6 FPS |
+| Local tests | 46 passing |
+
+The RTX 3070 accelerated SDL compositing. Piecefarm used approximately 19–22% GPU activity and 164 MB VRAM during measurements. A separate `matador-miner` process consumed most remaining GPU compute, so Lisp evaluation itself was not GPU-accelerated.
+
+## What is genuinely intelligent here?
+
+The strongest claims are modest but real:
+
+- Programs are generated, verified on multiple inputs, measured, compared within behavioral niches, and archived or rejected.
+- Their live effects are evaluated over time rather than from a single still image.
+- The population performs interventions, copying, forking, replacement, and bounded endogenous expression synthesis.
+- History is durable and replayable.
+- Some executable behavior now resides in the organism's typed memory rather than in dedicated renderer branches.
+
+The system does not yet reason about arbitrary goals, prove general theorems, or rewrite its complete implementation. Its intelligence is closer to a constrained evolutionary laboratory with memory, verification, sensing, and outside semantic curation.
+
+## Honest limits
+
+- Native C remains the scheduler, verifier, sandbox, interpreter, renderer, and synthesis authority.
+- Most raster primitives still have native bodies.
+- Promoted projection programs are not yet serialized or inherited after restart or resident replacement.
+- Verified bodies are interpreted rather than compiled into SIMD, GPU kernels, or machine code.
+- The algebra vocabulary is seeded; it is not yet a full homotopy type theory or proof assistant.
+- OpenAI classifications are sparse semantic hints, not ground truth.
+- Stable 143.6 display FPS does not itself prove 30 Hz evaluation for every possible future VM body; separate simulation-rate telemetry should be added.
+- Xbox and general remote spatial clients remain future consumers rather than completed interfaces.
+
+## Best next frontier
+
+The next phase should prioritize heredity over more effects.
+
+1. Serialize promoted margin bodies and their verification evidence to SQLite and the internal Git editions.
+2. Restore and inherit those bodies across restart, cull, fork, and neighbor graft.
+3. Give microcode a readable Lisp representation and move the remaining primitives into verified bodies.
+4. Retain the interpreter as a proof oracle while compiling stable bodies into cached SIMD or GPU kernels.
+5. Make the synthesis rules themselves typed margin programs with proof-carrying promotion and rollback.
+6. Expose promotion generation, rejected-proposal reason, native simulation rate, and failed-reprobe count on the upper scoreboard.
+
+That would move Piecefarm from a system that grows programs inside a native terrarium toward a terrarium capable of growing more of its own machine.
+
+## Shutdown and recovery
+
+The farm was intentionally stopped on July 24, 2026. It is inactive and disabled; no native/server process or Piecefarm audio stream remains. Shutdown wrote a clean internal Git edition:
+
+```text
+b7bb77c season: shutdown at iteration 57398 coverage 56
+```
+
+Persistent state remains at `/home/me/.local/share/piecefarm/state`.
+
+Resume once without restoring autostart:
+
+```bash
+systemctl --user start piecefarm.service
+```
+
+Resume and restore autostart:
+
+```bash
+systemctl --user enable --now piecefarm.service
+```
+
+The project source remains local and uncommitted. The organism/archive history on `jas-nzxt` is committed through the shutdown edition.
+
+For the terse operational handoff, see [piecefarm-day-end-2026-07-24.md](piecefarm-day-end-2026-07-24.md).
diff --git a/experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.pdf b/experiments/intelligent-terrarium/reports/piecefarm-report-so-far-2026-07-24.pdf
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diff --git a/experiments/intelligent-terrarium/reports/render-piecefarm-report.mjs b/experiments/intelligent-terrarium/reports/render-piecefarm-report.mjs
new file mode 100644
index 0000000000..1525419ad3
--- /dev/null
+++ b/experiments/intelligent-terrarium/reports/render-piecefarm-report.mjs
@@ -0,0 +1,125 @@
+import { readFile } from "node:fs/promises";
+import puppeteer from "puppeteer";
+
+const [input, output] = process.argv.slice(2);
+if (!input || !output) throw new Error("usage: node render-piecefarm-report.mjs input.md output.pdf");
+
+const escape = (value) => value.replaceAll("&", "&amp;").replaceAll("<", "&lt;").replaceAll(">", "&gt;");
+const inline = (value) => escape(value)
+  .replace(/`([^`]+)`/g, "<code>$1</code>")
+  .replace(/\*\*([^*]+)\*\*/g, "<strong>$1</strong>")
+  .replace(/\[([^\]]+)\]\(([^)]+)\)/g, '<a href="$2">$1</a>');
+
+function markdown(source) {
+  const lines = source.split(/\r?\n/);
+  const out = [];
+  let paragraph = [];
+  let list = null;
+  let code = null;
+  let codeLanguage = "";
+  const flushParagraph = () => {
+    if (paragraph.length) out.push(`<p>${inline(paragraph.join(" "))}</p>`);
+    paragraph = [];
+  };
+  const flushList = () => {
+    if (list) out.push(`</${list}>`);
+    list = null;
+  };
+  const openList = (kind) => {
+    flushParagraph();
+    if (list !== kind) { flushList(); out.push(`<${kind}>`); list = kind; }
+  };
+  for (let index = 0; index < lines.length; index += 1) {
+    const line = lines[index];
+    if (code) {
+      if (line.startsWith("```")) {
+        out.push(`<pre class="${codeLanguage === "mermaid" ? "diagram" : ""}"><code>${escape(code.join("\n"))}</code></pre>`);
+        code = null; codeLanguage = "";
+      } else code.push(line);
+      continue;
+    }
+    if (line.startsWith("```")) {
+      flushParagraph(); flushList(); code = []; codeLanguage = line.slice(3).trim(); continue;
+    }
+    const heading = /^(#{1,4})\s+(.+)$/.exec(line);
+    if (heading) {
+      flushParagraph(); flushList();
+      const level = heading[1].length;
+      out.push(`<h${level}>${inline(heading[2])}</h${level}>`);
+      continue;
+    }
+    const unordered = /^-\s+(.+)$/.exec(line);
+    if (unordered) { openList("ul"); out.push(`<li>${inline(unordered[1])}</li>`); continue; }
+    const ordered = /^\d+\.\s+(.+)$/.exec(line);
+    if (ordered) { openList("ol"); out.push(`<li>${inline(ordered[1])}</li>`); continue; }
+    if (line.startsWith("|") && lines[index + 1]?.match(/^\|[-:| ]+\|$/)) {
+      flushParagraph(); flushList();
+      const headers = line.slice(1, -1).split("|").map((cell) => cell.trim());
+      index += 1;
+      const rows = [];
+      while (lines[index + 1]?.startsWith("|")) {
+        index += 1;
+        rows.push(lines[index].slice(1, -1).split("|").map((cell) => cell.trim()));
+      }
+      out.push(`<table><thead><tr>${headers.map((cell) => `<th>${inline(cell)}</th>`).join("")}</tr></thead><tbody>${rows.map((row) => `<tr>${row.map((cell) => `<td>${inline(cell)}</td>`).join("")}</tr>`).join("")}</tbody></table>`);
+      continue;
+    }
+    if (!line.trim()) { flushParagraph(); flushList(); continue; }
+    paragraph.push(line.trim());
+  }
+  flushParagraph(); flushList();
+  return out.join("\n");
+}
+
+const source = await readFile(input, "utf8");
+const body = markdown(source);
+const html = `<!doctype html><html><head><meta charset="utf-8"><style>
+  @page { size: Letter; margin: 0.66in 0.7in 0.72in; }
+  :root { --ink:#15201e; --muted:#57706a; --mint:#169c87; --gold:#d99b12; --pink:#c8499e; --paper:#f8f7f0; }
+  * { box-sizing: border-box; }
+  body { margin:0; background:var(--paper); color:var(--ink); font-family:-apple-system,BlinkMacSystemFont,"Helvetica Neue",Arial,sans-serif; font-size:10pt; line-height:1.39; }
+  h1 { color:#07110f; font-size:31pt; line-height:1.02; letter-spacing:-1.3px; margin:0 0 13pt; padding:0 0 17pt; border-bottom:5px solid var(--gold); }
+  h1 + p { color:var(--muted); font-size:12pt; line-height:1.45; margin-bottom:28pt; }
+  h2 { color:#073c34; font-size:18pt; line-height:1.1; margin:21pt 0 8pt; padding-top:3pt; break-after:avoid; }
+  h3 { color:#31524b; font-size:13pt; margin:15pt 0 5pt; break-after:avoid; }
+  p { margin:0 0 8pt; orphans:3; widows:3; }
+  ul,ol { margin:3pt 0 9pt 20pt; padding:0; }
+  li { margin:0 0 3.5pt; padding-left:2pt; }
+  strong { color:#073c34; }
+  code { font-family:"SFMono-Regular",Menlo,Consolas,monospace; font-size:0.88em; color:#7e285f; background:#eee8df; padding:1px 3px; border-radius:3px; }
+  pre { white-space:pre-wrap; break-inside:avoid; background:#091815; color:#dff4ed; border-left:5px solid var(--mint); padding:10pt 12pt; border-radius:4px; font:8.3pt/1.4 "SFMono-Regular",Menlo,monospace; margin:10pt 0 14pt; }
+  pre code { color:inherit; background:none; padding:0; }
+  pre.diagram { color:#dff4ed; border-left-color:var(--pink); font-size:7.4pt; }
+  table { width:100%; border-collapse:collapse; margin:10pt 0 16pt; font-size:9.5pt; break-inside:avoid; }
+  th { text-align:left; color:white; background:#164e43; padding:6pt 7pt; }
+  td { padding:5pt 7pt; border-bottom:1px solid #c9d3ce; }
+  td:last-child, th:last-child { text-align:right; }
+  a { color:var(--mint); text-decoration:none; }
+  h2:nth-of-type(3n+1) { border-left:4px solid var(--pink); padding-left:9pt; }
+  h2:nth-of-type(3n+2) { border-left:4px solid var(--mint); padding-left:9pt; }
+  h2:nth-of-type(3n) { border-left:4px solid var(--gold); padding-left:9pt; }
+  .colophon { margin-top:55pt; padding:22pt 25pt; background:#091815; color:#dff4ed; border-top:7px solid var(--gold); break-inside:avoid; }
+  .colophon .name { color:white; font-size:25pt; font-weight:800; letter-spacing:-0.6px; }
+  .colophon .stats { color:#8ee1cf; font:10pt/1.6 "SFMono-Regular",Menlo,monospace; margin-top:8pt; }
+  .colophon .next { color:#f1c855; font-size:12pt; font-weight:700; margin-top:15pt; }
+</style></head><body>${body}<div class="colophon"><div class="name">PIECEFARM / SEASON ONE</div><div class="stats">57,398 ITERATIONS · 10,768 ACCEPTED · 62 GIT EDITIONS<br>143.6 FPS · ~195 MB · 12 LIVE ADDRESSES · 7 VISUAL REVIEWS</div><div class="next">STATUS: OFF &amp; PRESERVED<br>NEXT FRONTIER: HEREDITY</div></div></body></html>`;
+
+const browser = await puppeteer.launch({
+  headless: true,
+  executablePath: process.env.PUPPETEER_EXECUTABLE_PATH || "/Applications/Google Chrome.app/Contents/MacOS/Google Chrome",
+});
+try {
+  const page = await browser.newPage();
+  await page.setContent(html, { waitUntil: "load" });
+  await page.pdf({
+    path: output,
+    format: "Letter",
+    printBackground: true,
+    displayHeaderFooter: true,
+    headerTemplate: '<div style="font:8px -apple-system;color:#73827e;width:100%;padding:0 0.7in;text-align:right">AESTHETIC COMPUTER / PIECEFARM</div>',
+    footerTemplate: '<div style="font:8px -apple-system;color:#73827e;width:100%;padding:0 0.7in;display:flex;justify-content:space-between"><span>JULY 23–24, 2026</span><span><span class="pageNumber"></span> / <span class="totalPages"></span></span></div>',
+    margin: { top: "0.7in", right: "0.7in", bottom: "0.72in", left: "0.7in" },
+  });
+} finally {
+  await browser.close();
+}
diff --git a/experiments/intelligent-terrarium/reports/terrarium-grounded-rethink-2026-07-23.html b/experiments/intelligent-terrarium/reports/terrarium-grounded-rethink-2026-07-23.html
new file mode 100644
index 0000000000..a903022cba
--- /dev/null
+++ b/experiments/intelligent-terrarium/reports/terrarium-grounded-rethink-2026-07-23.html
@@ -0,0 +1,275 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<title>Terrarium, Reconsidered — A Platter-Grounded System Note</title>
+<style>
+  @page { size: Letter; margin: 0; }
+  @font-face { font-family: Processing; src: url('../../../system/public/type/webfonts/ywft-processing-bold.ttf'); font-weight: 700; }
+  @font-face { font-family: ProcessingLight; src: url('../../../system/public/type/webfonts/ywft-processing-light.ttf'); font-weight: 300; }
+  * { box-sizing: border-box; }
+  :root { --pink:#b44887; --purple:#7850b4; --dark:#40384a; --gray:#777; --cream:#fffdf7; --line:#d9d4dc; --wash:#f4f0f5; --green:#46785d; --red:#a84343; }
+  html,body { margin:0; padding:0; background:#ddd; color:#211f23; }
+  body { font-family: Georgia, 'Times New Roman', serif; }
+  .page { width:8.5in; height:11in; padding:.63in .72in .58in; background:var(--cream); position:relative; overflow:hidden; page-break-after:always; }
+  .page:last-child { page-break-after:auto; }
+  .folio { position:absolute; bottom:.26in; right:.72in; font:8pt Arial,sans-serif; color:var(--gray); }
+  .source { position:absolute; bottom:.25in; left:.72in; max-width:5.8in; font:6.8pt/1.25 Arial,sans-serif; color:#888; }
+  header { display:flex; justify-content:space-between; border-bottom:1px solid var(--line); padding-bottom:7px; margin-bottom:22px; font:8pt Arial,sans-serif; color:var(--gray); letter-spacing:.12em; text-transform:uppercase; }
+  .kicker { font:700 8.5pt Arial,sans-serif; color:var(--pink); letter-spacing:.16em; text-transform:uppercase; margin-bottom:5px; }
+  h1 { font-family:Processing, Arial,sans-serif; font-size:39pt; line-height:.94; color:var(--dark); margin:0 0 12px; font-weight:700; }
+  h2 { font-family:Processing, Arial,sans-serif; font-size:23pt; line-height:1.02; color:var(--dark); margin:0 0 14px; }
+  h3 { font:700 9pt Arial,sans-serif; color:var(--purple); letter-spacing:.1em; text-transform:uppercase; margin:0 0 6px; }
+  p { font-size:10.2pt; line-height:1.43; margin:0 0 10px; }
+  .lead { font-size:15.5pt; line-height:1.35; color:var(--dark); }
+  .plain { font-family:Arial,sans-serif; }
+  .small { font:8.4pt/1.38 Arial,sans-serif; color:#5f5b62; }
+  .rule { width:52px; height:3px; background:var(--pink); margin:13px 0 20px; }
+  .callout { margin:16px 0; padding:14px 16px; border-left:4px solid var(--pink); background:var(--wash); }
+  .callout p:last-child { margin-bottom:0; }
+  .cover { display:flex; flex-direction:column; justify-content:center; padding-bottom:1in; }
+  .cover .deck { font:300 15pt/1.28 ProcessingLight, Arial,sans-serif; color:var(--pink); max-width:6.3in; }
+  .cover .thesis { max-width:6.2in; font-size:16pt; line-height:1.42; margin-top:34px; }
+  .cover .meta { position:absolute; left:.72in; bottom:.63in; font:8pt/1.55 Arial,sans-serif; color:var(--gray); letter-spacing:.06em; text-transform:uppercase; }
+  .stamp { display:inline-block; font:700 8pt Arial,sans-serif; color:var(--red); border:1px solid var(--red); padding:5px 8px 4px; letter-spacing:.08em; text-transform:uppercase; transform:rotate(-1deg); margin-top:18px; }
+  .correction { display:grid; grid-template-columns:1fr 1fr; gap:14px; margin-top:18px; }
+  .correction > div { border-top:3px solid var(--line); padding-top:10px; }
+  .correction .bad { border-color:var(--red); }
+  .correction .good { border-color:var(--green); }
+  ul { margin:5px 0 0 18px; padding:0; }
+  li { font:9.3pt/1.38 Arial,sans-serif; margin-bottom:6px; }
+  table { border-collapse:collapse; width:100%; margin:12px 0; font-family:Arial,sans-serif; table-layout:fixed; }
+  th { font-size:7.4pt; letter-spacing:.08em; text-transform:uppercase; color:var(--purple); text-align:left; border-bottom:2px solid var(--dark); padding:7px 7px; }
+  td { font-size:8.25pt; line-height:1.34; vertical-align:top; padding:8px 7px; border-bottom:1px solid var(--line); }
+  td:first-child { width:26%; font-weight:700; color:var(--dark); }
+  .claim { color:var(--green); font-weight:700; }
+  .notclaim { color:var(--red); font-weight:700; }
+  .flow { margin:18px 0; display:grid; grid-template-columns:1fr 24px 1fr 24px 1fr; align-items:center; }
+  .box { min-height:.95in; padding:12px; border:1.5px solid var(--purple); background:white; }
+  .box b { display:block; font:700 12pt Processing,Arial,sans-serif; color:var(--dark); margin-bottom:5px; }
+  .box span { display:block; font:7.8pt/1.32 Arial,sans-serif; color:#666; }
+  .arrow { text-align:center; color:var(--pink); font:18pt Arial,sans-serif; }
+  .stack { border:1px solid var(--line); margin:16px 0; }
+  .layer { display:grid; grid-template-columns:1.2in 1fr 1.05in; gap:12px; padding:11px 13px; border-bottom:1px solid var(--line); align-items:start; }
+  .layer:last-child { border-bottom:0; }
+  .layer b { font:700 8pt Arial,sans-serif; color:var(--purple); text-transform:uppercase; letter-spacing:.08em; }
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+
+<section class="page cover">
+  <div class="kicker">Working system note · reconsidered</div>
+  <h1>Terrarium,<br>Reconsidered</h1>
+  <div class="deck">A platter-grounded resident instrument for Aesthetic Computer</div>
+  <div class="rule"></div>
+  <p class="thesis">The earlier prototype started with a generic agent diagram and then gave its queues names like <em>memory</em>, <em>drive</em>, and <em>voice</em>. That is not enough. This proposal starts elsewhere: with the platter as material, the score as executable instruction, the piece as performance unit, the handle as addressable identity, and the local machine as a sovereign node.</p>
+  <span class="stamp">supersedes the vibe-coded model</span>
+  <div class="meta">23 July 2026 · @jeffrey / Aesthetic.Computer<br>Grounded in papers/SCORE.md, the research platter, and the implemented experiment</div>
+  <div class="folio">01</div>
+</section>
+
+<section class="page">
+  <header><span>Terrarium, Reconsidered</span><span>Correction</span></header>
+  <div class="kicker">What was wrong</div>
+  <h2>The old logic used biological language to conceal unspecified mechanisms.</h2>
+  <p class="lead">A queue called “memory” is still a queue. A timer called “culture age” is still a timer. An LLM proposal called “reflection” is still a sampled string. The names made the stack feel coherent before the behavior earned coherence.</p>
+
+  <div class="correction">
+    <div class="bad"><h3>Remove</h3><ul><li>Seven invented “organs” with no demonstrated cognitive necessity</li><li>Procedural charts presented beside real system facts</li><li>Uptime as growth and visual noise as complexity</li><li>Git commits treated as memory without retrieval or use</li><li>A small LLM treated as the source of intelligence</li></ul></div>
+    <div class="good"><h3>Retain</h3><ul><li>Hard RAM limits, loopback authority, replay, and crash safety</li><li>Separate local state repository and no automatic push</li><li>Semantic spatial sound rather than streamed audio</li><li>Verified handled access and causally recorded intervention</li><li>Measured model experiment, with its scope stated narrowly</li></ul></div>
+  </div>
+
+  <div class="callout">
+    <h3>New thesis</h3>
+    <p>The terrarium is not a synthetic pet. It is a <b>resident reading and performance process</b>. It continuously finds threads in the local platter, compiles them into bounded scores, performs those scores through an AC piece, and preserves a traceable lineage from source to output to handled response.</p>
+  </div>
+
+  <h3>Why this belongs inside AC</h3>
+  <p>The project’s papers repeatedly choose instrument over interface, piece over program, URL over menu, sovereign node over client, and practice over profile. A resident intelligence should sharpen those commitments. It should not import a generic “agent” ontology that the rest of the project never asked for.</p>
+
+  <div class="source">Grounding: <b>The Hand and the Loop</b> §§1–8; <b>Score Analysis</b> §§2, 6–9; experiment KEEPER.md.</div><div class="folio">02</div>
+</section>
+
+<section class="page">
+  <header><span>Terrarium, Reconsidered</span><span>Derivation from the platter</span></header>
+  <div class="kicker">Claims → design consequences</div>
+  <h2>The architecture should be derivable from existing arguments.</h2>
+
+  <table>
+    <thead><tr><th style="width:25%">Source claim</th><th style="width:36%">Consequence for the terrarium</th><th>What this rules out</th></tr></thead>
+    <tbody>
+      <tr><td>A score is minimal notation for producing a temporal event.</td><td class="claim">The resident process emits a small, inspectable score that a piece can perform and a person can read.</td><td>A dashboard that tries to contain the whole system; arbitrary internal lore.</td></tr>
+      <tr><td>The platter is raw material; a thread becomes a paper, card, score, or code artifact.</td><td class="claim">Growth begins with real deltas in papers, code, commits, conversations, and curated manifests.</td><td>Activity generated merely to prove the daemon is alive.</td></tr>
+      <tr><td>A piece is named, ongoing, immediate-mode, and practiced—not deployed and finished.</td><td class="claim">The visible terrarium is one AC piece with <code>boot / act / sim / paint / leave</code>, not a new parallel frontend.</td><td>A generic 3D shell whose visuals are disconnected from the AC runtime.</td></tr>
+      <tr><td>The loop gains breadth but erodes the hand when foundations stop fitting one mind.</td><td class="claim">Keep the foundation small; let automated breadth appear as leaf scores and artifacts with provenance.</td><td>A large framework of abstract organs, adapters, and “future-proof” subsystems.</td></tr>
+      <tr><td>Dead ends are useful when they leave information or reusable structure.</td><td class="claim">Dormant branches become selectable platter material only when the new score says what is being salvaged.</td><td>Calling every abandoned feature latent intelligence or inevitable future value.</td></tr>
+      <tr><td>The URL is a medium property and a promise of reachability.</td><td class="claim">Every performance, source trail, and generated artifact gets a stable, human-readable address.</td><td>Opaque sessions and outputs that exist only on the kiosk.</td></tr>
+      <tr><td>A local AC machine can be a sovereign node rather than a cloud client.</td><td class="claim">Source, selections, preferences, and unpublished outputs remain local-first and sync by explicit policy.</td><td>Remote model dependency as the condition for the thing to exist.</td></tr>
+      <tr><td>Pals are affinity and reciprocal practice, not followers.</td><td class="claim">Handled visitors annotate, perform, cover, and answer scores; they are not engagement metrics.</td><td>Gamified population counts or a passive spectator funnel.</td></tr>
+    </tbody>
+  </table>
+
+  <div class="callout"><p><b>The platter is already the terrarium’s environment.</b> The system does not need a fabricated ecology first. Its ecology is the accumulated material, arguments, dead ends, people, pieces, sources, and revisions that the platter already keeps alive.</p></div>
+  <div class="source">Sources: papers/SCORE.md (“Mill Mission,” “What This Is,” “Process”); <b>Pieces Not Programs</b>; <b>The Hand and the Loop</b>; <b>Dead Ends</b>; <b>The URL Tradition</b>; <b>Handle Identity</b>; <b>Sucking on the Complex</b>.</div><div class="folio">03</div>
+</section>
+
+<section class="page">
+  <header><span>Terrarium, Reconsidered</span><span>Concrete stack</span></header>
+  <div class="kicker">A small mechanism</div>
+  <h2>Watch → retrieve → score → perform → receive → preserve.</h2>
+  <p>Each arrow has a file format, an input bound, and an inspection path. “Intelligence” is not a named box. It is the quality of selection and transformation across the chain.</p>
+
+  <div class="flow">
+    <div class="box"><b>PLATTER</b><span>Git deltas, paper metadata, source paragraphs, piece headers, manifests, handled annotations</span></div><div class="arrow">→</div>
+    <div class="box"><b>SELECTOR</b><span>lexical retrieval + explicit operators: recurrence, contradiction, lineage, dormancy, recency, affinity</span></div><div class="arrow">→</div>
+    <div class="box"><b>SCORE</b><span>bounded JSON/KidLisp-like instructions with source spans and a deterministic seed</span></div>
+  </div>
+  <div class="flow" style="margin-top:0">
+    <div class="box"><b>ARCHIVE</b><span>performance receipt, source hashes, response, accepted artifact; commit only on meaningful change</span></div><div class="arrow">←</div>
+    <div class="box"><b>RESPONSE</b><span>handled gesture, cover, annotation, refusal, or no response; causal and rate-bounded</span></div><div class="arrow">←</div>
+    <div class="box"><b>PIECE</b><span>immediate-mode visual + spatial sound; browser/Xbox are performance surfaces</span></div>
+  </div>
+
+  <div class="stack">
+    <div class="layer"><b>Index on disk</b><span>Paths, titles, headings, hashes, commit lineage, citations, handles, artifact relationships. Rebuilt incrementally.</span><em>source of recall</em></div>
+    <div class="layer"><b>Working set</b><span>A few retrieved source spans and their graph neighborhood. Fixed count and byte limits.</span><em>resident context</em></div>
+    <div class="layer"><b>Score compiler</b><span>Deterministic operators compose timing, placement, voice, prompts, and admissible visitor actions.</span><em>authority</em></div>
+    <div class="layer"><b>Language pass</b><span>Optional 0.6B model proposes a title, connective sentence, or candidate thread from retrieved spans. Every claim must point back to source. Rejection is normal.</span><em>2 GB only</em></div>
+    <div class="layer"><b>AC performer</b><span>One addressable piece reads the score. Rendering is rebuilt each frame; no visual object accumulates without state evidence.</span><em>visible surface</em></div>
+  </div>
+
+  <div class="grid2">
+    <div class="card"><h3>A score record must contain</h3><p class="small">Seed; selected source paths + hashes + line spans; selection operators; timing; spatial layout; sonic mapping; allowed responses; output path; compiler version.</p></div>
+    <div class="card"><h3>A score record must not contain</h3><p class="small">Bearer tokens; raw private correspondence; invented cognitive metrics; unbounded chat history; model chain-of-thought; arbitrary mutation rights.</p></div>
+  </div>
+
+  <div class="source">The dataflow instantiates the platter pipeline in papers/SCORE.md and the piece lifecycle in <b>Pieces Not Programs</b>. It also applies the “foundations must fit one mind” constraint from <b>The Hand and the Loop</b>.</div><div class="folio">04</div>
+</section>
+
+<section class="page">
+  <header><span>Terrarium, Reconsidered</span><span>RAM and evidence</span></header>
+  <div class="kicker">What 1–2 GB actually establishes</div>
+  <h2>The current measurements prove components fit. They do not yet prove the whole device fits.</h2>
+
+  <div class="budget">
+    <div class="budget-top"><b>1 GB authority cgroup</b><span class="plain small">measured core peak ≈ 32 MB</span></div>
+    <div class="bar"><i style="width:3.2%"></i></div>
+    <p class="small">Enough for the deterministic repository, bounded retrieval, score compiler, semantic events, and server. The previous fallback run used no model and no swap. A lexical index and compact source graph should fit comfortably, but that exact integrated build has not been measured.</p>
+  </div>
+  <div class="budget">
+    <div class="budget-top"><b>2 GB authority cgroup</b><span class="plain small">Qwen child peak ≈ 807 MiB RSS</span></div>
+    <div class="bar"><i style="width:39.4%"></i></div>
+    <p class="small">Enough for the same stack plus one bounded Qwen3 0.6B Q8_0 CPU inference. The model file is 639,446,688 bytes. The measured cgroup charge was lower than RSS because warm file-backed pages were charged elsewhere, so it is not a cold-cache whole-system result.</p>
+  </div>
+
+  <div class="callout">
+    <h3>Important correction</h3>
+    <p>The kiosk browser, Fedora desktop, OS services, and GPU miner were outside the inference cgroup. Therefore “the terrarium fits in 2 GB” was too broad. What was shown is: <b>the authority plus one tiny-model call can remain under a 2 GB process-group limit in the measured warm-cache case.</b> A 1 GB or 2 GB total-RAM laptop requires an end-to-end cold-boot measurement including compositor, browser, audio, index, and authority.</p>
+  </div>
+
+  <h3>Recommended allocation strategy</h3>
+  <table>
+    <thead><tr><th style="width:26%">Subsystem</th><th>1 GB mode</th><th>2 GB mode</th></tr></thead>
+    <tbody>
+      <tr><td>Retrieval</td><td>Disk-backed lexical index; compact graph; bounded source spans.</td><td>Same. Do not spend RAM on a large vector database by default.</td></tr>
+      <tr><td>Language</td><td>No resident LLM. Template or grammar-based score descriptions.</td><td>0.6B model, one request at a time, source-bounded and non-authoritative.</td></tr>
+      <tr><td>Rendering</td><td colspan="2">Measure separately and together. Prefer the native AC runtime on constrained laptops; use Chromium on jas-nzxt where RAM is abundant.</td></tr>
+      <tr><td>History</td><td colspan="2">Keep cold history on disk/Git. Resident memory holds only the working set and compact indices.</td></tr>
+    </tbody>
+  </table>
+
+  <div class="source">Measurements: experiment KEEPER.md and provenance/stage4.json. The correction distinguishes cgroup scope, RSS, warm page cache, browser memory, and total-device memory.</div><div class="folio">05</div>
+</section>
+
+<section class="page">
+  <header><span>Terrarium, Reconsidered</span><span>What growth means</span></header>
+  <div class="kicker">No fake metabolism</div>
+  <h2>The system grows only when a relationship becomes available for future practice.</h2>
+
+  <div class="ledger">
+    <div class="entry"><div><b>A source changes</b><span>A paper revision, new piece, commit, drawing, score, or manifest entry enters the platter index with its actual address and lineage.</span></div></div>
+    <div class="entry"><div><b>A thread is selected</b><span>The selector records why: recurrence across files, contradiction, a dormant structure worth revisiting, a handled affinity, or a new source delta.</span></div></div>
+    <div class="entry"><div><b>A score is compiled</b><span>The thread becomes temporal and performable: what appears, when, where, how it sounds, what a visitor can do, and what counts as completion.</span></div></div>
+    <div class="entry"><div><b>A person performs or answers it</b><span>A handled response can annotate, cover, refuse, fork, or redirect the score. It cannot silently rewrite source history.</span></div></div>
+    <div class="entry"><div><b>The lineage becomes reusable</b><span>Only a verified receipt or accepted artifact is committed. Later selection can cite the lineage and demonstrate that prior experience changed the next performance.</span></div></div>
+  </div>
+
+  <div class="grid2" style="margin-top:16px">
+    <div class="card"><h3>Real long-term change</h3><ul><li>New source and citation edges</li><li>Stable handled affinities and refusals</li><li>Scores that are covered or revised</li><li>Dead ends salvaged with an explicit reason</li><li>Curatorial weights whose evidence can be inspected</li></ul></div>
+    <div class="card"><h3>Not growth</h3><ul><li>Elapsed uptime</li><li>Higher noise density</li><li>More journal rows</li><li>Random parameter drift</li><li>A model describing itself as alive</li></ul></div>
+  </div>
+
+  <div class="callout"><p>The daemon may be quiet. If the platter has not changed and nobody has answered a score, forcing novelty would be dishonesty. Maintenance, waiting, and return are part of practice; activity is not the same as life.</p></div>
+
+  <h3>Git’s precise role</h3>
+  <p>Git supplies lineage, diffs, branches, attribution, and recoverability. It does not supply memory by itself. Memory exists only when the selector can retrieve a prior event, explain why it matters now, and change a score because of it. Otherwise the repository is an archive—which is already valuable, but is a different claim.</p>
+
+  <div class="source">Grounding: papers/SCORE.md platter→thread→artifact pipeline; <b>Repository Archaeology</b>; <b>Dead Ends</b>; <b>Pieces Not Programs</b>; maintenance-as-care in <b>AC Native OS</b>.</div><div class="folio">06</div>
+</section>
+
+<section class="page">
+  <header><span>Terrarium, Reconsidered</span><span>Screen, visitors, tests</span></header>
+  <div class="kicker">Make the display evidentiary</div>
+  <h2>The screen should show a performed reading of real material.</h2>
+  <p class="lead">Fill the framebuffer with source—not generic soup. Papers, code fragments, drawings, score marks, commit trails, and handled annotations become the space. Every visual and sonic relation should be inspectable back to an address.</p>
+
+  <div class="metric-grid">
+    <div class="metric"><b>changed sources</b><span>since last verified score</span></div>
+    <div class="metric"><b>working spans</b><span>currently resident</span></div>
+    <div class="metric"><b>source edges</b><span>visible citation / lineage links</span></div>
+    <div class="metric"><b>scores played</b><span>with deterministic receipts</span></div>
+    <div class="metric"><b>handled replies</b><span>accepted / refused / forked</span></div>
+    <div class="metric"><b>RSS · cache · lag</b><span>measured, timestamped telemetry</span></div>
+  </div>
+
+  <div class="grid2">
+    <div class="card"><h3>Web / Xbox movement</h3><p class="small">Movement changes retrieval focus through the source graph. Nearness means an actual relationship—citation, shared term, commit ancestry, common author, or prior response. A button opens the address or performs the offered operation.</p></div>
+    <div class="card"><h3>Spatial sound</h3><p class="small">Voices correspond to source classes and operations: paper, code, drawing, commit, response, contradiction, dormancy. Pan and distance derive from the same spatial graph shown on screen.</p></div>
+  </div>
+
+  <h3 style="margin-top:18px">Falsifiable acceptance tests</h3>
+  <table>
+    <tbody>
+      <tr><td>Provenance</td><td>Every rendered fragment and generated claim resolves to a local source hash and span.</td></tr>
+      <tr><td>Reproduction</td><td>The same source snapshot, selector version, score, and seed reproduce the same performance events.</td></tr>
+      <tr><td>Consequence</td><td>A handled response changes a later selection in a way the system can explain; otherwise it is not remembered.</td></tr>
+      <tr><td>Usefulness</td><td>Blind review can distinguish retrieved non-obvious connections from random pairings and can identify which outputs are worth keeping.</td></tr>
+      <tr><td>Restraint</td><td>No source delta + no response may yield no new score. The system is not rewarded for chatter.</td></tr>
+      <tr><td>Budget</td><td>Cold-boot whole-device RAM is measured separately from authority cgroup RAM; charts show scope and timestamp.</td></tr>
+    </tbody>
+  </table>
+
+  <div class="verdict">
+    <h3>What I now think is possible</h3>
+    <p>A small computer can become a continuous, local instrument for reading its own creative history—one that selects, scores, performs, and re-addresses the platter. That is stranger and more defensible than pretending a procedural sponge is an autonomous mind.</p>
+  </div>
+
+  <div class="source">This is a design note, not a deployment claim. The jas-nzxt terrarium remains stopped; no gateway is open and no authority is running.</div><div class="folio">07</div>
+</section>
+
+</body>
+</html>
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+  .status { border-top: 3px solid var(--moss); padding-top: 8px; }
+  .status .num { font-family: Georgia, serif; font-size: 21pt; color: var(--deep); }
+  .status .label { font-size: 7.5pt; letter-spacing: .1em; text-transform: uppercase; color: var(--muted); }
+  .truth-table { display: grid; grid-template-columns: 1fr 1fr; gap: 0; border: 1px solid var(--line); border-radius: 12px; overflow: hidden; }
+  .truth-table > div { padding: 13px 15px; min-height: 1.06in; }
+  .truth-table > div:nth-child(odd) { border-right: 1px solid var(--line); }
+  .truth-table > div:nth-child(-n+2) { border-bottom: 1px solid var(--line); }
+  .yes { background: #eef5e8; }
+  .no { background: #f8eee7; }
+  .architecture { margin: 18px 0 14px; }
+  .arch-row { display: grid; grid-template-columns: 1fr 34px 1fr 34px 1fr; align-items: center; }
+  .node { min-height: .76in; padding: 11px; border: 1.5px solid var(--moss); border-radius: 12px; text-align: center; background: #f8fbf2; }
+  .node strong { display: block; font-family: Georgia, serif; font-size: 13pt; margin-bottom: 4px; }
+  .node span { display: block; font-size: 7.8pt; line-height: 1.3; color: var(--muted); }
+  .arrow { text-align: center; color: var(--rust); font-size: 18pt; }
+  .organ-row { display: grid; grid-template-columns: repeat(7, 1fr); gap: 6px; margin: 12px 0 18px; }
+  .organ { aspect-ratio: 1; border-radius: 50% 43% 52% 45%; display:flex; align-items:center; justify-content:center; text-align:center; padding: 4px; color: #fff; font-size: 6.5pt; font-weight: 700; letter-spacing: .04em; }
+  .organ:nth-child(1){background:#5c8d74}.organ:nth-child(2){background:#4d83a2}.organ:nth-child(3){background:#c46b45}.organ:nth-child(4){background:#7a6a9d}.organ:nth-child(5){background:#8b9c55}.organ:nth-child(6){background:#b27773}.organ:nth-child(7){background:#344e48}
+  .memory-stack { margin: 18px 0 12px; }
+  .budget { margin-bottom: 17px; }
+  .budget-head { display:flex; justify-content:space-between; align-items:baseline; margin-bottom: 6px; }
+  .budget-head strong { font-family: Georgia, serif; font-size: 16pt; }
+  .bar { height: 19px; border-radius: 10px; background: #e6eadf; overflow: hidden; position: relative; }
+  .bar > span { display:block; height:100%; background: linear-gradient(90deg, var(--moss), var(--leaf)); }
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+  .metric-grid { display:grid; grid-template-columns:repeat(4, 1fr); gap:8px; margin: 15px 0; }
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+  .metric span { font-size:6.8pt; letter-spacing:.08em; text-transform:uppercase; color:var(--muted); }
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+  .cycle-step { position:relative; border:1px solid var(--line); border-radius:50%; aspect-ratio:1; display:flex; flex-direction:column; align-items:center; justify-content:center; text-align:center; padding:8px; background:#fbfcf5; }
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+  .cycle-step span { font-size:6.5pt; line-height:1.25; color:var(--muted); margin-top:3px; }
+  .layers { margin-top: 8px; }
+  .layer { display:grid; grid-template-columns:1.25in 1fr; gap:14px; padding:11px 0; border-bottom:1px solid var(--line); }
+  .layer:last-child { border-bottom:0; }
+  .layer b { font-size:8pt; letter-spacing:.1em; text-transform:uppercase; color:var(--moss); }
+  .layer span { font-size:9.3pt; line-height:1.35; }
+  .roadmap { position:relative; margin: 16px 0 8px 10px; padding-left:24px; border-left:2px solid var(--line); }
+  .phase { position:relative; padding:0 0 14px 0; }
+  .phase::before { content:''; position:absolute; width:11px; height:11px; border-radius:50%; background:var(--rust); left:-30px; top:2px; box-shadow:0 0 0 4px var(--paper); }
+  .phase b { display:block; font-family:Georgia,serif; font-size:12pt; margin-bottom:3px; }
+  .phase span { display:block; font-size:8.8pt; line-height:1.35; color:var(--muted); }
+  .verdict { background:var(--deep); color:var(--cream); border-radius:18px; padding:18px 20px; margin:14px 0 18px; }
+  .verdict .lead { color:var(--cream); margin-bottom:0; font-size:16pt; }
+  .footnote { position:absolute; left:.68in; bottom:.25in; font-size:7pt; color:#77847a; }
+</style>
+</head>
+<body>
+
+<section class="page cover" data-page="01">
+  <div class="eyebrow">Field report / 23 July 2026</div>
+  <h1>Intelligent<br>Terrarium</h1>
+  <div class="rule"></div>
+  <p class="lead">What we built on <b>jas-nzxt</b>, what the screen actually was, how much mind fits inside 1–2 GB of RAM, and how this could become a personal computer that grows a strange history of its own.</p>
+  <div style="margin-top:30px"><span class="pill">Experiment closed cleanly</span></div>
+  <div class="cover-meta">
+    ISOLATED BRANCH&nbsp;&nbsp; agent/intelligent-terrarium<br>
+    STATE REPOSITORY&nbsp;&nbsp; /home/me/intelligent-terrarium-state<br>
+    STATUS&nbsp;&nbsp; kiosk stopped · authority absent · miner active
+  </div>
+  <div class="cover-orbit"></div>
+</section>
+
+<section class="page" data-page="02">
+  <div class="running"><span>Intelligent Terrarium</span><span>Honest state</span></div>
+  <div class="eyebrow">The answer in one sentence</div>
+  <h2>A real bounded mind was prototyped; the beautiful fullscreen creature was not yet connected to it.</h2>
+  <p class="lead">The work separated world truth from spectacle. That was technically correct, but it also meant the final screen was procedural theater: lively, persistent-looking, and visually suggestive—yet not evidence that the terrarium was thinking.</p>
+
+  <div class="status-row">
+    <div class="status"><div class="num">26/26</div><div class="label">local tests passed</div></div>
+    <div class="status"><div class="num">912</div><div class="label">final journal sequence</div></div>
+    <div class="status"><div class="num">0</div><div class="label">live terrarium processes now</div></div>
+  </div>
+
+  <div class="truth-table">
+    <div class="yes"><h3>Real and tested</h3><p>Deterministic simulation, bounded episodic memory, semantic sound events, hash-chained journal/replay, crash-tail quarantine, Git sleep commits, identity seam, loopback visitor, and a constrained reflection organ.</p></div>
+    <div class="no"><h3>Not yet real</h3><p>An always-on authority, live telemetry driving the display, physical Xbox QA, a public authenticated gateway, multi-user spatial presence, and continuous autonomous growth.</p></div>
+    <div class="yes"><h3>Measured on jas-nzxt</h3><p>1 GB fallback stayed tiny. A 2 GB run loaded Qwen3 0.6B Q8_0 CPU-only, peaked near 807 MiB RSS for the inference child, used no swap, and coexisted with the GPU miner after its automatic recovery.</p></div>
+    <div class="no"><h3>The screen’s deception</h3><p>The 82,944 voxels, amoeboid organs, traces, “culture age,” and numeric soup were generated by browser time functions and local storage. They did not read a live mind or operating-system telemetry.</p></div>
+  </div>
+
+  <div class="callout" style="margin-top:18px">
+    <h3>Why “84k” was bounded</h3>
+    <p>That number was approximately the fixed <b>48 × 36 × 48 voxel lattice</b>—a rendering budget, not the terrarium’s memory or intelligence. Bounded memory is a safety property: old experience is compressed into summaries and weights so the organism can accumulate history without eventually consuming the machine.</p>
+  </div>
+</section>
+
+<section class="page" data-page="03">
+  <div class="running"><span>Intelligent Terrarium</span><span>The stack so far</span></div>
+  <div class="eyebrow">System anatomy</div>
+  <h2>One authority, one touchable membrane, many renderers.</h2>
+  <p>The core architectural choice is strong: the browser is a visitor, never the source of truth. The authority receives verified intentions, advances a deterministic world, emits snapshots and sonic events, and periodically sleeps into a separate Git autobiography.</p>
+
+  <div class="architecture">
+    <div class="arch-row">
+      <div class="node"><strong>Visitors</strong><span>Web / AC piece / keyboard / gamepad / future Xbox</span></div>
+      <div class="arrow">→</div>
+      <div class="node"><strong>Mediorgan</strong><span>loopback gate · identity · rate bounds · causal prods</span></div>
+      <div class="arrow">→</div>
+      <div class="node"><strong>terrariumd</strong><span>single writer · deterministic policy · bounded world</span></div>
+    </div>
+    <div style="text-align:center;color:var(--rust);font-size:18pt;line-height:1.2">↓</div>
+    <div class="arch-row" style="grid-template-columns:1fr 34px 1fr 34px 1fr">
+      <div class="node"><strong>Semantic sound</strong><span>source, pitch, voice, radius, cause—not an audio stream</span></div>
+      <div class="arrow">←</div>
+      <div class="node"><strong>Snapshots</strong><span>positions · drives · behaviors · measurements</span></div>
+      <div class="arrow">→</div>
+      <div class="node"><strong>Git sleep</strong><span>journal · checkpoint · autobiography · replay hash</span></div>
+    </div>
+  </div>
+
+  <h3>The bounded organs</h3>
+  <div class="organ-row">
+    <div class="organ">SENSORY</div><div class="organ">SPATIAL</div><div class="organ">DRIVE</div><div class="organ">MEMORY</div><div class="organ">ACTION</div><div class="organ">VOICE</div><div class="organ">SLEEP</div>
+  </div>
+
+  <div class="grid2">
+    <div class="card"><h3>Durable substrate</h3><ul><li>Canonical NDJSON facts with sequence and hash chain</li><li>Atomic checkpoints that are verified by replay</li><li>Bounded human-readable autobiographies</li><li>Local Git commits on sleep; no automatic push</li></ul></div>
+    <div class="card dark"><h3>Safety boundary</h3><ul><li>Loopback-only authority in the prototype</li><li>One writer for state and journal ordering</li><li>Tokens, emails, IPs, model caches, and raw memories excluded</li><li>Hard cgroup RAM and zero-swap profiles</li></ul></div>
+  </div>
+
+  <p class="small" style="margin-top:14px">The working implementation lives under <b>experiments/intelligent-terrarium/</b> on an isolated branch. The autobiographical state lives separately on the tower so autonomous commits cannot trigger Aesthetic Computer deployment hooks.</p>
+</section>
+
+<section class="page" data-page="04">
+  <div class="running"><span>Intelligent Terrarium</span><span>How much mind fits?</span></div>
+  <div class="eyebrow">Resident intelligence budgets</div>
+  <h2>One gigabyte is enough for a creature. Two is enough for a creature that occasionally reflects in language.</h2>
+
+  <div class="memory-stack">
+    <div class="budget">
+      <div class="budget-head"><strong>1 GB profile</strong><span class="pill" style="color:var(--moss)">product floor</span></div>
+      <div class="bar"><span style="width:13%"></span><i>measured core peak ≈ 32 MB cgroup</i></div>
+      <p class="small" style="margin-top:7px">Deterministic drives, spatial graph, bounded episodes, salience/novelty, learned weights, behavior policy, semantic sound, journaling, and replay. No resident language model. Most of the budget remains safety headroom.</p>
+    </div>
+    <div class="budget">
+      <div class="budget-head"><strong>2 GB profile</strong><span class="pill" style="color:var(--rust)">measured reflection</span></div>
+      <div class="bar"><span style="width:40%"></span><i>Qwen child peak ≈ 807 MiB RSS</i></div>
+      <p class="small" style="margin-top:7px">Everything above plus one CPU-only Qwen3 0.6B Q8_0 reflection request at a time: bounded prompt, 2,048-token context cap, short output, strict parsing, and deterministic accept/reject/fallback.</p>
+    </div>
+  </div>
+
+  <div class="metric-grid">
+    <div class="metric"><strong>639 MB</strong><span>model file</span></div>
+    <div class="metric"><strong>0</strong><span>swap used</span></div>
+    <div class="metric"><strong>4</strong><span>CPU threads</span></div>
+    <div class="metric"><strong>1</strong><span>inference at once</span></div>
+  </div>
+
+  <div class="grid2">
+    <div class="card">
+      <h3>What creates intelligence here</h3>
+      <p>Continuity, perception, drives, memory selection, prediction, action, social consequence, and replayable learning. Parameter count helps with language, but it is not the same thing as having a life.</p>
+    </div>
+    <div class="card">
+      <h3>Where tiny models belong</h3>
+      <p>As slow organs: naming, dreaming, summarizing, proposing, or translating internal state into language. They should never be the authority and never be allowed to rewrite their own history unchecked.</p>
+    </div>
+  </div>
+
+  <div class="callout" style="margin-top:18px">
+    <h3>My practical judgment</h3>
+    <p>A 1 GB machine can host a compelling persistent artificial organism if its intelligence is <b>architectural</b>, not chatbot-shaped. At 2 GB, a sub-billion-parameter model can add linguistic texture. Trying to cram a much larger general assistant into the same envelope would sacrifice responsiveness, safety headroom, or both.</p>
+  </div>
+</section>
+
+<section class="page" data-page="05">
+  <div class="running"><span>Intelligent Terrarium</span><span>How it gets gnarly</span></div>
+  <div class="eyebrow">Growth without RAM creep</div>
+  <h2>The terrarium should grow by changing its history and phenotype—not by keeping everything resident.</h2>
+  <p class="lead">A bounded organism can become stranger for years if yesterday changes how today is perceived. Long duration is a compression problem, not a hoarding problem.</p>
+
+  <div class="cycle">
+    <div class="cycle-step"><b>Wake</b><span>replay last verified state</span></div>
+    <div class="cycle-step"><b>Perceive</b><span>world, visitors, machine weather</span></div>
+    <div class="cycle-step"><b>Act</b><span>behavior, sound, growth</span></div>
+    <div class="cycle-step"><b>Digest</b><span>retain novelty; compress repetition</span></div>
+    <div class="cycle-step"><b>Sleep</b><span>verify, narrate, Git commit</span></div>
+  </div>
+
+  <div class="layers">
+    <div class="layer"><b>Fast life</b><span>10 Hz simulation, movement, impulses, oscillators, energy flow, local sound. It is ephemeral and cheap.</span></div>
+    <div class="layer"><b>Working memory</b><span>A few hundred recent and salient episodes, bounded queues, current relationships, and active drives.</span></div>
+    <div class="layer"><b>Long memory</b><span>Hierarchical summaries, learned dispositions, named places, visitor relationships, recurring motifs, and hashes back to source events.</span></div>
+    <div class="layer"><b>Phenotype</b><span>A compact “genome” of weights, thresholds, palettes, rhythmic tendencies, growth rules, and scars. Small mutations create visible divergence.</span></div>
+    <div class="layer"><b>Autobiography</b><span>Git commits as sleep epochs: diffable, branchable, inspectable, reversible, and shareable without model weights.</span></div>
+  </div>
+
+  <div class="grid2" style="margin-top:14px">
+    <div class="card"><h3>Good gnarliness</h3><p>New habits, grudges, affinities, routes, timbres, morphology, seasonal cycles, fossils, and myths that can be traced to experience.</p></div>
+    <div class="card"><h3>Bad gnarliness</h3><p>Unbounded logs, self-rewriting authority, prompt accumulation, random visual noise, uncontrolled network access, or a dashboard pretending to measure cognition.</p></div>
+  </div>
+
+  <p class="small" style="margin-top:14px"><b>Key design move:</b> batch or summarize hot simulation before journaling. Writing every 100 ms forever would create roughly 864,000 records per day and turn Git into a landfill. A real daemon should record meaningful transitions or minute-scale digests, then make hour/day-scale sleep commits.</p>
+</section>
+
+<section class="page" data-page="06">
+  <div class="running"><span>Intelligent Terrarium</span><span>Visitors and possible futures</span></div>
+  <div class="eyebrow">A credible resurrection</div>
+  <h2>Make the screen truthful first. Then make the terrarium visitable.</h2>
+
+  <div class="roadmap">
+    <div class="phase"><b>1 · Continuous local authority</b><span>Run a supervised loopback-only daemon under the 1 GB cgroup. Journal meaningful transitions at a slow bounded cadence. Expose read-only live telemetry to the display.</span></div>
+    <div class="phase"><b>2 · A display that is the organism</b><span>Every voxel field, organ shape, number, and sound must derive from actual drives, events, episodes, mutations, and system measurements. No decorative metrics presented as cognition.</span></div>
+    <div class="phase"><b>3 · Ecological memory</b><span>Add energy, metabolism, territories, reproduction, inheritance, mutation, and a compact phenotype. Let visitors leave consequences that survive sleep and replay.</span></div>
+    <div class="phase"><b>4 · AC handles and spatial-sonic visitors</b><span>Complete the verified token → Auth0 subject → current AC handle path. Ship a hidden web client with keyboard/gamepad navigation, semantic WebAudio, and an observer/interactor access distinction.</span></div>
+    <div class="phase"><b>5 · Xbox and remote gateway</b><span>Only after threat review: TLS gateway, bounded sessions, restore drills, handle policy, Edge/Xbox testing, and public spectatorship without exposing the authority directly.</span></div>
+  </div>
+
+  <div class="grid3">
+    <div class="card"><h3>Spatial</h3><p>Walk through regions that have history. Near/far and left/right sound comes from authoritative coordinates. The camera is a body, not a free dashboard.</p></div>
+    <div class="card"><h3>Social</h3><p>Handled visitors become remembered relationships. Consent and rate limits decide who may observe, prod, teach, or alter the ecology.</p></div>
+    <div class="card"><h3>Generative</h3><p>The terrarium can emit paintings, scores, stories, maps, seeds, or playable scenes as metabolic by-products with causal links back to lived events.</p></div>
+  </div>
+
+  <div class="verdict">
+    <div class="eyebrow" style="color:var(--lime);margin-bottom:8px">What I think is possible</div>
+    <p class="lead">Not a miniature omniscient assistant. Something more interesting: a small, continuous, situated intelligence whose limits become its character—an inspectable machine ecology that remembers visitors, mutates its audiovisual body, dreams in tiny language bursts, and can be forked from its own Git past.</p>
+  </div>
+
+  <p class="small"><b>Closed state, 23 July 2026:</b> <code>terrarium-score-0723.service</code> inactive; no process matching the terrarium runtime; no listeners on 8787 or 18787. The unrelated system-level <code>btx-miner.service</code> remains active. No branch, state repository, or model was pushed or publicly deployed.</p>
+  <div class="footnote">Prepared from the experiment source, KEEPER.md evidence, provenance record, and final tower shutdown verification.</div>
+</section>
+
+</body>
+</html>
diff --git a/experiments/intelligent-terrarium/src/evaluation-pool.mjs b/experiments/intelligent-terrarium/src/evaluation-pool.mjs
new file mode 100644
index 0000000000..84467cdc26
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/evaluation-pool.mjs
@@ -0,0 +1,113 @@
+import { Worker } from "node:worker_threads";
+
+const workerUrl = new URL("./evaluation-worker.mjs", import.meta.url);
+
+export class EvaluationPool {
+  constructor({ size = 1 } = {}) {
+    if (!Number.isInteger(size) || size < 1 || size > 8) throw new RangeError("evaluation worker count must be 1..8");
+    this.size = size;
+    this.nextTaskId = 1;
+    this.queue = [];
+    this.closed = false;
+    this.startedAt = performance.now();
+    this.completed = 0;
+    this.busyMs = 0;
+    this.peakQueued = 0;
+    this.slots = Array.from({ length: size }, () => this.#makeSlot());
+  }
+
+  #makeSlot() {
+    const slot = { worker: null, task: null, busyStartedAt: 0 };
+    this.#spawn(slot);
+    return slot;
+  }
+
+  #spawn(slot) {
+    const worker = new Worker(workerUrl);
+    slot.worker = worker;
+    worker.on("message", (message) => {
+      if (slot.worker !== worker) return;
+      const task = slot.task;
+      if (!task || message.taskId !== task.taskId) return;
+      this.busyMs += performance.now() - slot.busyStartedAt;
+      this.completed += 1;
+      slot.task = null;
+      slot.busyStartedAt = 0;
+      task.resolve({ source: task.source, options: task.options,
+        candidate: message.candidate || null, error: message.error || null });
+      this.#dispatch();
+    });
+    worker.on("error", (error) => {
+      if (slot.worker !== worker) return;
+      const task = slot.task;
+      if (task) {
+        this.busyMs += performance.now() - slot.busyStartedAt;
+        this.completed += 1;
+      }
+      slot.task = null;
+      slot.busyStartedAt = 0;
+      if (task) task.resolve({ source: task.source, options: task.options, candidate: null, error: error.message });
+      slot.worker = null;
+      void worker.terminate();
+      if (!this.closed) this.#spawn(slot);
+      this.#dispatch();
+    });
+    worker.on("exit", (code) => {
+      if (slot.worker !== worker) return;
+      const task = slot.task;
+      if (task) {
+        this.busyMs += performance.now() - slot.busyStartedAt;
+        this.completed += 1;
+      }
+      slot.task = null;
+      slot.busyStartedAt = 0;
+      if (task) task.resolve({ source: task.source, options: task.options, candidate: null,
+        error: `evaluation worker exited with code ${code}` });
+      slot.worker = null;
+      if (!this.closed) this.#spawn(slot);
+      this.#dispatch();
+    });
+  }
+
+  evaluate({ source, options = {} }) {
+    if (this.closed) return Promise.reject(new Error("evaluation pool is closed"));
+    return new Promise((resolve) => {
+      this.queue.push({ taskId: this.nextTaskId++, source, options, resolve });
+      this.peakQueued = Math.max(this.peakQueued, this.queue.length);
+      this.#dispatch();
+    });
+  }
+
+  #dispatch() {
+    if (this.closed) return;
+    for (const slot of this.slots) {
+      if (!slot.worker || slot.task || !this.queue.length) continue;
+      slot.task = this.queue.shift();
+      slot.busyStartedAt = performance.now();
+      slot.worker.postMessage({ taskId: slot.task.taskId, source: slot.task.source, options: slot.task.options });
+    }
+  }
+
+  snapshot(at = performance.now()) {
+    const busy = this.slots.filter((slot) => slot.task).length;
+    const activeBusyMs = this.slots.reduce((sum, slot) => sum + (slot.task ? at - slot.busyStartedAt : 0), 0);
+    const elapsedMs = Math.max(1, at - this.startedAt);
+    return {
+      size: this.size,
+      busy,
+      queued: this.queue.length,
+      completed: this.completed,
+      peakQueued: this.peakQueued,
+      utilization: Math.min(1, (this.busyMs + activeBusyMs) / (elapsedMs * this.size)),
+      averageTaskMs: this.completed ? this.busyMs / this.completed : 0,
+    };
+  }
+
+  async close() {
+    this.closed = true;
+    for (const task of this.queue.splice(0)) {
+      task.resolve({ source: task.source, options: task.options, candidate: null, error: "evaluation pool closed" });
+    }
+    await Promise.all(this.slots.map((slot) => slot.worker?.terminate()));
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/evaluation-worker.mjs b/experiments/intelligent-terrarium/src/evaluation-worker.mjs
new file mode 100644
index 0000000000..555218da25
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/evaluation-worker.mjs
@@ -0,0 +1,13 @@
+import { parentPort } from "node:worker_threads";
+import { evaluateRasterProgram, evaluateSortProgram } from "./sort-soup.mjs";
+
+if (!parentPort) throw new Error("evaluation worker needs a parent port");
+
+parentPort.on("message", ({ taskId, source, options }) => {
+  try {
+    const evaluate = String(source).trimStart().startsWith("(raster") ? evaluateRasterProgram : evaluateSortProgram;
+    parentPort.postMessage({ taskId, candidate: evaluate(source, options) });
+  } catch (error) {
+    parentPort.postMessage({ taskId, error: String(error?.message || error) });
+  }
+});
diff --git a/experiments/intelligent-terrarium/src/piece-vm-curriculum.mjs b/experiments/intelligent-terrarium/src/piece-vm-curriculum.mjs
new file mode 100644
index 0000000000..9ca1fe3239
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm-curriculum.mjs
@@ -0,0 +1,172 @@
+const MAX_TRIALS = 192;
+const CAPABILITIES = Object.freeze(["named-memory", "temporal-memory", "abstraction", "sensing", "ecology"]);
+
+function finite(value, fallback = 0) {
+  const number = Number(value);
+  return Number.isFinite(number) ? number : fallback;
+}
+
+function clamp(value, low = 0, high = 1) {
+  return Math.max(low, Math.min(high, finite(value)));
+}
+
+export function pieceVmDevelopment(record = null) {
+  const structure = record?.structure || {};
+  const flags = Object.freeze({
+    "named-memory": Number(structure.layouts || 0) > 0 && Number(structure.layoutBytes || 0) > 0,
+    "temporal-memory": Number(structure.memory || 0) >= 4,
+    abstraction: Number(structure.functions || 0) > 0 && Number(structure.arguments || 0) > 0,
+    sensing: Number(structure.senses || 0) > 0,
+    ecology: (record?.capabilityLineage?.length || 0) > 0,
+  });
+  const attained = CAPABILITIES.filter((name) => flags[name]);
+  return Object.freeze({ schema: 1, flags, attained: Object.freeze(attained),
+    missing: Object.freeze(CAPABILITIES.filter((name) => !flags[name])),
+    breadth: attained.length, signature: CAPABILITIES.map((name) => flags[name] ? "1" : "0").join("") });
+}
+
+export function pieceVmCurriculumEvidence(parent, child) {
+  const before = pieceVmDevelopment(parent), after = pieceVmDevelopment(child);
+  const gained = CAPABILITIES.filter((name) => !before.flags[name] && after.flags[name]);
+  const lost = CAPABILITIES.filter((name) => before.flags[name] && !after.flags[name]);
+  return Object.freeze({ schema: 1, parentId: String(parent?.id || "").slice(0, 24),
+    before: before.signature, after: after.signature, beforeBreadth: before.breadth,
+    afterBreadth: after.breadth, gained: Object.freeze(gained), lost: Object.freeze(lost),
+    retained: Object.freeze(CAPABILITIES.filter((name) => before.flags[name] && after.flags[name])),
+    advancement: gained.length, regression: lost.length,
+    compound: after.breadth >= 3, complete: after.breadth === CAPABILITIES.length });
+}
+
+export function pieceVmCurriculumParent(records = []) {
+  return [...records].sort((left, right) => {
+    const leftDevelopment = pieceVmDevelopment(left), rightDevelopment = pieceVmDevelopment(right);
+    const registerCost = { "named-memory": 0, "temporal-memory": 3, abstraction: 1, sensing: 1, ecology: 0 };
+    const leftTarget = leftDevelopment.missing[0], rightTarget = rightDevelopment.missing[0];
+    const leftCompatible = !leftTarget || Number(left?.registerCount || 0) + registerCost[leftTarget] <= 32;
+    const rightCompatible = !rightTarget || Number(right?.registerCount || 0) + registerCost[rightTarget] <= 32;
+    return rightDevelopment.breadth - leftDevelopment.breadth ||
+      Number(rightCompatible) - Number(leftCompatible) ||
+      Number(left?.registerCount || 0) - Number(right?.registerCount || 0) ||
+      Number(left?.instructionCount || 0) - Number(right?.instructionCount || 0) ||
+      Number(right?.generation || 0) - Number(left?.generation || 0) ||
+      Number(right?.score || 0) - Number(left?.score || 0) ||
+      String(left?.id || "").localeCompare(String(right?.id || ""));
+  })[0] || null;
+}
+
+export function pieceVmCurriculumTarget(record) {
+  const development = pieceVmDevelopment(record);
+  const targets = {
+    "named-memory": { family: "machinery", mutations: ["data-layout"] },
+    "temporal-memory": { family: "machinery", mutations: ["memory-oscillator"] },
+    abstraction: { family: "machinery", mutations: ["argument-function-graft", "function-graft"] },
+    sensing: { family: "machinery", mutations: ["sense-graft"] },
+    ecology: { family: "exchange", mutations: ["environment-graft", "lineage-crossover"] },
+  };
+  const capability = development.missing[0] || null;
+  return capability ? Object.freeze({ capability, ...targets[capability] }) : null;
+}
+
+export function prioritizePieceVmCurriculum(candidates, adaptivePolicy, adaptiveOperator, curriculumLead = false) {
+  if (!Array.isArray(candidates)) throw new TypeError("PieceVM curriculum priority needs candidates");
+  const adaptive = (candidate) => Number(candidate?.selectionEvidence?.policy === adaptivePolicy) +
+    Number(candidate?.operatorFamily === adaptiveOperator);
+  const development = (candidate) => {
+    const evidence = candidate?.curriculumEvidence;
+    if (!evidence) return 0;
+    return evidence.regression ? -evidence.regression * 2 :
+      evidence.advancement * 3 + evidence.afterBreadth / CAPABILITIES.length;
+  };
+  return candidates.sort((left, right) => {
+    const leftChain = Number(left?.selectionEvidence?.policy === "curriculum-chain");
+    const rightChain = Number(right?.selectionEvidence?.policy === "curriculum-chain");
+    const leftScore = curriculumLead ? leftChain * 1_000 + development(left) * 10 + adaptive(left) :
+      adaptive(left) * 10 + development(left);
+    const rightScore = curriculumLead ? rightChain * 1_000 + development(right) * 10 + adaptive(right) :
+      adaptive(right) * 10 + development(right);
+    return rightScore - leftScore;
+  });
+}
+
+function normalizeTrial(value) {
+  const evidence = value?.evidence || {};
+  const gained = CAPABILITIES.filter((name) => evidence.gained?.includes(name));
+  const lost = CAPABILITIES.filter((name) => evidence.lost?.includes(name));
+  const afterBreadth = Math.max(0, Math.min(CAPABILITIES.length, Math.floor(finite(evidence.afterBreadth))));
+  return Object.freeze({ at: Math.max(0, Math.floor(finite(value?.at))),
+    parentId: String(value?.parentId || evidence.parentId || "").slice(0, 24),
+    candidateId: String(value?.candidateId || "").slice(0, 24),
+    mutation: String(value?.mutation || "unknown").slice(0, 32),
+    lead: Boolean(value?.lead), nativeValid: Boolean(value?.nativeValid), admitted: Boolean(value?.admitted),
+    evidence: Object.freeze({ schema: 1, before: String(evidence.before || "00000").slice(0, 5),
+      after: String(evidence.after || "00000").slice(0, 5),
+      beforeBreadth: Math.max(0, Math.min(CAPABILITIES.length, Math.floor(finite(evidence.beforeBreadth)))),
+      afterBreadth, gained: Object.freeze(gained), lost: Object.freeze(lost),
+      retained: Object.freeze(CAPABILITIES.filter((name) => evidence.retained?.includes(name))),
+      advancement: gained.length, regression: lost.length,
+      compound: afterBreadth >= 3, complete: afterBreadth === CAPABILITIES.length }),
+    phenotypeReady: Boolean(value?.phenotypeReady), phenotypeScore: clamp(value?.phenotypeScore),
+  });
+}
+
+export class PieceVmCurriculum {
+  constructor(stored = null) {
+    this.trials = (stored?.trials || []).map(normalizeTrial).slice(-MAX_TRIALS);
+  }
+
+  static fromJSON(value) {
+    return new PieceVmCurriculum(value);
+  }
+
+  shouldLead(iteration, batch = 4) {
+    return Math.floor(Math.max(0, finite(iteration)) / Math.max(1, Math.floor(finite(batch, 4)))) % 4 === 3;
+  }
+
+  evidence(parent, child) {
+    return pieceVmCurriculumEvidence(parent, child);
+  }
+
+  record(value) {
+    const trial = normalizeTrial(value);
+    this.trials.push(trial);
+    if (this.trials.length > MAX_TRIALS) this.trials.splice(0, this.trials.length - MAX_TRIALS);
+    return trial;
+  }
+
+  observePhenotypes(summaries = []) {
+    const ready = new Map((summaries || []).filter((value) => value?.ready)
+      .map((value) => [String(value.id), clamp(value.score)]));
+    let updated = 0;
+    this.trials = this.trials.map((trial) => {
+      const score = ready.get(trial.candidateId);
+      if (score === undefined || trial.phenotypeReady && trial.phenotypeScore === score) return trial;
+      updated += 1;
+      return normalizeTrial({ ...trial, phenotypeReady: true, phenotypeScore: score });
+    });
+    return updated;
+  }
+
+  snapshot(champion = null, iteration = 0, batch = 4) {
+    const admitted = this.trials.filter((trial) => trial.admitted);
+    const advanced = admitted.filter((trial) => trial.evidence.advancement > 0 && !trial.evidence.regression);
+    const championDevelopment = pieceVmDevelopment(champion);
+    return { schema: 1, strategy: "retained-capability-breadth", leadEvery: 4,
+      maxTrials: MAX_TRIALS, trials: this.trials.length,
+      admissions: admitted.length, advancements: advanced.length,
+      regressions: admitted.filter((trial) => trial.evidence.regression > 0).length,
+      compoundAdmissions: admitted.filter((trial) => trial.evidence.compound).length,
+      completeAdmissions: admitted.filter((trial) => trial.evidence.complete).length,
+      maxBreadth: admitted.reduce((max, trial) => Math.max(max, trial.evidence.afterBreadth), 0),
+      phenotypeReady: admitted.filter((trial) => trial.phenotypeReady).length,
+      champion: championDevelopment, nextLead: this.shouldLead(iteration, batch) };
+  }
+
+  toJSON() {
+    return { schema: 1, trials: this.trials.map((trial) => ({ ...trial,
+      evidence: { ...trial.evidence, gained: [...trial.evidence.gained], lost: [...trial.evidence.lost],
+        retained: [...trial.evidence.retained] } })) };
+  }
+}
+
+export const PIECE_VM_CURRICULUM = Object.freeze({ capabilities: CAPABILITIES, maxTrials: MAX_TRIALS,
+  leadEvery: 4 });
diff --git a/experiments/intelligent-terrarium/src/piece-vm-nursery.mjs b/experiments/intelligent-terrarium/src/piece-vm-nursery.mjs
new file mode 100644
index 0000000000..e7e4009fc0
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm-nursery.mjs
@@ -0,0 +1,536 @@
+import { hash } from "./canonical.mjs";
+import { createHash } from "node:crypto";
+import { Prng } from "./prng.mjs";
+import { PIECE_VM, compilePieceLisp, createPieceVmState, readPieceLisp, runPieceVm, verifyPieceProgram } from "./piece-vm.mjs";
+
+const MAX_RESIDENTS = 32;
+const MAX_LINEAGE = 128;
+const EVALUATION_FRAMES = 8;
+const MAX_CAPABILITY_LINEAGE = 16;
+const SELECTION_POLICIES = new Set(["phenotype-lead", "champion-control", "branch-diversity", "probe-focus",
+  "curriculum-chain"]);
+export const PIECE_VM_MUTATION_CATALOG = Object.freeze({
+  variation: Object.freeze(["color", "duplicate-draw", "delete-draw", "rotate-axis", "insert-rotation",
+    "vector-component", "branch-depth", "clone-child", "prune-child"]),
+  machinery: Object.freeze(["function-graft", "argument-function-graft", "data-layout",
+    "memory-oscillator", "sense-graft"]),
+  exchange: Object.freeze(["lineage-crossover", "environment-graft"]),
+});
+const MUTATION_FAMILIES = new Set(Object.keys(PIECE_VM_MUTATION_CATALOG));
+const MACHINERY_MUTATIONS = new Set(PIECE_VM_MUTATION_CATALOG.machinery);
+const EXCHANGE_MUTATIONS = new Set(PIECE_VM_MUTATION_CATALOG.exchange);
+const KNOWN_MUTATIONS = new Set(Object.values(PIECE_VM_MUTATION_CATALOG).flat());
+const DEVELOPMENT_CAPABILITIES = new Set(["named-memory", "temporal-memory", "abstraction", "sensing", "ecology"]);
+
+export function pieceVmMutationFamily(mutation) {
+  return MACHINERY_MUTATIONS.has(mutation) ? "machinery" :
+    EXCHANGE_MUTATIONS.has(mutation) ? "exchange" : "variation";
+}
+
+function printForm(value) {
+  return Array.isArray(value) ? `(${value.map(printForm).join(" ")})` : String(value);
+}
+
+function cloneForm(value) {
+  return Array.isArray(value) ? value.map(cloneForm) : value;
+}
+
+function pick(rng, values) {
+  return values[Math.floor(rng.float() * values.length)];
+}
+
+function clamp(value, low = 0, high = 1) {
+  return Math.max(low, Math.min(high, value));
+}
+
+function capabilityRecord(donor, capability, probe = null) {
+  if (!donor || !capability) return null;
+  return Object.freeze({
+    donor: String(donor).slice(0, 24), capability: String(capability).slice(0, 24),
+    probeAt: Number(probe?.at) || 0,
+    probeAddress: Number.isInteger(probe?.address) ? probe.address : -1,
+    probeTrack: String(probe?.track || "").slice(0, 24),
+    requestedBy: String(probe?.requestedBy || "").slice(0, 24),
+  });
+}
+
+function mergeCapabilityLineage(...groups) {
+  const byKey = new Map();
+  for (const value of groups.flat()) {
+    const normalized = capabilityRecord(value?.donor, value?.capability, {
+      at: value?.probeAt, address: value?.probeAddress,
+      track: value?.probeTrack, requestedBy: value?.requestedBy,
+    });
+    if (!normalized) continue;
+    const key = `${normalized.donor}:${normalized.capability}:${normalized.probeAt}:${normalized.probeAddress}`;
+    if (!byKey.has(key)) byKey.set(key, normalized);
+  }
+  return Object.freeze([...byKey.values()].slice(-MAX_CAPABILITY_LINEAGE));
+}
+
+function normalizeSelectionEvidence(value, parentId) {
+  if (!value || !parentId) return null;
+  const finite = (number, fallback = 0) => Number.isFinite(Number(number)) ? Number(number) : fallback;
+  const clamp = (number, low, high) => Math.max(low, Math.min(high, finite(number)));
+  const staticScore = clamp(value.staticScore, 0, 1);
+  const nativeBias = clamp(value.nativeBias, -.06, .06);
+  return Object.freeze({ schema: 1, parentId: String(parentId).slice(0, 24),
+    policy: SELECTION_POLICIES.has(value.policy) ? value.policy : "branch-diversity",
+    staticScore, phenotypeReports: Math.max(0, Math.min(60, Math.floor(finite(value.phenotypeReports)))),
+    phenotypeReady: Boolean(value.phenotypeReady), phenotypeScore: clamp(value.phenotypeScore, 0, 1),
+    nativeBias, combinedScore: staticScore + nativeBias,
+    sonicVoices: Math.max(0, Math.min(5, Math.floor(finite(value.sonicVoices)))),
+    capturedAt: Math.max(0, Math.floor(finite(value.capturedAt))),
+  });
+}
+
+function normalizeCurriculumEvidence(value, parentId) {
+  if (!value || !parentId) return null;
+  const names = (items) => Object.freeze((items || []).filter((name, index, values) =>
+    DEVELOPMENT_CAPABILITIES.has(name) && values.indexOf(name) === index));
+  const gained = names(value.gained), lost = names(value.lost), retained = names(value.retained);
+  const breadth = (number) => Math.max(0, Math.min(5, Math.floor(Number(number) || 0)));
+  return Object.freeze({ schema: 1, parentId: String(parentId).slice(0, 24),
+    before: /^[01]{5}$/.test(value.before) ? value.before : "00000",
+    after: /^[01]{5}$/.test(value.after) ? value.after : "00000",
+    beforeBreadth: breadth(value.beforeBreadth), afterBreadth: breadth(value.afterBreadth),
+    gained, lost, retained, advancement: gained.length, regression: lost.length,
+    compound: breadth(value.afterBreadth) >= 3, complete: breadth(value.afterBreadth) === 5 });
+}
+
+function rehydrateCapabilityLineage(records) {
+  const seen = new Map();
+  for (const record of records) {
+    const direct = capabilityRecord(record.environmentDonor, record.environmentCapability, record.environmentProbe);
+    record.capabilityLineage = mergeCapabilityLineage(
+      seen.get(record.parent)?.capabilityLineage || [],
+      seen.get(record.donor)?.capabilityLineage || [],
+      record.capabilityLineage || [], direct ? [direct] : []);
+    seen.set(record.id, record);
+  }
+  return records;
+}
+
+function balancedTransformBlocks(forms) {
+  const blocks = [];
+  const stack = [];
+  for (let index = 0; index < forms.length; index += 1) {
+    const name = forms[index]?.[0];
+    if (name === "push-transform") stack.push(index);
+    else if (name === "pop-transform" && stack.length) blocks.push([stack.pop(), index]);
+  }
+  return blocks.filter(([start, end]) => !forms.slice(start + 1, end).some((form) => form?.[0] === "push-transform"));
+}
+
+function portableTransformBlocks(forms) {
+  const portable = new Set(["push-transform", "pop-transform", "translate", "rotate-x", "rotate-y", "rotate-z",
+    "perspective", "point3", "line3", "triangle3", "glyph"]);
+  return balancedTransformBlocks(forms).filter(([start, end]) => {
+    const block = forms.slice(start, end + 1);
+    return block.every((form) => portable.has(form?.[0])) &&
+      block.some((form) => ["point3", "line3", "triangle3", "glyph"].includes(form?.[0]));
+  });
+}
+
+function mutateInteger(rng, value, low, high, extent = 17) {
+  const delta = 1 + Math.floor(rng.float() * extent);
+  return Math.max(low, Math.min(high, value + (rng.float() < .5 ? -delta : delta)));
+}
+
+function mutateSource(source, rng, donorSource = null, donorId = null, ecology = [], preferredFamily = null,
+    preferredMutations = null) {
+  const root = cloneForm(readPieceLisp(source));
+  const forms = root.slice(1);
+  const compiled = compilePieceLisp(source, { resolution: 64 });
+  const draws = forms.map((form, index) => [form, index]).filter(([form]) => ["line3", "triangle3", "point3", "glyph"].includes(form?.[0]));
+  const spatialDraws = draws.filter(([form]) => form[0] !== "glyph");
+  const rotations = forms.map((form, index) => [form, index]).filter(([form]) => ["rotate-x", "rotate-y", "rotate-z"].includes(form?.[0]));
+  const colors = forms.map((form, index) => [form, index]).filter(([form]) => ["clear", "pixel", "glyph", "line3", "triangle3", "point3"].includes(form?.[0]));
+  const vectors = forms.map((form, index) => [form, index]).filter(([form]) => form?.[0] === "vec3");
+  const depths = forms.map((form, index) => [form, index]).filter(([form]) => form?.[0] === "constant" && form[1] === "depth" && Number.isInteger(form[2]));
+  const labels = new Set(forms.filter((form) => form?.[0] === "label").map((form) => form[1]));
+  for (const form of forms) if (form?.[0] === "function") labels.add(form[1]);
+  const symbols = new Set(forms.flat(Infinity).filter((value) => typeof value === "string"));
+  const blocks = balancedTransformBlocks(forms);
+  const rawLoads = forms.map((form, index) => [form, index]).filter(([form]) => form?.[0] === "load8");
+  const rawStores = forms.map((form, index) => [form, index]).filter(([form]) => form?.[0] === "store8");
+  const memoryPairs = rawLoads.map(([load, loadIndex]) => ({ load, loadIndex,
+    stores: rawStores.filter(([store]) => store[1] === load[2]) })).filter((pair) => pair.stores.length);
+  let donorForms = null, donorBlocks = [];
+  if (donorSource && donorSource !== source) {
+    donorForms = cloneForm(readPieceLisp(donorSource)).slice(1);
+    donorBlocks = portableTransformBlocks(donorForms);
+  }
+  const available = ["color"];
+  if (draws.length) available.push("duplicate-draw");
+  if (draws.length > 1) available.push("delete-draw");
+  if (rotations.length) available.push("rotate-axis", "insert-rotation");
+  if (vectors.length) available.push("vector-component");
+  if (depths.length) available.push("branch-depth");
+  if (blocks.length) available.push("clone-child");
+  if (blocks.length > 1) available.push("prune-child");
+  if (spatialDraws.length && rotations.length) available.push("function-graft");
+  if (forms[0]?.[0] === "jump" && spatialDraws.length && rotations.length &&
+      compiled.registerCount < PIECE_VM.registers) available.push("argument-function-graft");
+  if (!forms.some((form) => form?.[0] === "data") && memoryPairs.length && colors.length) available.push("data-layout");
+  if (compiled.registerCount <= PIECE_VM.registers - 3 &&
+      !["memory-one", "wobble-speed", "wobble"].some((name) => symbols.has(name))) {
+    const main = forms.findIndex((form) => form?.[0] === "label" && form[1] === "main");
+    if (main >= 0 && forms.some((form, index) => index > main && form?.[0] === "call")) available.push("memory-oscillator");
+  }
+  if (compiled.registerCount < PIECE_VM.registers) {
+    const main = forms.findIndex((form) => form?.[0] === "label" && form[1] === "main");
+    if (main >= 0 && forms.some((form, index) => index > main && form?.[0] === "clear") &&
+        forms.some((form, index) => index > main && form?.[0] === "call")) available.push("sense-graft");
+  }
+  if (donorBlocks.length) available.push("lineage-crossover");
+  const ecologyModes = [];
+  for (const neighbor of ecology.slice(0, 12)) {
+    const capabilities = new Set(neighbor?.capabilities || []);
+    if (available.includes("argument-function-graft") &&
+        ["line", "triangle", "rotate", "shift"].some((name) => capabilities.has(name))) {
+      ecologyModes.push({ mode: "argument-function-graft", donor: neighbor.id,
+        capability: ["triangle", "line", "rotate", "shift"].find((name) => capabilities.has(name)),
+        probe: neighbor.probe || null, priority: Boolean(neighbor.priority) });
+    }
+    if (available.includes("data-layout") &&
+        ["copy", "paste", "cellular", "flood", "box", "edges"].some((name) => capabilities.has(name))) {
+      ecologyModes.push({ mode: "data-layout", donor: neighbor.id,
+        capability: ["copy", "paste", "cellular", "flood", "box", "edges"].find((name) => capabilities.has(name)),
+        probe: neighbor.probe || null, priority: Boolean(neighbor.priority) });
+    }
+  }
+  if (ecologyModes.length) available.push("environment-graft");
+  const priorityEcology = ecologyModes.filter((value) => value.priority);
+  const requestedFamily = MUTATION_FAMILIES.has(preferredFamily) ? preferredFamily : null;
+  const mutationPreferences = (Array.isArray(preferredMutations) ? preferredMutations : [preferredMutations])
+    .filter((value, index, values) => KNOWN_MUTATIONS.has(value) && values.indexOf(value) === index &&
+      (!requestedFamily || pieceVmMutationFamily(value) === requestedFamily));
+  const preferredMutation = mutationPreferences[0] || null;
+  const requestedMutation = mutationPreferences.find((value) => available.includes(value)) || null;
+  const preferred = requestedFamily ? available.filter((value) => pieceVmMutationFamily(value) === requestedFamily) : [];
+  let mutation = priorityEcology.length ? "environment-graft" :
+    requestedMutation ? requestedMutation :
+      pick(rng, preferred.length ? preferred : available), ecological = null;
+  if (mutation === "environment-graft") {
+    ecological = pick(rng, priorityEcology.length ? priorityEcology : ecologyModes);
+    mutation = ecological.mode;
+  }
+
+  if (mutation === "color") {
+    const [form] = pick(rng, colors);
+    const start = form[0] === "clear" ? 2 : form.length - 3;
+    const channel = start + Math.floor(rng.float() * 3);
+    form[channel] = mutateInteger(rng, form[channel], 0, 255, 63);
+  } else if (mutation === "duplicate-draw") {
+    const [, index] = pick(rng, draws);
+    forms.splice(index + 1, 0, cloneForm(forms[index]));
+  } else if (mutation === "delete-draw") {
+    forms.splice(pick(rng, draws)[1], 1);
+  } else if (mutation === "rotate-axis") {
+    const [form] = pick(rng, rotations);
+    form[0] = pick(rng, ["rotate-x", "rotate-y", "rotate-z"].filter((name) => name !== form[0]));
+  } else if (mutation === "insert-rotation") {
+    const [form] = pick(rng, rotations);
+    const calls = forms.map((candidate, index) => [candidate, index]).filter(([candidate]) => candidate?.[0] === "call");
+    if (!calls.length) return mutateSource(source, rng, donorSource, donorId, ecology, preferredFamily, mutationPreferences);
+    forms.splice(pick(rng, calls)[1], 0, cloneForm(form));
+  } else if (mutation === "vector-component") {
+    const [form] = pick(rng, vectors);
+    const component = 2 + Math.floor(rng.float() * 3);
+    const value = form[component];
+    if (Array.isArray(value) && value[0] === "ratio") value[1] = mutateInteger(rng, value[1], -16, 16, 3);
+    else if (Number.isInteger(value)) form[component] = ["ratio", mutateInteger(rng, value * 8, -16, 16, 3), 8];
+  } else if (mutation === "branch-depth") {
+    const [form] = pick(rng, depths);
+    form[2] = mutateInteger(rng, form[2], 2, 8, 2);
+  } else if (mutation === "clone-child") {
+    const [start, end] = pick(rng, blocks);
+    forms.splice(end + 1, 0, ...forms.slice(start, end + 1).map(cloneForm));
+  } else if (mutation === "prune-child") {
+    const [start, end] = pick(rng, blocks);
+    forms.splice(start, end - start + 1);
+  } else if (mutation === "function-graft") {
+    const [draw, drawIndex] = pick(rng, spatialDraws);
+    const [rotation] = pick(rng, rotations);
+    let ordinal = 1;
+    while (labels.has(`graft${ordinal}`)) ordinal += 1;
+    const label = `graft${ordinal}`;
+    forms.splice(drawIndex, 1, ["call", label]);
+    forms.splice(1, 0,
+      ["label", label], ["push-transform"], cloneForm(rotation), cloneForm(draw), ["pop-transform"], ["return"]);
+  } else if (mutation === "argument-function-graft") {
+    const desiredDraw = ecological?.capability === "line" ? "line3" : ecological?.capability === "triangle" ? "triangle3" : null;
+    const compatibleDraws = desiredDraw ? spatialDraws.filter(([form]) => form[0] === desiredDraw) : spatialDraws;
+    const [draw, drawIndex] = pick(rng, compatibleDraws.length ? compatibleDraws : spatialDraws);
+    const [rotation] = pick(rng, rotations);
+    let ordinal = 1;
+    while (labels.has(`arg${ordinal}`)) ordinal += 1;
+    const label = `arg${ordinal}`;
+    forms.splice(drawIndex, 1, ["call", label, rotation[1]]);
+    forms.splice(1, 0, ["function", label, ["angle"],
+      ["push-transform"], [rotation[0], "angle"], cloneForm(draw), ["pop-transform"], ["return"]]);
+  } else if (mutation === "data-layout") {
+    const pair = pick(rng, memoryPairs);
+    let ordinal = 1;
+    while (symbols.has(`region${ordinal}`)) ordinal += 1;
+    const region = `region${ordinal}`;
+    forms[pair.loadIndex] = ["read8", pair.load[1], region, pair.load[2]];
+    for (const [, storeIndex] of pair.stores) {
+      const store = forms[storeIndex];
+      forms[storeIndex] = ["write8", region, store[1], store[2]];
+    }
+    forms.splice(1, 0, ["data", region, 256]);
+    const [colorForm] = pick(rng, colors);
+    const start = colorForm[0] === "clear" ? 2 : colorForm.length - 3;
+    const channel = start + Math.floor(rng.float() * 3), previous = colorForm[channel];
+    colorForm[channel] = mutateInteger(rng, previous, 0, 255, 15);
+    if (colorForm[channel] === previous) colorForm[channel] = previous === 255 ? 254 : previous + 1;
+  } else if (mutation === "memory-oscillator") {
+    const main = forms.findIndex((form) => form?.[0] === "label" && form[1] === "main");
+    const call = forms.map((form, index) => [form, index])
+      .filter(([form, index]) => index > main && form?.[0] === "call").at(-1)[1];
+    const setupAt = forms.findIndex((form, index) => index > main && form?.[0] === "clear");
+    const denominator = pick(rng, [128, 192, 256, 384, 512]);
+    forms.splice(setupAt, 0,
+      ["constant", "memory-one", 1], ["constant", "wobble-speed", ["ratio", 1, denominator]],
+      ["load8", "wobble", "memory-one"], ["add", "wobble", "wobble", "one"],
+      ["store8", "memory-one", "wobble"], ["mul", "wobble", "wobble", "wobble-speed"]);
+    const shiftedCall = call + 6;
+    forms.splice(shiftedCall, 0, [pick(rng, ["rotate-x", "rotate-y", "rotate-z"]), "wobble"]);
+  } else if (mutation === "sense-graft") {
+    const main = forms.findIndex((form) => form?.[0] === "label" && form[1] === "main");
+    const call = forms.map((form, index) => [form, index])
+      .filter(([form, index]) => index > main && form?.[0] === "call").at(-1)[1];
+    const setupAt = forms.findIndex((form, index) => index > main && form?.[0] === "clear");
+    let ordinal = 1;
+    while (symbols.has(`sense${ordinal}`)) ordinal += 1;
+    const name = `sense${ordinal}`;
+    forms.splice(setupAt, 0, ["sense8", name, pick(rng, ["beat", "bar", "fringe"])]);
+    forms.splice(call + 1, 0, [pick(rng, ["rotate-x", "rotate-y", "rotate-z"]), name]);
+  } else if (mutation === "lineage-crossover") {
+    const [start, end] = pick(rng, donorBlocks);
+    const main = forms.findIndex((form) => form?.[0] === "label" && form[1] === "main");
+    const calls = forms.map((form, index) => [form, index])
+      .filter(([form, index]) => index > main && form?.[0] === "call");
+    if (!calls.length) return mutateSource(source, rng, donorSource, donorId, ecology, preferredFamily, mutationPreferences);
+    const graft = donorForms.slice(start, end + 1).map(cloneForm);
+    const graftDraws = graft.filter((form) => ["point3", "line3", "triangle3", "glyph"].includes(form?.[0]));
+    const draw = pick(rng, graftDraws), channel = draw.length - 3 + Math.floor(rng.float() * 3);
+    const previous = draw[channel];
+    draw[channel] = mutateInteger(rng, previous, 0, 255, 31);
+    if (draw[channel] === previous) draw[channel] = previous === 255 ? 254 : previous + 1;
+    forms.splice(calls.at(-1)[1] + 1, 0, ...graft);
+  }
+  root.splice(1, root.length - 1, ...forms);
+  const recordedMutation = ecological ? "environment-graft" : mutation;
+  const causalRequest = requestedMutation || recordedMutation;
+  return { source: printForm(root), mutation: recordedMutation,
+    operatorFamily: pieceVmMutationFamily(recordedMutation), requestedOperatorFamily: requestedFamily,
+    preferredMutation, requestedMutation: causalRequest,
+    compatibilityFallback: Boolean(preferredMutation && preferredMutation !== causalRequest),
+    donor: mutation === "lineage-crossover" ? donorId : null,
+    environmentDonor: ecological?.donor || null, environmentCapability: ecological?.capability || null,
+    environmentProbe: ecological?.probe || null };
+}
+
+function frameTraits(frames, side) {
+  let temporal = 0, spatial = 0, occupied = 0;
+  const palette = new Set();
+  for (let frameIndex = 0; frameIndex < frames.length; frameIndex += 1) {
+    const frame = frames[frameIndex], previous = frames[frameIndex - 1];
+    const background = `${frame[0]},${frame[1]},${frame[2]}`;
+    for (let pixel = 0; pixel < side * side; pixel += 1) {
+      const at = pixel * 3, key = `${frame[at] >> 5},${frame[at + 1] >> 5},${frame[at + 2] >> 5}`;
+      palette.add(key);
+      if (`${frame[at]},${frame[at + 1]},${frame[at + 2]}` !== background) occupied += 1;
+      if (previous) temporal += (Math.abs(frame[at] - previous[at]) + Math.abs(frame[at + 1] - previous[at + 1]) + Math.abs(frame[at + 2] - previous[at + 2])) / 765;
+      if (pixel % side < side - 1) spatial += (Math.abs(frame[at] - frame[at + 3]) + Math.abs(frame[at + 1] - frame[at + 4]) + Math.abs(frame[at + 2] - frame[at + 5])) / 765;
+    }
+  }
+  return {
+    coverage: occupied / (frames.length * side * side),
+    temporal: temporal / (Math.max(1, frames.length - 1) * side * side),
+    spatial: spatial / (frames.length * side * (side - 1)),
+    palette: Math.min(1, palette.size / 32),
+  };
+}
+
+function structure(source) {
+  const topLevel = readPieceLisp(source).slice(1);
+  const forms = topLevel.flatMap((form) => form?.[0] === "function" ? form.slice(3) : [form]);
+  const count = (names) => forms.filter((form) => names.includes(form?.[0])).length;
+  const value = {
+    calls: count(["call"]), branches: count(["jump", "jump-if"]),
+    draws: count(["point3", "line3", "triangle3", "glyph"]),
+    transforms: count(["push-transform", "pop-transform", "translate", "rotate-x", "rotate-y", "rotate-z", "perspective"]),
+    memory: count(["load8", "store8", "read8", "write8"]), stack: count(["push", "pop"]),
+    senses: count(["sense8"]),
+    functions: topLevel.filter((form) => form?.[0] === "function").length,
+    arguments: topLevel.filter((form) => form?.[0] === "function").reduce((sum, form) => sum + (Array.isArray(form[2]) ? form[2].length : 0), 0),
+    layouts: topLevel.filter((form) => form?.[0] === "data").length,
+    layoutBytes: topLevel.filter((form) => form?.[0] === "data").reduce((sum, form) => sum + (Number(form[2]) || 0), 0),
+  };
+  return { ...value, niche: `${Math.min(7, value.calls)}:${Math.min(7, value.draws)}:${Math.min(7, value.transforms)}:${Math.min(3, value.memory)}:${Math.min(3, value.stack)}:${Math.min(3, value.senses)}:${Math.min(3, value.functions + value.layouts)}` };
+}
+
+export function evaluatePieceVmSource(source, { resolution = 64, frames = EVALUATION_FRAMES } = {}) {
+  const program = compilePieceLisp(source, { resolution });
+  const proof = verifyPieceProgram(program);
+  if (!proof.valid) throw new Error(proof.error || "PieceVM proof failed");
+  let state = createPieceVmState(resolution), result;
+  const rasters = [], fuel = [];
+  for (let frame = 0; frame < frames; frame += 1) {
+    result = runPieceVm(program, { state });
+    if (result.fault) throw new Error(result.fault);
+    state = result.state; fuel.push(result.fuelUsed);
+    rasters.push(Buffer.from(state.buffers[state.front]));
+  }
+  const traits = frameTraits(rasters, resolution), shape = structure(source);
+  const structural = clamp((shape.calls + shape.branches + shape.draws + shape.transforms + shape.memory + shape.stack +
+    shape.senses + shape.functions + shape.arguments + shape.layouts) / 36);
+  const meanFuel = fuel.reduce((sum, value) => sum + value, 0) / fuel.length;
+  const score = clamp(traits.coverage * .25 + Math.min(1, traits.temporal * 24) * .25 + Math.min(1, traits.spatial * 8) * .15 + traits.palette * .10 + structural * .25 - meanFuel / 2_000_000);
+  return Object.freeze({
+    id: hash(program.bytecode).slice(0, 12), source: program.source, program,
+    proof, traits: Object.freeze(traits), structure: Object.freeze(shape),
+    score, meanFuel, frameHashes: Object.freeze(rasters.map((frame) => createHash("sha256").update(frame).digest("hex"))),
+  });
+}
+
+export function rankPieceVmCandidates(candidates, residents) {
+  const occupied = new Set((residents || []).map((value) => value?.structure?.niche).filter(Boolean));
+  const residentMutations = new Set((residents || []).map((value) => value?.mutation).filter(Boolean));
+  return [...(candidates || [])].sort((left, right) => {
+    const capabilityMutations = new Set(["lineage-crossover", "argument-function-graft", "data-layout", "environment-graft"]);
+    const leftCapability = capabilityMutations.has(left?.mutation) && !residentMutations.has(left.mutation) ? 1 : 0;
+    const rightCapability = capabilityMutations.has(right?.mutation) && !residentMutations.has(right.mutation) ? 1 : 0;
+    const leftNovel = occupied.has(left?.structure?.niche) ? 0 : 1;
+    const rightNovel = occupied.has(right?.structure?.niche) ? 0 : 1;
+    return rightCapability - leftCapability || rightNovel - leftNovel ||
+      Number(right?.score || 0) - Number(left?.score || 0) ||
+      Number(left?.iteration || 0) - Number(right?.iteration || 0);
+  });
+}
+
+export class PieceVmNursery {
+  constructor({ seed = "piece-vm-nursery-v1", foundingSource, stored = null } = {}) {
+    if (!foundingSource) throw new TypeError("PieceVM nursery requires founding source");
+    this.seed = seed; this.rng = stored?.rng ? Prng.fromJSON(stored.rng) : new Prng(seed);
+    this.iteration = Number(stored?.iteration) || 0;
+    this.accepted = Number(stored?.accepted) || 0; this.rejected = Number(stored?.rejected) || 0;
+    this.lineage = rehydrateCapabilityLineage((stored?.lineage || stored?.residents || [])
+      .filter((value) => value?.source)
+      .map((value) => ({ ...value, structure: structure(value.source),
+        selectionEvidence: normalizeSelectionEvidence(value.selectionEvidence, value.parent),
+        curriculumEvidence: normalizeCurriculumEvidence(value.curriculumEvidence, value.parent) })).slice(-MAX_LINEAGE));
+    const lineageById = new Map(this.lineage.map((value) => [value.id, value]));
+    this.residents = (stored?.residents || []).filter((value) => value?.source)
+      .map((value) => ({ ...value, structure: structure(value.source),
+        selectionEvidence: normalizeSelectionEvidence(value.selectionEvidence, value.parent),
+        curriculumEvidence: normalizeCurriculumEvidence(value.curriculumEvidence, value.parent),
+        capabilityLineage: mergeCapabilityLineage(
+          lineageById.get(value.id)?.capabilityLineage || [], value.capabilityLineage || []) }))
+      .slice(-MAX_RESIDENTS);
+    this.championId = stored?.championId || null;
+    const founding = evaluatePieceVmSource(foundingSource);
+    const foundingRecord = this.#stored(founding, { mutation: "foundation", parent: null, generation: 0, native: null });
+    if (!this.lineage.some((value) => value.id === founding.id)) this.lineage.unshift(foundingRecord);
+    if (this.lineage.length > MAX_LINEAGE) this.lineage.splice(0, this.lineage.length - MAX_LINEAGE);
+    if (!this.residents.length) {
+      this.residents.push(foundingRecord);
+      this.championId = founding.id; this.accepted += 1;
+    }
+  }
+
+  static fromJSON(value, options) {
+    return new PieceVmNursery({ ...options, seed: value?.seed || options?.seed, stored: value });
+  }
+
+  #stored(candidate, lineage) {
+    return {
+      id: candidate.id, source: candidate.source, bytecode: candidate.program.bytecode,
+      bytecodeHash: candidate.program.bytecodeHash, instructionCount: candidate.program.instructionCount,
+      registerCount: candidate.program.registerCount, score: candidate.score, meanFuel: candidate.meanFuel,
+      traits: candidate.traits, structure: candidate.structure, frameHashes: candidate.frameHashes,
+      proof: candidate.proof, ...lineage,
+      capabilityLineage: mergeCapabilityLineage(lineage.capabilityLineage || []),
+      selectionEvidence: normalizeSelectionEvidence(lineage.selectionEvidence, lineage.parent),
+      curriculumEvidence: normalizeCurriculumEvidence(lineage.curriculumEvidence, lineage.parent),
+    };
+  }
+
+  get champion() {
+    return this.residents.find((value) => value.id === this.championId) || this.residents.at(-1);
+  }
+
+  propose(parentId = this.championId, ecology = [], { operatorFamily = null, mutation = null, mutations = null } = {}) {
+    const parent = this.residents.find((value) => value.id === parentId) || this.champion;
+    const possibleDonors = this.lineage.filter((value) => value.id !== parent.id && value.source);
+    const donor = possibleDonors.length ? pick(this.rng, possibleDonors) : null;
+    this.iteration += 1;
+    try {
+      const edit = mutateSource(parent.source, this.rng, donor?.source, donor?.id, ecology, operatorFamily,
+        mutations || mutation);
+      const candidate = evaluatePieceVmSource(edit.source);
+      const behaviorChanged = candidate.frameHashes.some((value, index) => value !== parent.frameHashes[index]);
+      if (!behaviorChanged) this.rejected += 1;
+      const directCapability = capabilityRecord(edit.environmentDonor, edit.environmentCapability, edit.environmentProbe);
+      return { ...candidate, mutation: edit.mutation, parent: parent.id,
+        operatorFamily: edit.operatorFamily, requestedOperatorFamily: edit.requestedOperatorFamily,
+        preferredMutation: edit.preferredMutation, requestedMutation: edit.requestedMutation,
+        compatibilityFallback: edit.compatibilityFallback,
+        donor: edit.donor, environmentDonor: edit.environmentDonor,
+        environmentCapability: edit.environmentCapability,
+        environmentProbe: edit.environmentProbe,
+        capabilityLineage: mergeCapabilityLineage(parent.capabilityLineage || [],
+          edit.donor === donor?.id ? donor.capabilityLineage || [] : [], directCapability ? [directCapability] : []),
+        generation: (parent.generation || 0) + 1,
+        iteration: this.iteration, behaviorChanged };
+    } catch (error) {
+      this.rejected += 1;
+      return { error: String(error?.message || error), parent: parent.id, iteration: this.iteration };
+    }
+  }
+
+  admit(candidate, native) {
+    if (!candidate?.program || !candidate.behaviorChanged || !native?.valid || native.bytecodeHash !== candidate.program.bytecodeHash || native.frameHashes.join(":") !== candidate.frameHashes.slice(0, native.frameHashes.length).join(":")) {
+      this.rejected += 1; return null;
+    }
+    const incumbent = this.residents.find((value) => value.structure.niche === candidate.structure.niche);
+    if (incumbent && incumbent.score > candidate.score * 1.08) { this.rejected += 1; return null; }
+    const stored = this.#stored(candidate, { mutation: candidate.mutation, parent: candidate.parent,
+      donor: candidate.donor || null, environmentDonor: candidate.environmentDonor || null,
+      environmentCapability: candidate.environmentCapability || null, generation: candidate.generation,
+      environmentProbe: candidate.environmentProbe || null,
+      operatorFamily: candidate.operatorFamily || pieceVmMutationFamily(candidate.mutation),
+      requestedOperatorFamily: candidate.requestedOperatorFamily || null,
+      preferredMutation: candidate.preferredMutation || null,
+      requestedMutation: candidate.requestedMutation || null,
+      compatibilityFallback: Boolean(candidate.compatibilityFallback),
+      capabilityLineage: candidate.capabilityLineage || [],
+      selectionEvidence: candidate.selectionEvidence || null,
+      curriculumEvidence: candidate.curriculumEvidence || null,
+      iteration: candidate.iteration, behaviorChanged: true, native });
+    if (incumbent) this.residents.splice(this.residents.indexOf(incumbent), 1);
+    this.residents.push(stored);
+    if (this.residents.length > MAX_RESIDENTS) this.residents.splice(0, this.residents.length - MAX_RESIDENTS);
+    if (!this.lineage.some((value) => value.id === stored.id)) this.lineage.push(stored);
+    if (this.lineage.length > MAX_LINEAGE) this.lineage.splice(0, this.lineage.length - MAX_LINEAGE);
+    this.championId = stored.id; this.accepted += 1;
+    return stored;
+  }
+
+  snapshot() {
+    return { schema: 1, seed: this.seed, iteration: this.iteration, accepted: this.accepted, rejected: this.rejected,
+      championId: this.championId, champion: this.champion,
+      residents: this.residents.map((value) => ({ ...value })),
+      lineage: this.lineage.map((value) => ({ ...value })), rng: this.rng.toJSON() };
+  }
+
+  toJSON() {
+    const value = this.snapshot();
+    delete value.champion;
+    return value;
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/piece-vm-operator-bandit.mjs b/experiments/intelligent-terrarium/src/piece-vm-operator-bandit.mjs
new file mode 100644
index 0000000000..ed2ad5644d
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm-operator-bandit.mjs
@@ -0,0 +1,16 @@
+import { PieceVmPolicyBandit } from "./piece-vm-policy-bandit.mjs";
+
+const FAMILIES = Object.freeze(["variation", "machinery", "exchange"]);
+const MAX_TRIALS = 192;
+
+export class PieceVmOperatorBandit extends PieceVmPolicyBandit {
+  constructor(stored = null) {
+    super(stored, { policies: FAMILIES, maxTrials: MAX_TRIALS, dimension: "mutation-operator-family" });
+  }
+
+  static fromJSON(value) {
+    return new PieceVmOperatorBandit(value);
+  }
+}
+
+export const PIECE_VM_OPERATOR_BANDIT = Object.freeze({ families: FAMILIES, maxTrials: MAX_TRIALS });
diff --git a/experiments/intelligent-terrarium/src/piece-vm-outcome-model.mjs b/experiments/intelligent-terrarium/src/piece-vm-outcome-model.mjs
new file mode 100644
index 0000000000..4d81bc9c15
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm-outcome-model.mjs
@@ -0,0 +1,153 @@
+import { PIECE_VM_MUTATION_CATALOG, pieceVmMutationFamily } from "./piece-vm-nursery.mjs";
+
+const MAX_TRIALS = 384;
+const CAPABILITIES = Object.freeze(["functions", "arguments", "layouts", "layoutBytes", "memory",
+  "senses", "transforms", "capabilityLineage"]);
+const MUTATIONS = Object.freeze(Object.values(PIECE_VM_MUTATION_CATALOG).flat());
+const MUTATION_SET = new Set(MUTATIONS);
+
+function finite(value, fallback = 0) {
+  const number = Number(value);
+  return Number.isFinite(number) ? number : fallback;
+}
+
+function clamp(value, low = 0, high = 1) {
+  return Math.max(low, Math.min(high, finite(value)));
+}
+
+function normalizeDelta(value) {
+  return Object.freeze(Object.fromEntries(CAPABILITIES.map((name) =>
+    [name, Math.max(0, Math.min(65_535, Math.floor(finite(value?.[name]))))])));
+}
+
+function normalizeTrial(value) {
+  const requestedMutation = String(value?.requestedMutation || "");
+  if (!MUTATION_SET.has(requestedMutation)) return null;
+  const preferredMutation = MUTATION_SET.has(String(value?.preferredMutation || "")) ?
+    String(value.preferredMutation) : requestedMutation;
+  const mutation = MUTATION_SET.has(String(value?.mutation || "")) ? String(value.mutation) : "unknown";
+  const honored = mutation === requestedMutation;
+  return Object.freeze({
+    at: Math.max(0, Math.floor(finite(value.at))), preferredMutation, requestedMutation, mutation,
+    family: pieceVmMutationFamily(requestedMutation), honored,
+    compatibilityFallback: preferredMutation !== requestedMutation,
+    parentId: String(value.parentId || "").slice(0, 24),
+    candidateId: String(value.candidateId || "").slice(0, 24),
+    nativeValid: Boolean(value.nativeValid), admitted: Boolean(value.admitted),
+    capabilityDelta: normalizeDelta(value.capabilityDelta),
+    phenotypeReady: Boolean(value.phenotypeReady), phenotypeScore: clamp(value.phenotypeScore),
+  });
+}
+
+function capabilityBreadth(trial) {
+  return CAPABILITIES.filter((name) => trial.capabilityDelta[name] > 0).length / CAPABILITIES.length;
+}
+
+function reward(trial) {
+  const components = [trial.honored && trial.nativeValid ? 1 : 0,
+    trial.honored && trial.admitted ? 1 : 0, trial.honored ? capabilityBreadth(trial) : 0];
+  if (trial.honored && trial.phenotypeReady) components.push(trial.phenotypeScore);
+  return components.reduce((sum, value) => sum + value, 0) / components.length;
+}
+
+export class PieceVmOutcomeModel {
+  constructor(stored = null) {
+    this.trials = (stored?.trials || []).map(normalizeTrial).filter(Boolean).slice(-MAX_TRIALS);
+  }
+
+  static fromJSON(value) {
+    return new PieceVmOutcomeModel(value);
+  }
+
+  record(value) {
+    const trial = normalizeTrial(value);
+    if (!trial) return null;
+    this.trials.push(trial);
+    if (this.trials.length > MAX_TRIALS) this.trials.splice(0, this.trials.length - MAX_TRIALS);
+    return trial;
+  }
+
+  observePhenotypes(summaries = []) {
+    const ready = new Map((summaries || []).filter((value) => value?.ready)
+      .map((value) => [String(value.id), clamp(value.score)]));
+    let updated = 0;
+    this.trials = this.trials.map((trial) => {
+      const score = ready.get(trial.candidateId);
+      if (score === undefined || trial.phenotypeReady && trial.phenotypeScore === score) return trial;
+      updated += 1;
+      return normalizeTrial({ ...trial, phenotypeReady: true, phenotypeScore: score });
+    });
+    return updated;
+  }
+
+  stats() {
+    return MUTATIONS.map((mutation) => {
+      const trials = this.trials.filter((trial) => trial.requestedMutation === mutation);
+      const preferenceMisses = this.trials.filter((trial) =>
+        trial.preferredMutation === mutation && trial.requestedMutation !== mutation).length;
+      const preferences = trials.filter((trial) => trial.preferredMutation === mutation).length + preferenceMisses;
+      const exposures = trials.length + preferenceMisses;
+      const direct = trials.filter((trial) => trial.honored);
+      const rewards = trials.map(reward);
+      const deltas = Object.fromEntries(CAPABILITIES.map((name) =>
+        [name, direct.reduce((sum, trial) => sum + trial.capabilityDelta[name], 0)]));
+      const capabilityGains = direct.filter((trial) => capabilityBreadth(trial) > 0).length;
+      return Object.freeze({ mutation, family: pieceVmMutationFamily(mutation), exposures,
+        preferences, compatibilityMisses: preferenceMisses,
+        compatibilityRate: (preferences - preferenceMisses) / Math.max(1, preferences), requests: trials.length,
+        honored: direct.length, nativeValid: direct.filter((trial) => trial.nativeValid).length,
+        admissions: direct.filter((trial) => trial.admitted).length, capabilityGains,
+        phenotypeReady: direct.filter((trial) => trial.phenotypeReady).length,
+        meanReward: rewards.reduce((sum, value) => sum + value, 0) / Math.max(1, exposures),
+        availabilityRate: direct.length / Math.max(1, trials.length),
+        admissionRate: direct.filter((trial) => trial.admitted).length / Math.max(1, direct.length),
+        capabilityRate: capabilityGains / Math.max(1, direct.length), deltas });
+    });
+  }
+
+  rank(family, virtual = new Map()) {
+    const choices = this.stats().filter((value) => value.family === family);
+    if (!choices.length) return [];
+    const total = Math.max(1, this.trials.length + [...virtual.values()].reduce((sum, value) => sum + value, 0));
+    return choices.map((stats, order) => {
+      const exposures = stats.exposures + (virtual.get(stats.mutation) || 0);
+      const ucb1 = exposures ? stats.meanReward + Math.sqrt(2 * Math.log(Math.max(2, total)) / exposures) : Infinity;
+      return { mutation: stats.mutation, ucb1, order };
+    }).sort((left, right) => right.ucb1 - left.ucb1 || left.order - right.order)
+      .map((value) => value.mutation);
+  }
+
+  bonusMutation(family, virtual = new Map()) {
+    return this.rank(family, virtual)[0] || null;
+  }
+
+  preferenceSchedule(families = []) {
+    const virtual = new Map();
+    return families.map((family) => {
+      const ranked = this.rank(family, virtual);
+      if (ranked[0]) virtual.set(ranked[0], (virtual.get(ranked[0]) || 0) + 1);
+      return ranked;
+    });
+  }
+
+  schedule(families = []) {
+    return this.preferenceSchedule(families).map((values) => values[0] || null);
+  }
+
+  snapshot() {
+    const mutations = this.stats();
+    return { schema: 1, algorithm: "ucb1", dimension: "requested-mutation",
+      reward: "mean(native-valid, admitted, capability-breadth[, ready-native-phenotype-score])",
+      maxTrials: MAX_TRIALS, trials: this.trials.length, mutations,
+      next: Object.fromEntries(Object.keys(PIECE_VM_MUTATION_CATALOG)
+        .map((family) => [family, this.bonusMutation(family)])) };
+  }
+
+  toJSON() {
+    return { schema: 1, trials: this.trials.map((value) => ({ ...value,
+      capabilityDelta: { ...value.capabilityDelta } })) };
+  }
+}
+
+export const PIECE_VM_OUTCOME_MODEL = Object.freeze({ mutations: MUTATIONS, capabilities: CAPABILITIES,
+  maxTrials: MAX_TRIALS });
diff --git a/experiments/intelligent-terrarium/src/piece-vm-phenotype.mjs b/experiments/intelligent-terrarium/src/piece-vm-phenotype.mjs
new file mode 100644
index 0000000000..3c7bb3fa8f
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm-phenotype.mjs
@@ -0,0 +1,108 @@
+const MAX_RESIDENT_WINDOWS = 64;
+const MAX_SAMPLES = 60;
+const MIN_REPORTS = 12;
+const MIN_SPAN_MS = 8_000;
+
+function clamp(value, low = 0, high = 1) {
+  return Math.max(low, Math.min(high, value));
+}
+
+function finite(value, fallback = 0) {
+  const number = Number(value);
+  return Number.isFinite(number) ? number : fallback;
+}
+
+function normalizeSample(value, at) {
+  const traits = value?.traits || value || {};
+  return Object.freeze({
+    at: Math.max(0, Math.floor(finite(at))), hp: clamp(finite(value?.hp), 0, 100),
+    life: Math.max(0, Math.min(3, Math.floor(finite(value?.life)))),
+    actual: clamp(finite(traits.actual)), variance: clamp(finite(traits.variance)),
+    spatial: clamp(finite(traits.spatial)), noise: clamp(finite(traits.noise)),
+    coherence: clamp(finite(traits.coherence)), muddiness: clamp(finite(traits.muddiness)),
+    resolution: [32, 64, 128, 256].includes(Number(value?.resolution)) ? Number(value.resolution) : 64,
+    sonicVoices: Math.max(0, Math.min(5, Math.floor(finite(value?.sonicVoices)))),
+    role: String(value?.role || "resident").slice(0, 24),
+  });
+}
+
+function average(values, key) {
+  return values.reduce((sum, value) => sum + value[key], 0) / Math.max(1, values.length);
+}
+
+export class PieceVmPhenotypeOracle {
+  constructor(stored = null) {
+    this.windows = new Map();
+    for (const [id, samples] of stored?.windows || []) {
+      if (!/^[a-f0-9]{12}$/.test(String(id)) || !Array.isArray(samples)) continue;
+      const normalized = samples.slice(-MAX_SAMPLES).map((sample) => normalizeSample(sample, sample?.at));
+      if (normalized.length) this.windows.set(id, normalized);
+    }
+    while (this.windows.size > MAX_RESIDENT_WINDOWS) this.windows.delete(this.windows.keys().next().value);
+  }
+
+  static fromJSON(value) {
+    return new PieceVmPhenotypeOracle(value);
+  }
+
+  ingest(rows, at = Date.now()) {
+    const touched = new Set();
+    for (const value of rows || []) {
+      const id = String(value?.id || "");
+      if (!/^[a-f0-9]{12}$/.test(id)) continue;
+      const samples = this.windows.get(id) || [];
+      samples.push(normalizeSample(value, at));
+      if (samples.length > MAX_SAMPLES) samples.splice(0, samples.length - MAX_SAMPLES);
+      this.windows.delete(id);
+      this.windows.set(id, samples);
+      touched.add(id);
+    }
+    while (this.windows.size > MAX_RESIDENT_WINDOWS) this.windows.delete(this.windows.keys().next().value);
+    return [...touched].map((id) => this.summary(id));
+  }
+
+  summary(id) {
+    const samples = this.windows.get(String(id)) || [];
+    if (!samples.length) return null;
+    const reports = new Set(samples.map((value) => value.at)).size;
+    const firstAt = samples[0].at, lastAt = samples.at(-1).at;
+    const hpMean = average(samples, "hp");
+    const viability = hpMean / 100;
+    const continuity = samples.filter((value) => value.life === 0).length / samples.length;
+    const actual = average(samples, "actual"), variance = average(samples, "variance");
+    const spatial = average(samples, "spatial"), coherence = average(samples, "coherence");
+    const noise = average(samples, "noise"), muddiness = average(samples, "muddiness");
+    const score = clamp(viability * .40 + continuity * .15 + clamp(actual * 12) * .15 +
+      clamp(spatial * 4) * .10 + coherence * .10 + clamp(variance * 4) * .10 -
+      noise * .08 - muddiness * .05);
+    const ready = reports >= MIN_REPORTS && lastAt - firstAt >= MIN_SPAN_MS;
+    const resolutions = [...new Set(samples.map((value) => value.resolution))].sort((a, b) => a - b);
+    return Object.freeze({
+      id: String(id), samples: samples.length, reports, firstAt, lastAt,
+      spanMs: lastAt - firstAt, ready, score,
+      selectionBias: ready ? clamp((score - .5) * .12, -.06, .06) : 0,
+      hpMean, continuity, actual, variance, spatial, coherence, noise, muddiness,
+      resolutions, sonicVoices: samples.at(-1).sonicVoices,
+      sonicVoiceMean: average(samples, "sonicVoices"), role: samples.at(-1).role,
+    });
+  }
+
+  selectionBias(id) {
+    return this.summary(id)?.selectionBias || 0;
+  }
+
+  snapshot() {
+    return [...this.windows.keys()].map((id) => this.summary(id))
+      .filter(Boolean).sort((left, right) => right.score - left.score || left.id.localeCompare(right.id));
+  }
+
+  toJSON() {
+    return { schema: 1, windows: [...this.windows.entries()].map(([id, samples]) =>
+      [id, samples.map((value) => ({ ...value }))]) };
+  }
+}
+
+export const PIECE_VM_PHENOTYPE_LIMITS = Object.freeze({
+  maxResidents: MAX_RESIDENT_WINDOWS, maxSamples: MAX_SAMPLES,
+  minReports: MIN_REPORTS, minSpanMs: MIN_SPAN_MS,
+});
diff --git a/experiments/intelligent-terrarium/src/piece-vm-policy-bandit.mjs b/experiments/intelligent-terrarium/src/piece-vm-policy-bandit.mjs
new file mode 100644
index 0000000000..56b7bfcfa5
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm-policy-bandit.mjs
@@ -0,0 +1,129 @@
+const POLICIES = Object.freeze(["phenotype-lead", "champion-control", "branch-diversity"]);
+const POLICY_SET = new Set(POLICIES);
+const MAX_TRIALS = 192;
+
+function finite(value, fallback = 0) {
+  const number = Number(value);
+  return Number.isFinite(number) ? number : fallback;
+}
+
+function clamp(value, low = 0, high = 1) {
+  return Math.max(low, Math.min(high, finite(value)));
+}
+
+function normalizeTrial(value, policySet = POLICY_SET) {
+  const policy = String(value?.policy || "");
+  if (!policySet.has(policy)) return null;
+  return Object.freeze({
+    at: Math.max(0, Math.floor(finite(value.at))), policy,
+    parentId: String(value.parentId || "").slice(0, 24),
+    candidateId: String(value.candidateId || "").slice(0, 24),
+    mutation: String(value.mutation || "unknown").slice(0, 32),
+    nativeValid: Boolean(value.nativeValid), admitted: Boolean(value.admitted),
+    capabilityGain: Boolean(value.capabilityGain), staticDelta: clamp(value.staticDelta, -1, 1),
+    phenotypeReady: Boolean(value.phenotypeReady), phenotypeScore: clamp(value.phenotypeScore),
+  });
+}
+
+function reward(trial) {
+  const components = [trial.admitted ? 1 : 0, trial.capabilityGain ? 1 : 0];
+  if (trial.phenotypeReady) components.push(trial.phenotypeScore);
+  return components.reduce((sum, value) => sum + value, 0) / components.length;
+}
+
+export class PieceVmPolicyBandit {
+  constructor(stored = null, { policies = POLICIES, maxTrials = MAX_TRIALS, dimension = "cultivation-policy" } = {}) {
+    this.policies = Object.freeze([...policies]);
+    this.policySet = new Set(this.policies);
+    this.maxTrials = Math.max(1, Math.min(1024, Math.floor(finite(maxTrials, MAX_TRIALS))));
+    this.dimension = String(dimension).slice(0, 32);
+    this.trials = (stored?.trials || []).map((value) => normalizeTrial(value, this.policySet))
+      .filter(Boolean).slice(-this.maxTrials);
+  }
+
+  static fromJSON(value) {
+    return new PieceVmPolicyBandit(value);
+  }
+
+  record(value) {
+    const trial = normalizeTrial(value, this.policySet);
+    if (!trial) return null;
+    this.trials.push(trial);
+    if (this.trials.length > this.maxTrials) this.trials.splice(0, this.trials.length - this.maxTrials);
+    return trial;
+  }
+
+  observePhenotypes(summaries = []) {
+    const ready = new Map((summaries || []).filter((value) => value?.ready)
+      .map((value) => [String(value.id), clamp(value.score)]));
+    let updated = 0;
+    this.trials = this.trials.map((trial) => {
+      const score = ready.get(trial.candidateId);
+      if (score === undefined || trial.phenotypeReady && trial.phenotypeScore === score) return trial;
+      updated += 1;
+      return normalizeTrial({ ...trial, phenotypeReady: true, phenotypeScore: score }, this.policySet);
+    });
+    return updated;
+  }
+
+  #policyStats(policy) {
+    const trials = this.trials.filter((trial) => trial.policy === policy);
+    const rewards = trials.map(reward);
+    return {
+      policy, trials: trials.length,
+      admissions: trials.filter((trial) => trial.admitted).length,
+      nativeValid: trials.filter((trial) => trial.nativeValid).length,
+      capabilityGains: trials.filter((trial) => trial.capabilityGain).length,
+      phenotypeReady: trials.filter((trial) => trial.phenotypeReady).length,
+      meanReward: rewards.reduce((sum, value) => sum + value, 0) / Math.max(1, rewards.length),
+    };
+  }
+
+  stats() {
+    const total = Math.max(1, this.trials.length);
+    return this.policies.map((policy) => {
+      const stats = this.#policyStats(policy);
+      const exploration = stats.trials ? Math.sqrt(2 * Math.log(Math.max(2, total)) / stats.trials) : null;
+      return Object.freeze({ ...stats,
+        admissionRate: stats.admissions / Math.max(1, stats.trials),
+        capabilityRate: stats.capabilityGains / Math.max(1, stats.trials),
+        ucb1: exploration === null ? null : stats.meanReward + exploration,
+        exploring: exploration === null,
+      });
+    });
+  }
+
+  bonusPolicy(virtual = new Map()) {
+    const total = Math.max(1, this.trials.length + [...virtual.values()].reduce((sum, value) => sum + value, 0));
+    return this.stats().map((stats, order) => {
+      const extra = virtual.get(stats.policy) || 0;
+      const trials = stats.trials + extra;
+      const ucb1 = trials ? stats.meanReward + Math.sqrt(2 * Math.log(Math.max(2, total)) / trials) : Infinity;
+      return { policy: stats.policy, ucb1, order };
+    }).sort((left, right) => right.ucb1 - left.ucb1 || left.order - right.order)[0].policy;
+  }
+
+  schedule(count) {
+    const size = Math.max(0, Math.min(32, Math.floor(finite(count))));
+    const schedule = this.policies.slice(0, Math.min(size, this.policies.length));
+    const virtual = new Map();
+    while (schedule.length < size) {
+      const policy = this.bonusPolicy(virtual);
+      schedule.push(policy);
+      virtual.set(policy, (virtual.get(policy) || 0) + 1);
+    }
+    return schedule;
+  }
+
+  snapshot() {
+    return { schema: 1, algorithm: "ucb1", dimension: this.dimension, maxTrials: this.maxTrials,
+      reward: "mean(admitted, capability-gain[, ready-native-phenotype-score])",
+      trials: this.trials.length, policies: this.stats(), nextBonus: this.bonusPolicy() };
+  }
+
+  toJSON() {
+    return { schema: 1, trials: this.trials.map((value) => ({ ...value })) };
+  }
+}
+
+export const PIECE_VM_POLICY_BANDIT = Object.freeze({ policies: POLICIES, maxTrials: MAX_TRIALS });
diff --git a/experiments/intelligent-terrarium/src/piece-vm.mjs b/experiments/intelligent-terrarium/src/piece-vm.mjs
new file mode 100644
index 0000000000..b8a01c0faf
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/piece-vm.mjs
@@ -0,0 +1,591 @@
+import { createHash } from "node:crypto";
+
+export const PIECE_VM = Object.freeze({
+  version: 4,
+  instructionBytes: 8,
+  maxInstructions: 512,
+  registers: 32,
+  dataBytes: 16 * 1024,
+  maxCallDepth: 32,
+  maxTransformDepth: 32,
+  defaultFuel: 1_000_000,
+  fixedOne: 65_536,
+  senses: 8,
+  maxFunctionArgs: 4,
+});
+
+export const PIECE_SENSES = Object.freeze({
+  beat: 0, bar: 1, health: 2, actual: 3,
+  potential: 4, spatial: 5, coherence: 6, fringe: 7,
+});
+
+export const PIECE_OPS = Object.freeze({
+  halt: 0, constant: 1, move: 2, add: 3, sub: 4, mul: 5, div: 6, less: 7,
+  jump: 8, jumpIf: 9, call: 10, return: 11,
+  clear: 12, pixel: 13, glyph: 14, swap: 15,
+  identity: 16, pushTransform: 17, popTransform: 18, translate: 19,
+  rotateX: 20, rotateY: 21, rotateZ: 22, perspective: 23, point3: 24,
+  line3: 25, triangle3: 26, push: 27, pop: 28,
+  load8: 29, store8: 30, sense8: 31,
+  readRegion8: 32, writeRegion8: 33,
+});
+
+const OPCODE_NAMES = Object.freeze(Object.fromEntries(Object.entries(PIECE_OPS).map(([name, code]) => [code, name])));
+const BUFFER = Object.freeze({ front: 0, back: 1 });
+
+// A deliberately supplied machine alphabet. Discovery begins with composition,
+// spacing, hierarchy, motion, and use—not the astronomically unlikely recovery
+// of recognizable glyph topology from random RGB arithmetic.
+const GLYPH_PATTERNS = Object.freeze({
+  "0":"01110/10001/10011/10101/11001/10001/01110", "1":"00100/01100/00100/00100/00100/00100/01110",
+  "2":"01110/10001/00001/00010/00100/01000/11111", "3":"11110/00001/00001/01110/00001/00001/11110",
+  "4":"00010/00110/01010/10010/11111/00010/00010", "5":"11111/10000/10000/11110/00001/00001/11110",
+  "6":"01110/10000/10000/11110/10001/10001/01110", "7":"11111/00001/00010/00100/01000/01000/01000",
+  "8":"01110/10001/10001/01110/10001/10001/01110", "9":"01110/10001/10001/01111/00001/00001/01110",
+  A:"01110/10001/10001/11111/10001/10001/10001", B:"11110/10001/10001/11110/10001/10001/11110",
+  C:"01111/10000/10000/10000/10000/10000/01111", D:"11110/10001/10001/10001/10001/10001/11110",
+  E:"11111/10000/10000/11110/10000/10000/11111", F:"11111/10000/10000/11110/10000/10000/10000",
+  G:"01111/10000/10000/10111/10001/10001/01111", H:"10001/10001/10001/11111/10001/10001/10001",
+  I:"01110/00100/00100/00100/00100/00100/01110", J:"00001/00001/00001/00001/10001/10001/01110",
+  K:"10001/10010/10100/11000/10100/10010/10001", L:"10000/10000/10000/10000/10000/10000/11111",
+  M:"10001/11011/10101/10101/10001/10001/10001", N:"10001/11001/10101/10011/10001/10001/10001",
+  O:"01110/10001/10001/10001/10001/10001/01110", P:"11110/10001/10001/11110/10000/10000/10000",
+  Q:"01110/10001/10001/10001/10101/10010/01101", R:"11110/10001/10001/11110/10100/10010/10001",
+  S:"01111/10000/10000/01110/00001/00001/11110", T:"11111/00100/00100/00100/00100/00100/00100",
+  U:"10001/10001/10001/10001/10001/10001/01110", V:"10001/10001/10001/10001/10001/01010/00100",
+  W:"10001/10001/10001/10101/10101/10101/01010", X:"10001/10001/01010/00100/01010/10001/10001",
+  Y:"10001/10001/01010/00100/00100/00100/00100", Z:"11111/00001/00010/00100/01000/10000/11111",
+  " ":"00000/00000/00000/00000/00000/00000/00000",
+});
+
+export const PIECE_GLYPH_ROM = Object.freeze(Object.fromEntries(Object.entries(GLYPH_PATTERNS)
+  .map(([character, pattern]) => [character.charCodeAt(0), Object.freeze(pattern.split("/").map((row) => parseInt(row, 2)))])));
+
+function hash(value) {
+  return createHash("sha256").update(value).digest("hex");
+}
+
+function fixed(value) {
+  if (Number.isInteger(value)) return Math.max(-0x80000000, Math.min(0x7fffffff, value * PIECE_VM.fixedOne)) | 0;
+  if (Array.isArray(value) && value[0] === "ratio" && value.length === 3 && Number.isInteger(value[1]) && Number.isInteger(value[2]) && value[2] !== 0) {
+    return Math.round(value[1] / value[2] * PIECE_VM.fixedOne) | 0;
+  }
+  throw new TypeError("fixed value must be an integer or (ratio numerator denominator)");
+}
+
+function color(args, offset = 0) {
+  const values = args.slice(offset, offset + 3);
+  if (values.length !== 3 || !values.every((value) => Number.isInteger(value) && value >= 0 && value <= 255)) {
+    throw new TypeError("RGB values must be integers in 0..255");
+  }
+  return (values[0] << 16) | (values[1] << 8) | values[2];
+}
+
+function buffer(value) {
+  if (!(value in BUFFER)) throw new TypeError("buffer must be front or back");
+  return BUFFER[value];
+}
+
+function instruction(opcode, a = 0, b = 0, c = 0, immediate = 0) {
+  return { opcode, a, b, c, immediate: immediate | 0 };
+}
+
+function printPieceForm(value) {
+  return Array.isArray(value) ? `(${value.map(printPieceForm).join(" ")})` : String(value);
+}
+
+export function readPieceLisp(source) {
+  const text = String(source || "").trim();
+  if (!text || text.length > 16_384) throw new TypeError("PieceVM Lisp source must be 1..16384 characters");
+  const tokens = text.match(/[()]|[^\s()]+/g) || [];
+  if (tokens.join("").length !== text.replace(/\s/g, "").length) throw new TypeError("unreadable PieceVM Lisp source");
+  let cursor = 0;
+  const read = () => {
+    const token = tokens[cursor++];
+    if (token === undefined) throw new TypeError("unexpected end of PieceVM Lisp source");
+    if (token === ")") throw new TypeError("unexpected ) in PieceVM Lisp source");
+    if (token !== "(") {
+      if (/^-?\d+$/.test(token)) return Number(token);
+      if (!/^[a-z][a-z0-9._/+:-]*$/i.test(token)) throw new TypeError(`invalid PieceVM Lisp symbol: ${token}`);
+      return token.toLowerCase();
+    }
+    const form = [];
+    while (tokens[cursor] !== ")") {
+      if (cursor >= tokens.length) throw new TypeError("unclosed PieceVM Lisp form");
+      form.push(read());
+    }
+    cursor += 1;
+    return form;
+  };
+  const form = read();
+  if (cursor !== tokens.length) throw new TypeError("PieceVM Lisp source must contain one form");
+  return form;
+}
+
+export function compilePieceLisp(source, { resolution = 32 } = {}) {
+  if (![32, 64, 128, 256].includes(resolution)) throw new TypeError("PieceVM resolution must be 32, 64, 128, or 256");
+  const form = readPieceLisp(source);
+  if (!Array.isArray(form) || form[0] !== "piece" || form.length < 2) throw new TypeError("PieceVM source must be (piece instruction...)");
+  const sourceForms = form.slice(1), labels = new Map(), registers = new Map(), vectors = new Map();
+  const functions = new Map(), dataRegions = new Map(), output = [], fixups = [];
+  const validName = (name) => typeof name === "string" && /^[a-z][a-z0-9._-]*$/.test(name);
+  const allocateRegister = (name) => {
+    if (typeof name !== "string" || !/^[a-z][a-z0-9._-]*$/.test(name)) throw new TypeError(`invalid register: ${name}`);
+    if (!registers.has(name)) {
+      if (registers.size >= PIECE_VM.registers) throw new RangeError("PieceVM register budget exceeded");
+      registers.set(name, registers.size);
+    }
+    return registers.get(name);
+  };
+  const reg = (name, scope = null) => scope?.parameterRegisters?.get(name) ?? allocateRegister(name);
+  const declareVector = (name) => {
+    if (!validName(name) || vectors.has(name) || registers.has(name)) {
+      throw new TypeError(`invalid or duplicate vector: ${name}`);
+    }
+    if (registers.size + 3 > PIECE_VM.registers) throw new RangeError("PieceVM vector exceeds register budget");
+    const components = [`${name}.x`, `${name}.y`, `${name}.z`];
+    if (components.some((component) => registers.has(component))) throw new TypeError(`vector components already allocated: ${name}`);
+    const base = registers.size;
+    components.forEach((component, index) => registers.set(component, base + index));
+    vectors.set(name, base);
+  };
+  const vector = (name) => {
+    if (typeof name !== "string" || !vectors.has(name)) throw new TypeError(`unknown PieceVM vector: ${name}`);
+    return vectors.get(name);
+  };
+  let dataOffset = 0;
+  for (const declaration of sourceForms) {
+    if (!Array.isArray(declaration)) continue;
+    if (declaration[0] === "data") {
+      const [, name, length] = declaration;
+      if (declaration.length !== 3 || !validName(name) || !Number.isInteger(length) || length < 1 ||
+          dataRegions.has(name) || dataOffset + length > PIECE_VM.dataBytes) {
+        throw new TypeError(`invalid PieceVM data region: ${printPieceForm(declaration)}`);
+      }
+      dataRegions.set(name, Object.freeze({ offset: dataOffset, length }));
+      dataOffset += length;
+    } else if (declaration[0] === "function") {
+      const [, name, parameters, ...body] = declaration;
+      if (!validName(name) || functions.has(name) || !Array.isArray(parameters) || parameters.length < 1 ||
+          parameters.length > PIECE_VM.maxFunctionArgs || new Set(parameters).size !== parameters.length ||
+          parameters.some((parameter) => !validName(parameter)) || !body.length ||
+          !Array.isArray(body.at(-1)) || body.at(-1)[0] !== "return") {
+        throw new TypeError(`invalid PieceVM function: ${printPieceForm(declaration)}`);
+      }
+      if (body.some((entry) => !Array.isArray(entry) || ["function", "data", "label", "vec3"].includes(entry[0]))) {
+        throw new TypeError(`invalid nested declaration in PieceVM function: ${name}`);
+      }
+      functions.set(name, { name, parameters: [...parameters], body, parameterRegisters: new Map() });
+    }
+  }
+  for (const declaration of sourceForms) {
+    if (Array.isArray(declaration) && declaration[0] === "vec3") {
+      if (declaration.length !== 5) throw new TypeError("vec3 requires a name and three components");
+      declareVector(declaration[1]);
+    }
+  }
+  for (const fn of functions.values()) for (const parameter of fn.parameters) {
+    fn.parameterRegisters.set(parameter, allocateRegister(`${fn.name}.${parameter}`));
+  }
+  const programForms = [];
+  for (const entry of sourceForms) {
+    if (entry?.[0] === "data") continue;
+    if (entry?.[0] === "function") {
+      const fn = functions.get(entry[1]);
+      programForms.push({ form: ["label", fn.name], scope: fn });
+      for (const bodyForm of fn.body) programForms.push({ form: bodyForm, scope: fn });
+    } else programForms.push({ form: entry, scope: null });
+  }
+  const emit = (value) => {
+    output.push(value);
+    if (output.length > PIECE_VM.maxInstructions) throw new RangeError("PieceVM instruction budget exceeded");
+    return output.length - 1;
+  };
+  for (const entry of programForms) {
+    const formInstruction = entry.form, scope = entry.scope;
+    if (!Array.isArray(formInstruction) || typeof formInstruction[0] !== "string") throw new TypeError("PieceVM instructions must be lists");
+    const [name, ...args] = formInstruction;
+    if (name === "label") {
+      if (args.length !== 1 || typeof args[0] !== "string" || labels.has(args[0])) throw new TypeError("invalid or duplicate PieceVM label");
+      labels.set(args[0], output.length); continue;
+    }
+    if (name === "vec3" && args.length === 4) {
+      const base = vector(args[0]);
+      args.slice(1).forEach((component, index) => emit(instruction(PIECE_OPS.constant, base + index, 0, 0, fixed(component))));
+      continue;
+    }
+    let value;
+    if (name === "halt" && args.length === 0) value = instruction(PIECE_OPS.halt);
+    else if (name === "constant" && args.length === 2) value = instruction(PIECE_OPS.constant, reg(args[0], scope), 0, 0, fixed(args[1]));
+    else if (name === "move" && args.length === 2) value = instruction(PIECE_OPS.move, reg(args[0], scope), reg(args[1], scope));
+    else if (["add", "sub", "mul", "div", "less"].includes(name) && args.length === 3)
+      value = instruction(PIECE_OPS[name], reg(args[0], scope), reg(args[1], scope), reg(args[2], scope));
+    else if (name === "jump" && args.length === 1 && typeof args[0] === "string") {
+      value = instruction(PIECE_OPS.jump); fixups.push({ at: output.length, label: args[0] });
+    } else if (name === "call" && args.length >= 1 && typeof args[0] === "string") {
+      const target = args[0], supplied = args.slice(1), fn = functions.get(target);
+      if (!fn && supplied.length) throw new TypeError(`PieceVM label has no argument signature: ${target}`);
+      if (fn && supplied.length !== fn.parameters.length) {
+        throw new TypeError(`PieceVM function ${target} expects ${fn.parameters.length} arguments, received ${supplied.length}`);
+      }
+      if (fn) {
+        const parameters = fn.parameters.map((parameter) => fn.parameterRegisters.get(parameter));
+        const argumentsAtCall = supplied.map((argument) => reg(argument, scope));
+        parameters.forEach((parameter) => emit(instruction(PIECE_OPS.push, parameter)));
+        argumentsAtCall.forEach((argument) => emit(instruction(PIECE_OPS.push, argument)));
+        for (let index = parameters.length - 1; index >= 0; index -= 1) emit(instruction(PIECE_OPS.pop, parameters[index]));
+        const at = emit(instruction(PIECE_OPS.call)); fixups.push({ at, label: target });
+        for (let index = parameters.length - 1; index >= 0; index -= 1) emit(instruction(PIECE_OPS.pop, parameters[index]));
+        continue;
+      }
+      value = instruction(PIECE_OPS.call); fixups.push({ at: output.length, label: target });
+    } else if (name === "jump-if" && args.length === 2 && typeof args[1] === "string") {
+      value = instruction(PIECE_OPS.jumpIf, reg(args[0], scope)); fixups.push({ at: output.length, label: args[1] });
+    } else if (name === "return" && args.length === 0) value = instruction(PIECE_OPS.return);
+    else if (name === "clear" && args.length === 4) value = instruction(PIECE_OPS.clear, buffer(args[0]), 0, 0, color(args, 1));
+    else if (name === "pixel" && args.length === 6) value = instruction(PIECE_OPS.pixel, buffer(args[0]), reg(args[1], scope), reg(args[2], scope), color(args, 3));
+    else if (name === "glyph" && args.length === 7 && Number.isInteger(args[1]) && args[1] >= 32 && args[1] <= 126)
+      value = instruction(PIECE_OPS.glyph, buffer(args[0]), reg(args[2], scope), reg(args[3], scope), ((args[1] & 255) << 24) | color(args, 4));
+    else if (name === "swap" && args.length === 0) value = instruction(PIECE_OPS.swap);
+    else if (name === "identity" && args.length === 0) value = instruction(PIECE_OPS.identity);
+    else if (name === "push-transform" && args.length === 0) value = instruction(PIECE_OPS.pushTransform);
+    else if (name === "pop-transform" && args.length === 0) value = instruction(PIECE_OPS.popTransform);
+    else if (name === "translate" && args.length === 3) value = instruction(PIECE_OPS.translate, reg(args[0], scope), reg(args[1], scope), reg(args[2], scope));
+    else if (["rotate-x", "rotate-y", "rotate-z"].includes(name) && args.length === 1)
+      value = instruction(PIECE_OPS[name.replace(/-([xyz])$/, (_, axis) => axis.toUpperCase())], reg(args[0], scope));
+    else if (name === "perspective" && args.length === 1) value = instruction(PIECE_OPS.perspective, reg(args[0], scope));
+    else if (name === "point3" && args.length === 7)
+      value = instruction(PIECE_OPS.point3, buffer(args[0]), reg(args[1], scope), reg(args[2], scope), (reg(args[3], scope) << 24) | color(args, 4));
+    else if (name === "line3" && args.length === 6)
+      value = instruction(PIECE_OPS.line3, buffer(args[0]), vector(args[1]), vector(args[2]), color(args, 3));
+    else if (name === "triangle3" && args.length === 7)
+      value = instruction(PIECE_OPS.triangle3, buffer(args[0]), vector(args[1]), vector(args[2]), (vector(args[3]) << 24) | color(args, 4));
+    else if (name === "push" && args.length === 1) value = instruction(PIECE_OPS.push, reg(args[0], scope));
+    else if (name === "pop" && args.length === 1) value = instruction(PIECE_OPS.pop, reg(args[0], scope));
+    else if (name === "load8" && args.length === 2) value = instruction(PIECE_OPS.load8, reg(args[0], scope), reg(args[1], scope));
+    else if (name === "store8" && args.length === 2) value = instruction(PIECE_OPS.store8, reg(args[0], scope), reg(args[1], scope));
+    else if (name === "read8" && args.length === 3 && dataRegions.has(args[1])) {
+      const region = dataRegions.get(args[1]);
+      value = instruction(PIECE_OPS.readRegion8, reg(args[0], scope), reg(args[2], scope), 0,
+        (region.length << 16) | region.offset);
+    } else if (name === "write8" && args.length === 3 && dataRegions.has(args[0])) {
+      const region = dataRegions.get(args[0]);
+      value = instruction(PIECE_OPS.writeRegion8, reg(args[1], scope), reg(args[2], scope), 0,
+        (region.length << 16) | region.offset);
+    }
+    else if (name === "sense8" && args.length === 2 && typeof args[1] === "string" && args[1] in PIECE_SENSES)
+      value = instruction(PIECE_OPS.sense8, reg(args[0], scope), 0, 0, PIECE_SENSES[args[1]]);
+    else throw new TypeError(`invalid PieceVM instruction: ${JSON.stringify(formInstruction)}`);
+    emit(value);
+  }
+  for (const fixup of fixups) {
+    if (!labels.has(fixup.label)) throw new TypeError(`unknown PieceVM label: ${fixup.label}`);
+    output[fixup.at].immediate = labels.get(fixup.label);
+  }
+  const swaps = output.reduce((count, value) => count + (value.opcode === PIECE_OPS.swap ? 1 : 0), 0);
+  if (swaps !== 1) throw new TypeError("PieceVM frame must contain exactly one swap");
+  if (output.at(-1)?.opcode !== PIECE_OPS.halt) throw new TypeError("PieceVM frame must end in halt");
+  const bytecode = Buffer.alloc(output.length * PIECE_VM.instructionBytes);
+  output.forEach((value, index) => {
+    const at = index * PIECE_VM.instructionBytes;
+    bytecode[at] = value.opcode; bytecode[at + 1] = value.a; bytecode[at + 2] = value.b; bytecode[at + 3] = value.c;
+    bytecode.writeInt32LE(value.immediate | 0, at + 4);
+  });
+  const canonical = printPieceForm(form);
+  const functionMetadata = Object.fromEntries([...functions].map(([name, fn]) => [name, Object.freeze({
+    parameters: Object.freeze([...fn.parameters]),
+    registers: Object.freeze(fn.parameters.map((parameter) => fn.parameterRegisters.get(parameter))),
+    label: labels.get(name),
+  })]));
+  return Object.freeze({ version: PIECE_VM.version, source: canonical, resolution,
+    instructionCount: output.length, registerCount: registers.size,
+    registers: Object.freeze(Object.fromEntries(registers)), vectors: Object.freeze(Object.fromEntries(vectors)),
+    labels: Object.freeze(Object.fromEntries(labels)), functions: Object.freeze(functionMetadata),
+    data: Object.freeze(Object.fromEntries(dataRegions)),
+    bytecode: bytecode.toString("hex"), bytecodeHash: hash(bytecode) });
+}
+
+function decode(program) {
+  const bytes = Buffer.from(program.bytecode, "hex");
+  if (bytes.length !== program.instructionCount * PIECE_VM.instructionBytes || bytes.length > PIECE_VM.maxInstructions * PIECE_VM.instructionBytes) {
+    throw new TypeError("invalid PieceVM bytecode extent");
+  }
+  return Array.from({ length: program.instructionCount }, (_, index) => {
+    const at = index * PIECE_VM.instructionBytes;
+    const value = instruction(bytes[at], bytes[at + 1], bytes[at + 2], bytes[at + 3], bytes.readInt32LE(at + 4));
+    if (!(value.opcode in OPCODE_NAMES)) throw new TypeError(`unknown PieceVM opcode: ${value.opcode}`);
+    if ([value.a, value.b, value.c].some((register) => register >= PIECE_VM.registers)) throw new TypeError("PieceVM register address exceeds machine");
+    if ([PIECE_OPS.jump, PIECE_OPS.jumpIf, PIECE_OPS.call].includes(value.opcode) && (value.immediate < 0 || value.immediate >= program.instructionCount)) {
+      throw new TypeError("PieceVM control target exceeds code");
+    }
+    if (value.opcode === PIECE_OPS.sense8 && (value.immediate < 0 || value.immediate >= PIECE_VM.senses)) {
+      throw new TypeError("PieceVM sense address exceeds membrane");
+    }
+    if ([PIECE_OPS.readRegion8, PIECE_OPS.writeRegion8].includes(value.opcode)) {
+      const offset = value.immediate & 0xffff, length = (value.immediate >>> 16) & 0xffff;
+      if (!length || offset + length > PIECE_VM.dataBytes) throw new TypeError("PieceVM data region exceeds memory");
+    }
+    if ([PIECE_OPS.clear, PIECE_OPS.pixel, PIECE_OPS.glyph, PIECE_OPS.point3, PIECE_OPS.line3, PIECE_OPS.triangle3].includes(value.opcode) && value.a > 1) {
+      throw new TypeError("PieceVM buffer selector exceeds machine");
+    }
+    if (value.opcode === PIECE_OPS.point3 && ((value.immediate >>> 24) & 255) >= PIECE_VM.registers) {
+      throw new TypeError("PieceVM point vector exceeds registers");
+    }
+    if (value.opcode === PIECE_OPS.line3 && (value.b + 2 >= PIECE_VM.registers || value.c + 2 >= PIECE_VM.registers)) {
+      throw new TypeError("PieceVM line vector exceeds registers");
+    }
+    if (value.opcode === PIECE_OPS.triangle3 && (value.b + 2 >= PIECE_VM.registers || value.c + 2 >= PIECE_VM.registers || ((value.immediate >>> 24) & 255) + 2 >= PIECE_VM.registers)) {
+      throw new TypeError("PieceVM triangle vector exceeds registers");
+    }
+    return value;
+  });
+}
+
+function identityMatrix() {
+  return [1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1];
+}
+
+function matrixMultiply(a, b) {
+  const output = new Array(16).fill(0);
+  for (let row = 0; row < 4; row += 1) for (let column = 0; column < 4; column += 1)
+    for (let k = 0; k < 4; k += 1) output[row * 4 + column] += a[row * 4 + k] * b[k * 4 + column];
+  return output;
+}
+
+function transformPoint(matrix, x, y, z) {
+  const point = [x, y, z, 1], output = [0, 0, 0, 0];
+  for (let row = 0; row < 4; row += 1) for (let k = 0; k < 4; k += 1) output[row] += matrix[row * 4 + k] * point[k];
+  return output;
+}
+
+function projectPoint(state, matrix, registers, base) {
+  const point = transformPoint(matrix, registerNumber(registers, base), registerNumber(registers, base + 1), registerNumber(registers, base + 2));
+  const depth = Math.max(.1, state.perspective + point[2]);
+  return [Math.round(state.resolution / 2 + point[0] / depth * state.resolution / 2),
+    Math.round(state.resolution / 2 - point[1] / depth * state.resolution / 2)];
+}
+
+function clipLine(size, start, end) {
+  let [x0, y0] = start, [x1, y1] = end;
+  const code = (x, y) => (x < 0 ? 1 : x >= size ? 2 : 0) | (y < 0 ? 4 : y >= size ? 8 : 0);
+  for (let guard = 0; guard < 8; guard += 1) {
+    const c0 = code(x0, y0), c1 = code(x1, y1);
+    if (!(c0 | c1)) return [Math.round(x0), Math.round(y0), Math.round(x1), Math.round(y1)];
+    if (c0 & c1) return null;
+    const outside = c0 || c1;
+    let x, y;
+    if (outside & 8) { x = x0 + (x1 - x0) * (size - 1 - y0) / (y1 - y0); y = size - 1; }
+    else if (outside & 4) { x = x0 + (x1 - x0) * -y0 / (y1 - y0); y = 0; }
+    else if (outside & 2) { y = y0 + (y1 - y0) * (size - 1 - x0) / (x1 - x0); x = size - 1; }
+    else { y = y0 + (y1 - y0) * -x0 / (x1 - x0); x = 0; }
+    if (outside === c0) { x0 = x; y0 = y; } else { x1 = x; y1 = y; }
+  }
+  return null;
+}
+
+function paintLine(state, selector, start, end, immediate, consume) {
+  const clipped = clipLine(state.resolution, start, end);
+  if (!clipped) return;
+  let [x0, y0, x1, y1] = clipped;
+  const dx = Math.abs(x1 - x0), sx = x0 < x1 ? 1 : -1;
+  const dy = -Math.abs(y1 - y0), sy = y0 < y1 ? 1 : -1;
+  let error = dx + dy;
+  for (let guard = 0; guard <= state.resolution * 2; guard += 1) {
+    consume(); paint(state, selector, x0, y0, immediate);
+    if (x0 === x1 && y0 === y1) return;
+    const twice = 2 * error;
+    if (twice >= dy) { error += dy; x0 += sx; }
+    if (twice <= dx) { error += dx; y0 += sy; }
+  }
+  throw new Error("PieceVM clipped line exceeded raster bound");
+}
+
+export function createPieceVmState(resolution = 32) {
+  if (![32, 64, 128, 256].includes(resolution)) throw new TypeError("invalid PieceVM state resolution");
+  return {
+    version: PIECE_VM.version, resolution,
+    registers: new Int32Array(PIECE_VM.registers), data: new Uint8Array(PIECE_VM.dataBytes),
+    buffers: [new Uint8Array(resolution * resolution * 3), new Uint8Array(resolution * resolution * 3)],
+    front: 0, back: 1, frame: 0, faults: 0, lastFault: null,
+    perspective: 1, lastTraceHash: null,
+  };
+}
+
+function rgb(immediate) {
+  return [(immediate >>> 16) & 255, (immediate >>> 8) & 255, immediate & 255];
+}
+
+function logicalBuffer(state, selector) {
+  return state.buffers[selector === BUFFER.front ? state.front : state.back];
+}
+
+function paint(state, selector, x, y, immediate) {
+  if (x < 0 || x >= state.resolution || y < 0 || y >= state.resolution) return false;
+  const at = (y * state.resolution + x) * 3, values = rgb(immediate), target = logicalBuffer(state, selector);
+  target[at] = values[0]; target[at + 1] = values[1]; target[at + 2] = values[2];
+  return true;
+}
+
+function registerNumber(registers, index) { return registers[index] / PIECE_VM.fixedOne; }
+
+function safeFixed(value) {
+  if (!Number.isFinite(value)) throw new Error("non-finite PieceVM arithmetic");
+  return Math.max(-0x80000000, Math.min(0x7fffffff, Math.round(value))) | 0;
+}
+
+export function defaultPieceSenses(frame = 0) {
+  const tick = Math.max(0, Math.floor(Number(frame) || 0));
+  return Uint8Array.of((tick * 7) & 255, (Math.floor(tick / 16) % 4) * 85,
+    255, 128, 192, 96, 160, (tick * 29 + 17) & 255);
+}
+
+function pieceSenses(value, frame) {
+  if (value === null || value === undefined) return defaultPieceSenses(frame);
+  if (!ArrayBuffer.isView(value) && !Array.isArray(value)) throw new TypeError("PieceVM senses must be an eight-byte vector");
+  if (value.length !== PIECE_VM.senses) throw new TypeError("PieceVM senses must contain exactly eight channels");
+  const output = new Uint8Array(PIECE_VM.senses);
+  for (let index = 0; index < output.length; index += 1) {
+    if (!Number.isInteger(value[index]) || value[index] < 0 || value[index] > 255) throw new TypeError("PieceVM sense values must be bytes");
+    output[index] = value[index];
+  }
+  return output;
+}
+
+export function runPieceVm(program, { state = null, fuel = PIECE_VM.defaultFuel, senses = null } = {}) {
+  const instructions = decode(program);
+  const vm = state || createPieceVmState(program.resolution);
+  if (vm.resolution !== program.resolution) throw new TypeError("PieceVM program/state profile mismatch");
+  const sensed = pieceSenses(senses, vm.frame);
+  const callStack = [], operandStack = [], transforms = [identityMatrix()], trace = [];
+  let pc = 0, remaining = Math.max(1, Math.floor(fuel)), swapped = false, halted = false, fault = null;
+  const consume = (amount = 1) => {
+    remaining -= amount;
+    if (remaining < 0) throw new Error("PieceVM fuel exhausted");
+  };
+  try {
+    while (!halted) {
+      consume();
+      const value = instructions[pc];
+      if (!value) throw new Error("PieceVM pc escaped code");
+      trace.push([pc, value.opcode, remaining]);
+      let advance = true;
+      const r = vm.registers;
+      if (value.opcode === PIECE_OPS.halt) halted = true;
+      else if (value.opcode === PIECE_OPS.constant) r[value.a] = value.immediate;
+      else if (value.opcode === PIECE_OPS.move) r[value.a] = r[value.b];
+      else if (value.opcode === PIECE_OPS.add) r[value.a] = safeFixed(r[value.b] + r[value.c]);
+      else if (value.opcode === PIECE_OPS.sub) r[value.a] = safeFixed(r[value.b] - r[value.c]);
+      else if (value.opcode === PIECE_OPS.mul) r[value.a] = safeFixed(r[value.b] * r[value.c] / PIECE_VM.fixedOne);
+      else if (value.opcode === PIECE_OPS.div) {
+        if (!r[value.c]) throw new Error("PieceVM division by zero");
+        r[value.a] = safeFixed(r[value.b] * PIECE_VM.fixedOne / r[value.c]);
+      } else if (value.opcode === PIECE_OPS.less) r[value.a] = r[value.b] < r[value.c] ? PIECE_VM.fixedOne : 0;
+      else if (value.opcode === PIECE_OPS.jump) { pc = value.immediate; advance = false; }
+      else if (value.opcode === PIECE_OPS.jumpIf && r[value.a]) { pc = value.immediate; advance = false; }
+      else if (value.opcode === PIECE_OPS.call) {
+        if (callStack.length >= PIECE_VM.maxCallDepth) throw new Error("PieceVM call stack exceeded");
+        callStack.push(pc + 1); pc = value.immediate; advance = false;
+      } else if (value.opcode === PIECE_OPS.return) {
+        if (!callStack.length) throw new Error("PieceVM return stack underflow");
+        pc = callStack.pop(); advance = false;
+      } else if (value.opcode === PIECE_OPS.clear) {
+        const target = logicalBuffer(vm, value.a), values = rgb(value.immediate);
+        consume(vm.resolution * vm.resolution);
+        for (let at = 0; at < target.length; at += 3) { target[at] = values[0]; target[at + 1] = values[1]; target[at + 2] = values[2]; }
+      } else if (value.opcode === PIECE_OPS.pixel) {
+        paint(vm, value.a, Math.trunc(registerNumber(r, value.b)), Math.trunc(registerNumber(r, value.c)), value.immediate);
+      } else if (value.opcode === PIECE_OPS.glyph) {
+        const character = (value.immediate >>> 24) & 255, rows = PIECE_GLYPH_ROM[character] || PIECE_GLYPH_ROM[32];
+        const startX = Math.trunc(registerNumber(r, value.b)), startY = Math.trunc(registerNumber(r, value.c));
+        consume(35);
+        for (let y = 0; y < 7; y += 1) for (let x = 0; x < 5; x += 1)
+          if (rows[y] & (1 << (4 - x))) paint(vm, value.a, startX + x, startY + y, value.immediate & 0xffffff);
+      } else if (value.opcode === PIECE_OPS.swap) {
+        if (swapped) throw new Error("PieceVM swapped more than once");
+        swapped = true;
+      } else if (value.opcode === PIECE_OPS.identity) transforms[transforms.length - 1] = identityMatrix();
+      else if (value.opcode === PIECE_OPS.pushTransform) {
+        if (transforms.length >= PIECE_VM.maxTransformDepth) throw new Error("PieceVM transform stack exceeded");
+        transforms.push([...transforms.at(-1)]);
+      } else if (value.opcode === PIECE_OPS.popTransform) {
+        if (transforms.length <= 1) throw new Error("PieceVM transform stack underflow");
+        transforms.pop();
+      } else if (value.opcode === PIECE_OPS.translate) {
+        const matrix = identityMatrix(); matrix[3] = registerNumber(r, value.a); matrix[7] = registerNumber(r, value.b); matrix[11] = registerNumber(r, value.c);
+        transforms[transforms.length - 1] = matrixMultiply(transforms.at(-1), matrix);
+      } else if ([PIECE_OPS.rotateX, PIECE_OPS.rotateY, PIECE_OPS.rotateZ].includes(value.opcode)) {
+        const angle = registerNumber(r, value.a) * Math.PI * 2, sine = Math.sin(angle), cosine = Math.cos(angle), matrix = identityMatrix();
+        if (value.opcode === PIECE_OPS.rotateX) { matrix[5] = cosine; matrix[6] = -sine; matrix[9] = sine; matrix[10] = cosine; }
+        else if (value.opcode === PIECE_OPS.rotateY) { matrix[0] = cosine; matrix[2] = sine; matrix[8] = -sine; matrix[10] = cosine; }
+        else { matrix[0] = cosine; matrix[1] = -sine; matrix[4] = sine; matrix[5] = cosine; }
+        transforms[transforms.length - 1] = matrixMultiply(transforms.at(-1), matrix);
+      } else if (value.opcode === PIECE_OPS.perspective) vm.perspective = Math.max(.05, Math.abs(registerNumber(r, value.a)));
+      else if (value.opcode === PIECE_OPS.point3) {
+        const zRegister = (value.immediate >>> 24) & 255;
+        const point = transformPoint(transforms.at(-1), registerNumber(r, value.b), registerNumber(r, value.c), registerNumber(r, zRegister));
+        const depth = Math.max(.1, vm.perspective + point[2]);
+        const x = Math.round(vm.resolution / 2 + point[0] / depth * vm.resolution / 2);
+        const y = Math.round(vm.resolution / 2 - point[1] / depth * vm.resolution / 2);
+        paint(vm, value.a, x, y, value.immediate & 0xffffff);
+      } else if (value.opcode === PIECE_OPS.line3) {
+        paintLine(vm, value.a, projectPoint(vm, transforms.at(-1), r, value.b), projectPoint(vm, transforms.at(-1), r, value.c), value.immediate, consume);
+      } else if (value.opcode === PIECE_OPS.triangle3) {
+        const third = (value.immediate >>> 24) & 255, ink = value.immediate & 0xffffff;
+        const points = [projectPoint(vm, transforms.at(-1), r, value.b), projectPoint(vm, transforms.at(-1), r, value.c), projectPoint(vm, transforms.at(-1), r, third)];
+        paintLine(vm, value.a, points[0], points[1], ink, consume);
+        paintLine(vm, value.a, points[1], points[2], ink, consume);
+        paintLine(vm, value.a, points[2], points[0], ink, consume);
+      } else if (value.opcode === PIECE_OPS.push) {
+        if (operandStack.length >= 256) throw new Error("PieceVM operand stack exceeded");
+        operandStack.push(r[value.a]);
+      } else if (value.opcode === PIECE_OPS.pop) {
+        if (!operandStack.length) throw new Error("PieceVM operand stack underflow");
+        r[value.a] = operandStack.pop();
+      } else if (value.opcode === PIECE_OPS.load8) {
+        const address = Math.trunc(registerNumber(r, value.b));
+        if (address < 0 || address >= vm.data.length) throw new Error("PieceVM load8 address exceeds data");
+        r[value.a] = vm.data[address] * PIECE_VM.fixedOne;
+      } else if (value.opcode === PIECE_OPS.store8) {
+        const address = Math.trunc(registerNumber(r, value.a));
+        if (address < 0 || address >= vm.data.length) throw new Error("PieceVM store8 address exceeds data");
+        vm.data[address] = Math.trunc(registerNumber(r, value.b)) & 255;
+      } else if (value.opcode === PIECE_OPS.sense8) {
+        r[value.a] = Math.round(sensed[value.immediate] * PIECE_VM.fixedOne / 255);
+      } else if (value.opcode === PIECE_OPS.readRegion8) {
+        const offset = value.immediate & 0xffff, length = (value.immediate >>> 16) & 0xffff;
+        const index = Math.trunc(registerNumber(r, value.b));
+        if (index < 0 || index >= length) throw new Error("PieceVM read8 index exceeds data region");
+        r[value.a] = vm.data[offset + index] * PIECE_VM.fixedOne;
+      } else if (value.opcode === PIECE_OPS.writeRegion8) {
+        const offset = value.immediate & 0xffff, length = (value.immediate >>> 16) & 0xffff;
+        const index = Math.trunc(registerNumber(r, value.a));
+        if (index < 0 || index >= length) throw new Error("PieceVM write8 index exceeds data region");
+        vm.data[offset + index] = Math.trunc(registerNumber(r, value.b)) & 255;
+      }
+      if (advance) pc += 1;
+    }
+    if (!swapped) throw new Error("PieceVM halted without publishing a frame");
+    if (callStack.length) throw new Error("PieceVM halted with live call frames");
+    if (operandStack.length) throw new Error("PieceVM halted with live operand values");
+    if (transforms.length !== 1) throw new Error("PieceVM halted with live transform frames");
+    [vm.front, vm.back] = [vm.back, vm.front];
+  } catch (error) {
+    fault = String(error?.message || error);
+    vm.faults += 1; vm.lastFault = fault;
+  }
+  if (!fault) { vm.frame += 1; vm.lastFault = null; }
+  vm.lastTraceHash = hash(JSON.stringify(trace));
+  return { state: vm, halted, swapped, fault, fuelUsed: fuel - remaining,
+    frontHash: hash(vm.buffers[vm.front]), traceHash: vm.lastTraceHash, trace };
+}
+
+export function verifyPieceProgram(program, { fuel = PIECE_VM.defaultFuel } = {}) {
+  const first = runPieceVm(program, { fuel });
+  if (first.fault || !first.swapped) return Object.freeze({ valid: false, error: first.fault || "no swap" });
+  const second = runPieceVm(program, { state: first.state, fuel });
+  if (second.fault || !second.swapped) return Object.freeze({ valid: false, error: second.fault || "no second swap" });
+  return Object.freeze({ valid: true, version: PIECE_VM.version, bytecodeHash: program.bytecodeHash,
+    instructionCount: program.instructionCount, registerCount: program.registerCount,
+    resolution: program.resolution, frames: 2, frontHashes: Object.freeze([first.frontHash, second.frontHash]),
+    traceHashes: Object.freeze([first.traceHash, second.traceHash]), fuel: Object.freeze([first.fuelUsed, second.fuelUsed]) });
+}
diff --git a/experiments/intelligent-terrarium/src/pixel-groove.mjs b/experiments/intelligent-terrarium/src/pixel-groove.mjs
new file mode 100644
index 0000000000..71d5b970b9
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/pixel-groove.mjs
@@ -0,0 +1,446 @@
+const SIDE = 160;
+const FIELD_SIDE = 128;
+const MARGIN = 16;
+const PIXELS = SIDE * SIDE - FIELD_SIDE * FIELD_SIDE;
+const BYTES = PIXELS * 3;
+
+export const GROOVE_LAYOUT = Object.freeze({
+  version: 1,
+  side: SIDE,
+  fieldSide: FIELD_SIDE,
+  margin: MARGIN,
+  pixels: PIXELS,
+  bytes: BYTES,
+  tracks: Object.freeze({
+    header: Object.freeze({ base: 0, pixels: 64, protected: true }),
+    sequence: Object.freeze({ base: 64, pixels: 64, protected: true }),
+    functions: Object.freeze({ base: 128, pixels: 64, protected: true }),
+    bodies: Object.freeze({ base: 192, pixels: 288, protected: true }),
+    projection: Object.freeze({ base: 480, pixels: 48, protected: true }),
+    lifecycle: Object.freeze({ base: 528, pixels: 128, protected: true }),
+    state: Object.freeze({ base: 656, pixels: 64, protected: false }),
+    sprites: Object.freeze({ base: 720, pixels: 4100, protected: false }),
+    proposals: Object.freeze({ base: 4820, pixels: 288, protected: false }),
+    source: Object.freeze({ base: 5108, pixels: 192, protected: true }),
+    fringe: Object.freeze({ base: 5300, pixels: PIXELS - 5300, protected: false }),
+  }),
+});
+
+export const GROOVE_HEADER = Object.freeze({
+  magic: 0,
+  version: 4,
+  headerBytes: 6,
+  totalBytes: 8,
+  protectedHash: 12,
+  generation: 16,
+  instructionCount: 20,
+  entrypoint: 22,
+  initialPc: 24,
+  functionCount: 26,
+  lifecycleCount: 28,
+  sourceLength: 30,
+  id: 32,
+  parent: 56,
+  createdIteration: 80,
+  layoutEnd: 84,
+  authorityUtcLow: 88,
+  authorityUtcHigh: 92,
+  entropySource: 96,
+  entropySeed: 100,
+  fieldResolution: 104,
+  fieldBytes: 108,
+  profileCode: 112,
+});
+
+export const HARDWARE_PROFILES = Object.freeze({
+  quarter: Object.freeze({ name: "quarter", label: "Q", code: 1, resolution: 32, scale: .25 }),
+  half: Object.freeze({ name: "half", label: "H", code: 2, resolution: 64, scale: .5 }),
+  standard: Object.freeze({ name: "standard", label: "1X", code: 3, resolution: 128, scale: 1 }),
+  double: Object.freeze({ name: "double", label: "2X", code: 4, resolution: 256, scale: 2 }),
+});
+
+export function hardwareProfile(value = "standard") {
+  const profile = typeof value === "number"
+    ? Object.values(HARDWARE_PROFILES).find((entry) => entry.resolution === value || entry.code === value)
+    : HARDWARE_PROFILES[String(value).toLowerCase()];
+  if (!profile) throw new TypeError("hardware profile must be quarter, half, standard, or double");
+  return profile;
+}
+
+export const GROOVE_STATE = Object.freeze({
+  tag: 0,
+  pc: 1,
+  lifecycleVector: 3,
+  probeEpoch: 4,
+  failedReprobes: 8,
+  sequencePasses: 12,
+  projectionGeneration: 16,
+  needlePixel: 20,
+  flags: 24,
+});
+
+export const LIFECYCLE_VECTORS = Object.freeze({
+  boot: 0,
+  tick: 1,
+  reprobe: 2,
+  organized: 3,
+  graft: 4,
+  terminal: 5,
+  zero: 6,
+  start: 7,
+});
+
+export const LIFECYCLE_OPS = Object.freeze({
+  return: 0,
+  resetPc: 1,
+  executeSequence: 2,
+  synthesize: 3,
+  advanceFringe: 4,
+  incrementProbe: 5,
+  selectMode: 6,
+  applySeedMode: 7,
+  resetLife: 8,
+  applyOrganized: 9,
+  applyGraft: 10,
+  incrementFailed: 11,
+  callVector: 12,
+  zeroRuntime: 13,
+});
+
+export const MICRO_OPS = Object.freeze({
+  self: 1, arg: 2, x: 3, y: 4, depth: 5, time: 6, energy: 7, constant: 8,
+  add: 9, sub: 10, mul: 11, div: 12, xor: 13, and: 14, or: 15,
+  sin: 16, cos: 17, tanh: 18, abs: 19, min: 20, max: 21, solar: 22, return: 23,
+});
+
+const FUNCTION_NAMES = Object.freeze([
+  "add", "xor", "shift", "mix", "solarize", "blur", "edges", "rotate", "mirror",
+  "channels", "and", "or", "line", "triangle", "flood", "box", "copy", "paste",
+  "cellular",
+]);
+
+function assertBuffer(value, length = BYTES) {
+  if (!(value instanceof Uint8Array) || value.length !== length) {
+    throw new TypeError(`PixelGroove must be exactly ${length} bytes`);
+  }
+  return value;
+}
+
+function byteOffset(track, pixel = 0) {
+  const region = GROOVE_LAYOUT.tracks[track];
+  if (!region || pixel < 0 || pixel >= region.pixels) throw new RangeError(`invalid groove address ${track}:${pixel}`);
+  return (region.base + pixel) * 3;
+}
+
+function writeU16(bytes, offset, value) {
+  bytes[offset] = value & 255;
+  bytes[offset + 1] = (value >>> 8) & 255;
+}
+
+function readU16(bytes, offset) {
+  return bytes[offset] | (bytes[offset + 1] << 8);
+}
+
+function writeU32(bytes, offset, value) {
+  bytes[offset] = value & 255;
+  bytes[offset + 1] = (value >>> 8) & 255;
+  bytes[offset + 2] = (value >>> 16) & 255;
+  bytes[offset + 3] = (value >>> 24) & 255;
+}
+
+function readU32(bytes, offset) {
+  return (bytes[offset] | (bytes[offset + 1] << 8) | (bytes[offset + 2] << 16) | (bytes[offset + 3] << 24)) >>> 0;
+}
+
+function writeText(bytes, offset, capacity, value) {
+  const encoded = Buffer.from(String(value || ""), "utf8").subarray(0, capacity);
+  bytes.fill(0, offset, offset + capacity);
+  bytes.set(encoded, offset);
+  return encoded.length;
+}
+
+function readText(bytes, offset, capacity) {
+  const end = bytes.indexOf(0, offset);
+  return Buffer.from(bytes.subarray(offset, end < 0 || end > offset + capacity ? offset + capacity : end)).toString("utf8");
+}
+
+export function grooveCoordinates() {
+  const coordinates = [];
+  for (let ring = 0; ring < MARGIN; ring += 1) {
+    const low = ring, high = SIDE - 1 - ring;
+    for (let x = low; x <= high; x += 1) coordinates.push([x, low]);
+    for (let y = low + 1; y <= high; y += 1) coordinates.push([high, y]);
+    for (let x = high - 1; x >= low; x -= 1) coordinates.push([x, high]);
+    for (let y = high - 1; y > low; y -= 1) coordinates.push([low, y]);
+  }
+  if (coordinates.length !== PIXELS) throw new Error(`invalid groove geometry: ${coordinates.length}`);
+  return coordinates;
+}
+
+const COORDINATES = grooveCoordinates();
+
+function protectedHash(bytes) {
+  let value = 2166136261;
+  const headerEnd = GROOVE_LAYOUT.tracks.header.pixels * 3;
+  for (let offset = 0; offset < headerEnd; offset += 1) {
+    const byte = offset >= GROOVE_HEADER.protectedHash && offset < GROOVE_HEADER.protectedHash + 4 ? 0 : bytes[offset];
+    value ^= byte;
+    value = Math.imul(value, 16777619) >>> 0;
+  }
+  for (const [name, track] of Object.entries(GROOVE_LAYOUT.tracks)) {
+    if (!track.protected || name === "header") continue;
+    const begin = track.base * 3, end = begin + track.pixels * 3;
+    for (let offset = begin; offset < end; offset += 1) {
+      value ^= bytes[offset];
+      value = Math.imul(value, 16777619) >>> 0;
+    }
+  }
+  return value >>> 0;
+}
+
+function writeMicroBody(bytes, bodyIndex, operations) {
+  if (bodyIndex < 0 || bodyIndex >= 18) throw new RangeError("invalid function body");
+  for (let index = 0; index < 16; index += 1) {
+    const at = byteOffset("bodies", bodyIndex * 16 + index);
+    const cell = operations[index] || { op: MICRO_OPS.return, literal: 0 };
+    bytes[at] = 0x90;
+    bytes[at + 1] = cell.op;
+    bytes[at + 2] = Math.max(-128, Math.min(127, Math.round((cell.literal || 0) * 64))) & 255;
+  }
+}
+
+function writeProjectionBody(bytes, axis, operations) {
+  for (let index = 0; index < 16; index += 1) {
+    const at = byteOffset("projection", axis * 16 + index);
+    const cell = operations[index] || { op: MICRO_OPS.return, literal: 0 };
+    bytes[at] = 0x90;
+    bytes[at + 1] = cell.op;
+    bytes[at + 2] = Math.max(-128, Math.min(127, Math.round((cell.literal || 0) * 64))) & 255;
+  }
+}
+
+function op(...operations) {
+  return operations.map((entry) => typeof entry === "number" ? { op: entry } : entry);
+}
+
+function seedFunctions(bytes) {
+  const resident = new Map([
+    [1, op(MICRO_OPS.self, MICRO_OPS.arg, MICRO_OPS.add, MICRO_OPS.return)],
+    [2, op(MICRO_OPS.self, MICRO_OPS.arg, MICRO_OPS.xor, MICRO_OPS.return)],
+    [5, op(MICRO_OPS.self, MICRO_OPS.arg, MICRO_OPS.solar, MICRO_OPS.return)],
+    [11, op(MICRO_OPS.self, MICRO_OPS.arg, MICRO_OPS.and, MICRO_OPS.return)],
+    [12, op(MICRO_OPS.self, MICRO_OPS.arg, MICRO_OPS.or, MICRO_OPS.return)],
+  ]);
+  for (let opcode = 1; opcode <= FUNCTION_NAMES.length; opcode += 1) {
+    const entry = byteOffset("functions", (opcode - 1) * 3);
+    const body = opcode <= 18 ? GROOVE_LAYOUT.tracks.bodies.base + (opcode - 1) * 16 : 0;
+    bytes.set([0x70, resident.has(opcode) ? 0x05 : 0x01, opcode === 5 ? 2 : 4], entry);
+    bytes[entry + 3] = opcode;
+    writeU16(bytes, entry + 4, body);
+    bytes[entry + 6] = resident.has(opcode) ? resident.get(opcode).length : 0;
+    bytes[entry + 7] = opcode;
+    bytes[entry + 8] = 0;
+    if (opcode <= 18) writeMicroBody(bytes, opcode - 1, resident.get(opcode) || op(MICRO_OPS.return));
+  }
+}
+
+function seedProjection(bytes) {
+  writeProjectionBody(bytes, 0, op(MICRO_OPS.time, MICRO_OPS.sin, MICRO_OPS.energy, MICRO_OPS.mul, MICRO_OPS.tanh, MICRO_OPS.return));
+  writeProjectionBody(bytes, 1, op(MICRO_OPS.time, MICRO_OPS.cos, MICRO_OPS.energy, MICRO_OPS.mul, MICRO_OPS.tanh, MICRO_OPS.return));
+  writeProjectionBody(bytes, 2, op(MICRO_OPS.depth, MICRO_OPS.energy, MICRO_OPS.sub, MICRO_OPS.tanh, MICRO_OPS.return));
+}
+
+function seedLifecycle(bytes) {
+  const O = LIFECYCLE_OPS;
+  const V = LIFECYCLE_VECTORS;
+  const programs = [
+    [O.resetPc, O.return],
+    [O.executeSequence, O.synthesize, O.advanceFringe, O.return],
+    [O.incrementProbe, O.selectMode, O.applySeedMode, O.resetLife, O.return],
+    [O.applyOrganized, O.resetLife, O.return],
+    [O.applyGraft, O.resetLife, O.return],
+    [O.incrementFailed, { op: O.callVector, a: V.reprobe }, O.return],
+    [O.zeroRuntime, O.resetLife, O.return],
+    [O.resetPc, { op: O.callVector, a: V.boot }, O.return],
+  ];
+  programs.forEach((program, vector) => {
+    for (let index = 0; index < 16; index += 1) {
+      const at = byteOffset("lifecycle", vector * 16 + index);
+      const instruction = program[index] ?? O.return;
+      bytes[at] = typeof instruction === "number" ? instruction : instruction.op;
+      bytes[at + 1] = typeof instruction === "number" ? 0 : instruction.a || 0;
+      bytes[at + 2] = typeof instruction === "number" ? 0 : instruction.b || 0;
+    }
+  });
+}
+
+function initializeState(bytes, pc = 0) {
+  const state = byteOffset("state");
+  bytes[state + GROOVE_STATE.tag] = 0xa0;
+  writeU16(bytes, state + GROOVE_STATE.pc, pc);
+  bytes[state + GROOVE_STATE.lifecycleVector] = LIFECYCLE_VECTORS.start;
+  writeU32(bytes, state + GROOVE_STATE.needlePixel, GROOVE_LAYOUT.tracks.sequence.base + pc * 8);
+}
+
+export function zeroPixelGroove({ id = "blank", parent = "", generation = 0, iteration = 0,
+  authorityUtcMs = 0, entropySource = "memory", entropySeed = 0, profile = "standard" } = {}) {
+  const bytes = new Uint8Array(BYTES);
+  const machine = hardwareProfile(profile);
+  const header = byteOffset("header");
+  bytes.set(Buffer.from("PGR1"), header + GROOVE_HEADER.magic);
+  writeU16(bytes, header + GROOVE_HEADER.version, GROOVE_LAYOUT.version);
+  writeU16(bytes, header + GROOVE_HEADER.headerBytes, GROOVE_LAYOUT.tracks.header.pixels * 3);
+  writeU32(bytes, header + GROOVE_HEADER.totalBytes, BYTES);
+  writeU32(bytes, header + GROOVE_HEADER.generation, generation >>> 0);
+  writeU16(bytes, header + GROOVE_HEADER.instructionCount, 0);
+  writeU16(bytes, header + GROOVE_HEADER.entrypoint, 0);
+  writeU16(bytes, header + GROOVE_HEADER.initialPc, 0);
+  writeU16(bytes, header + GROOVE_HEADER.functionCount, FUNCTION_NAMES.length);
+  writeU16(bytes, header + GROOVE_HEADER.lifecycleCount, Object.keys(LIFECYCLE_VECTORS).length);
+  writeText(bytes, header + GROOVE_HEADER.id, 24, id);
+  writeText(bytes, header + GROOVE_HEADER.parent, 24, parent);
+  writeU32(bytes, header + GROOVE_HEADER.createdIteration, iteration >>> 0);
+  writeU32(bytes, header + GROOVE_HEADER.layoutEnd, GROOVE_LAYOUT.tracks.fringe.base);
+  const authority = Math.max(0, Math.min(Number.MAX_SAFE_INTEGER, Number(authorityUtcMs) || 0));
+  writeU32(bytes, header + GROOVE_HEADER.authorityUtcLow, authority >>> 0);
+  writeU32(bytes, header + GROOVE_HEADER.authorityUtcHigh, Math.floor(authority / 0x100000000));
+  bytes[header + GROOVE_HEADER.entropySource] = entropySource === "ac-utc+memory" ? 2 : 1;
+  writeU32(bytes, header + GROOVE_HEADER.entropySeed, Number(entropySeed) >>> 0);
+  writeU16(bytes, header + GROOVE_HEADER.fieldResolution, machine.resolution);
+  writeU32(bytes, header + GROOVE_HEADER.fieldBytes, machine.resolution * machine.resolution * 3);
+  bytes[header + GROOVE_HEADER.profileCode] = machine.code;
+  seedFunctions(bytes);
+  seedProjection(bytes);
+  seedLifecycle(bytes);
+  initializeState(bytes);
+  writeU32(bytes, header + GROOVE_HEADER.protectedHash, protectedHash(bytes));
+  return bytes;
+}
+
+export function startPixelGroove({ id, parent = "", generation = 0, iteration = 0, source, bytecode,
+  authorityUtcMs = 0, entropySource = "memory", entropySeed = 0, profile = "standard" }) {
+  const code = typeof bytecode === "string" ? Buffer.from(bytecode, "hex") : Buffer.from(bytecode || []);
+  if (!id || !/^[a-zA-Z0-9._:-]{1,23}$/.test(id)) throw new TypeError("PixelGroove requires a bounded id");
+  if (!code.length || code.length % 24 !== 0 || code.length > GROOVE_LAYOUT.tracks.sequence.pixels * 3) {
+    throw new TypeError("PixelGroove sequence must contain 1..8 complete 24-byte instructions");
+  }
+  const bytes = zeroPixelGroove({ id, parent, generation, iteration, authorityUtcMs, entropySource, entropySeed, profile });
+  bytes.set(code, byteOffset("sequence"));
+  const sourceBytes = Buffer.from(String(source || ""), "utf8");
+  if (sourceBytes.length > GROOVE_LAYOUT.tracks.source.pixels * 3) throw new TypeError("PixelGroove source exceeds source track");
+  bytes.set(sourceBytes, byteOffset("source"));
+  const header = byteOffset("header");
+  writeU16(bytes, header + GROOVE_HEADER.instructionCount, code.length / 24);
+  writeU16(bytes, header + GROOVE_HEADER.sourceLength, sourceBytes.length);
+  writeU32(bytes, header + GROOVE_HEADER.protectedHash, protectedHash(bytes));
+  return bytes;
+}
+
+export function inspectPixelGroove(value) {
+  const bytes = assertBuffer(typeof value === "string" ? new Uint8Array(Buffer.from(value, "hex")) : value);
+  const header = byteOffset("header"), state = byteOffset("state");
+  const magic = Buffer.from(bytes.subarray(header, header + 4)).toString("ascii");
+  const expectedHash = readU32(bytes, header + GROOVE_HEADER.protectedHash);
+  const actualHash = protectedHash(bytes);
+  const instructionCount = readU16(bytes, header + GROOVE_HEADER.instructionCount);
+  const sourceLength = readU16(bytes, header + GROOVE_HEADER.sourceLength);
+  const fieldResolution = readU16(bytes, header + GROOVE_HEADER.fieldResolution);
+  const profile = Object.values(HARDWARE_PROFILES).find((entry) => entry.code === bytes[header + GROOVE_HEADER.profileCode]);
+  const errors = [];
+  if (magic !== "PGR1") errors.push("bad magic");
+  if (readU16(bytes, header + GROOVE_HEADER.version) !== GROOVE_LAYOUT.version) errors.push("unsupported version");
+  if (readU32(bytes, header + GROOVE_HEADER.totalBytes) !== BYTES) errors.push("bad extent");
+  if (instructionCount > 8) errors.push("sequence exceeds track");
+  if (sourceLength > GROOVE_LAYOUT.tracks.source.pixels * 3) errors.push("source exceeds track");
+  if (!profile || profile.resolution !== fieldResolution || readU32(bytes, header + GROOVE_HEADER.fieldBytes) !== fieldResolution * fieldResolution * 3) {
+    errors.push("invalid hardware profile");
+  }
+  if (expectedHash !== actualHash) errors.push("protected hash mismatch");
+  const densityFor = (base, pixels) => {
+    let occupiedBytes = 0, occupiedPixels = 0;
+    for (let pixel = base; pixel < base + pixels; pixel += 1) {
+      const at = pixel * 3;
+      if (bytes[at] || bytes[at + 1] || bytes[at + 2]) occupiedPixels += 1;
+      occupiedBytes += Number(bytes[at] !== 0) + Number(bytes[at + 1] !== 0) + Number(bytes[at + 2] !== 0);
+    }
+    return Object.freeze({ occupiedPixels, pixels, pixelFill: occupiedPixels / pixels,
+      occupiedBytes, bytes: pixels * 3, byteFill: occupiedBytes / (pixels * 3) });
+  };
+  const trackDensity = Object.freeze(Object.fromEntries(Object.entries(GROOVE_LAYOUT.tracks)
+    .map(([name, track]) => [name, densityFor(track.base, track.pixels)])));
+  return Object.freeze({
+    valid: errors.length === 0,
+    errors: Object.freeze(errors),
+    version: readU16(bytes, header + GROOVE_HEADER.version),
+    id: readText(bytes, header + GROOVE_HEADER.id, 24),
+    parent: readText(bytes, header + GROOVE_HEADER.parent, 24),
+    generation: readU32(bytes, header + GROOVE_HEADER.generation),
+    iteration: readU32(bytes, header + GROOVE_HEADER.createdIteration),
+    authorityUtcMs: readU32(bytes, header + GROOVE_HEADER.authorityUtcLow) +
+      readU32(bytes, header + GROOVE_HEADER.authorityUtcHigh) * 0x100000000,
+    entropySource: bytes[header + GROOVE_HEADER.entropySource] === 2 ? "ac-utc+memory" : "memory",
+    entropySeed: readU32(bytes, header + GROOVE_HEADER.entropySeed),
+    hardware: profile ? Object.freeze({ ...profile, fieldBytes: fieldResolution * fieldResolution * 3 }) : null,
+    instructionCount,
+    entrypoint: readU16(bytes, header + GROOVE_HEADER.entrypoint),
+    pc: readU16(bytes, state + GROOVE_STATE.pc),
+    needlePixel: readU32(bytes, state + GROOVE_STATE.needlePixel),
+    source: Buffer.from(bytes.subarray(byteOffset("source"), byteOffset("source") + sourceLength)).toString("utf8"),
+    protectedHash: expectedHash.toString(16).padStart(8, "0"),
+    density: Object.freeze({ overall: densityFor(0, GROOVE_LAYOUT.pixels), tracks: trackDensity }),
+    tracks: Object.freeze(Object.fromEntries(Object.entries(GROOVE_LAYOUT.tracks).map(([name, track]) => [name, Object.freeze({ ...track, bytes: track.pixels * 3 })]))),
+  });
+}
+
+export function readGrooveInstruction(value, instruction) {
+  const bytes = assertBuffer(value);
+  const record = inspectPixelGroove(bytes);
+  if (!record.valid || instruction < 0 || instruction >= record.instructionCount) return null;
+  const begin = byteOffset("sequence", instruction * 8);
+  return bytes.slice(begin, begin + 24);
+}
+
+export function stepPixelGroove(value) {
+  const bytes = assertBuffer(value).slice();
+  const record = inspectPixelGroove(bytes);
+  if (!record.valid || !record.instructionCount) return { groove: bytes, instruction: null, record };
+  const pc = record.pc % record.instructionCount;
+  const instruction = readGrooveInstruction(bytes, pc);
+  const nextPc = (pc + 1) % record.instructionCount;
+  const state = byteOffset("state");
+  writeU16(bytes, state + GROOVE_STATE.pc, nextPc);
+  writeU32(bytes, state + GROOVE_STATE.sequencePasses,
+    readU32(bytes, state + GROOVE_STATE.sequencePasses) + (nextPc === 0 ? 1 : 0));
+  writeU32(bytes, state + GROOVE_STATE.needlePixel, GROOVE_LAYOUT.tracks.sequence.base + nextPc * 8);
+  return { groove: bytes, instruction, record: inspectPixelGroove(bytes) };
+}
+
+export function printPixelGroove(value, { field = null } = {}) {
+  const bytes = assertBuffer(value);
+  const rgb = new Uint8Array(SIDE * SIDE * 3);
+  for (let pixel = 0; pixel < COORDINATES.length; pixel += 1) {
+    const [x, y] = COORDINATES[pixel], destination = (y * SIDE + x) * 3;
+    rgb.set(bytes.subarray(pixel * 3, pixel * 3 + 3), destination);
+  }
+  if (field) {
+    const input = typeof field === "string" ? Buffer.from(field, "hex") : field;
+    const sourceSide = inspectPixelGroove(bytes).hardware?.resolution || FIELD_SIDE;
+    if (!(input instanceof Uint8Array) || input.length !== sourceSide * sourceSide * 3) {
+      throw new TypeError(`field must match the record's ${sourceSide}x${sourceSide} RGB profile`);
+    }
+    for (let y = 0; y < FIELD_SIDE; y += 1) {
+      for (let x = 0; x < FIELD_SIDE; x += 1) {
+        const sourceX = Math.min(sourceSide - 1, Math.floor(x * sourceSide / FIELD_SIDE));
+        const sourceY = Math.min(sourceSide - 1, Math.floor(y * sourceSide / FIELD_SIDE));
+        const source = (sourceY * sourceSide + sourceX) * 3;
+        const destination = ((y + MARGIN) * SIDE + x + MARGIN) * 3;
+        rgb[destination] = input[source]; rgb[destination + 1] = input[source + 1]; rgb[destination + 2] = input[source + 2];
+      }
+    }
+  }
+  return Buffer.concat([Buffer.from(`P6\n${SIDE} ${SIDE}\n255\n`), Buffer.from(rgb)]);
+}
+
+export function grooveHex(value) {
+  return Buffer.from(assertBuffer(value)).toString("hex");
+}
diff --git a/experiments/intelligent-terrarium/src/sort-soup.mjs b/experiments/intelligent-terrarium/src/sort-soup.mjs
new file mode 100644
index 0000000000..97983e0315
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/sort-soup.mjs
@@ -0,0 +1,1266 @@
+import { hash } from "./canonical.mjs";
+import { Prng } from "./prng.mjs";
+import { GROOVE_LAYOUT, HARDWARE_PROFILES, hardwareProfile, grooveHex, inspectPixelGroove, startPixelGroove } from "./pixel-groove.mjs";
+
+const ALGORITHMS = Object.freeze(["bubble", "insertion", "selection", "merge", "quick", "heap"]);
+const MAX_SOURCE = 512;
+const MAX_TRACE = 2048;
+const MAX_OPS = 50_000_000;
+const GRID = Object.freeze({ width: 12, height: 8 });
+const BASE_RASTER = Object.freeze({
+  width: 128, height: 128, channels: 3, pixels: 128 * 128,
+  bytes: 128 * 128 * 3, maxStages: 8, bytecodeStride: 24,
+  permaMargin: 16, permaCells: 160 * 160 - 128 * 128,
+  permaCellBytes: 3, permaBytes: GROOVE_LAYOUT.bytes,
+  marginCoreCells: GROOVE_LAYOUT.tracks.state.base, spriteSlots: 4, spriteSize: 32,
+  spriteCells: 1 + 32 * 32,
+  marginProtectedCells: GROOVE_LAYOUT.tracks.source.base + GROOVE_LAYOUT.tracks.source.pixels,
+});
+let RASTER = BASE_RASTER;
+const PROFILE_LIST = Object.freeze(Object.values(HARDWARE_PROFILES));
+const RASTER_CAPACITY = GRID.width * GRID.height * 4 * 4 * 4 * PROFILE_LIST.length;
+
+function rasterGeometry(profile) {
+  const machine = hardwareProfile(profile);
+  return Object.freeze({ ...BASE_RASTER,
+    width: machine.resolution, height: machine.resolution,
+    pixels: machine.resolution ** 2, bytes: machine.resolution ** 2 * BASE_RASTER.channels,
+  });
+}
+
+function scaleRasterPlan(plan, profile) {
+  const machine = hardwareProfile(profile);
+  if (machine.resolution === BASE_RASTER.width) return plan;
+  const coordinate = (value) => Math.max(0, Math.min(machine.resolution - 1,
+    Math.round(value * (machine.resolution - 1) / (BASE_RASTER.width - 1))));
+  const extent = (value) => Math.max(1, Math.round(value * machine.resolution / BASE_RASTER.width));
+  const offset = (value) => value === 0 ? 0 : Math.sign(value) * Math.max(1, Math.round(Math.abs(value) * machine.scale));
+  const operations = plan.operations.map(({ name, args }) => {
+    const next = [...args];
+    if (name === "line") for (const index of [0, 1, 2, 3]) next[index] = coordinate(next[index]);
+    else if (name === "triangle") for (const index of [0, 1, 2, 3, 4, 5]) next[index] = coordinate(next[index]);
+    else if (name === "flood") for (const index of [0, 1]) next[index] = coordinate(next[index]);
+    else if (name === "box") {
+      next[0] = coordinate(next[0]); next[1] = coordinate(next[1]);
+      next[2] = Math.min(machine.resolution - next[0], extent(next[2]));
+      next[3] = Math.min(machine.resolution - next[1], extent(next[3]));
+    } else if (name === "copy") {
+      next[0] = coordinate(next[0]); next[1] = coordinate(next[1]);
+      next[2] = Math.min(BASE_RASTER.spriteSize, machine.resolution - next[0], extent(next[2]));
+      next[3] = Math.min(BASE_RASTER.spriteSize, machine.resolution - next[1], extent(next[3]));
+    } else if (name === "paste") {
+      next[1] = coordinate(next[1]); next[2] = coordinate(next[2]);
+    } else if (name === "shift" || name === "mix") {
+      next[0] = offset(next[0]); next[1] = offset(next[1]);
+    }
+    return Object.freeze({ name, args: Object.freeze(next) });
+  });
+  return Object.freeze({ ...plan, operations: Object.freeze(operations) });
+}
+
+function round(value, places = 6) {
+  const scale = 10 ** places;
+  return Math.round(value * scale) / scale;
+}
+
+function clamp(value, low = 0, high = 1) {
+  return Math.max(low, Math.min(high, value));
+}
+
+export function tokenize(source) {
+  const text = String(source || "").trim();
+  if (!text || text.length > MAX_SOURCE) throw new TypeError("Lisp source must be 1..512 characters");
+  const tokens = text.match(/[()]|[^\s()]+/g) || [];
+  if (tokens.join("").length !== text.replace(/\s/g, "").length) throw new TypeError("unreadable Lisp source");
+  return tokens;
+}
+
+export function readLisp(source) {
+  const tokens = tokenize(source);
+  let cursor = 0;
+  function read() {
+    const token = tokens[cursor++];
+    if (token === undefined) throw new TypeError("unexpected end of Lisp source");
+    if (token === ")") throw new TypeError("unexpected )");
+    if (token !== "(") {
+      if (/^-?\d+$/.test(token)) return Number(token);
+      if (!/^[a-z][a-z0-9._/+:-]*$/i.test(token)) throw new TypeError(`invalid Lisp symbol: ${token}`);
+      return token.toLowerCase();
+    }
+    const form = [];
+    while (tokens[cursor] !== ")") {
+      if (cursor >= tokens.length) throw new TypeError("unclosed Lisp form");
+      form.push(read());
+    }
+    cursor += 1;
+    return form;
+  }
+  const form = read();
+  if (cursor !== tokens.length) throw new TypeError("Lisp source must contain one form");
+  return form;
+}
+
+export function compileSortLisp(source) {
+  const form = readLisp(source);
+  if (!Array.isArray(form)) throw new TypeError("sort program must be a list");
+  if (form[0] === "sort" && form.length === 2 && ALGORITHMS.includes(form[1])) {
+    return Object.freeze({ kind: "sort", algorithm: form[1], source: `(sort ${form[1]})` });
+  }
+  if (
+    form[0] === "hybrid" && form.length === 4 && Number.isInteger(form[1]) &&
+    form[1] >= 2 && form[1] <= 64 && ALGORITHMS.includes(form[2]) && ALGORITHMS.includes(form[3])
+  ) {
+    return Object.freeze({
+      kind: "hybrid",
+      threshold: form[1],
+      small: form[2],
+      large: form[3],
+      source: `(hybrid ${form[1]} ${form[2]} ${form[3]})`,
+    });
+  }
+  throw new TypeError("program must be (sort algorithm) or (hybrid 2..64 small large)");
+}
+
+function canonicalForm(form) {
+  return Array.isArray(form) ? `(${form.map(canonicalForm).join(" ")})` : String(form);
+}
+
+function integerBetween(value, low, high) {
+  return Number.isInteger(value) && value >= low && value <= high;
+}
+
+export function compileRasterLisp(source) {
+  const form = readLisp(source);
+  if (!Array.isArray(form) || form[0] !== "raster" || form.length < 2 || form.length > RASTER.maxStages + 1) {
+    throw new TypeError("raster program must be (raster op...) with 1..8 stages");
+  }
+  const operations = form.slice(1).map((op) => {
+    if (!Array.isArray(op) || typeof op[0] !== "string") throw new TypeError("raster stages must be lists");
+    const [name, ...args] = op;
+    const valid =
+      (name === "add" && args.length === 3 && args.every((v) => integerBetween(v, -255, 255))) ||
+      (name === "xor" && args.length === 3 && args.every((v) => integerBetween(v, 0, 255))) ||
+      (["and", "or"].includes(name) && args.length === 3 && args.every((v) => integerBetween(v, 0, 255))) ||
+      (name === "shift" && args.length === 2 && args.every((v) => integerBetween(v, -4, 4))) ||
+      (name === "mix" && args.length === 3 && integerBetween(args[0], -4, 4) && integerBetween(args[1], -4, 4) && integerBetween(args[2], 0, 255)) ||
+      (name === "solarize" && args.length === 1 && integerBetween(args[0], 0, 255)) ||
+      (name === "blur" && args.length === 0) ||
+      (name === "edges" && args.length === 0) ||
+      (name === "rotate" && args.length === 0) ||
+      (name === "mirror" && args.length === 1 && ["x", "y"].includes(args[0])) ||
+      (name === "channels" && args.length === 1 && ["rgb", "rbg", "grb", "gbr", "brg", "bgr"].includes(args[0]));
+    const fieldRule = name === "cellular" && args.length === 2 && args.every((v) => integerBetween(v, 0, 511));
+    const point = (offset) => integerBetween(args[offset], 0, RASTER.width - 1) && integerBetween(args[offset + 1], 0, RASTER.height - 1);
+    const color = (offset) => args.slice(offset, offset + 3).length === 3 && args.slice(offset, offset + 3).every((v) => integerBetween(v, 0, 255));
+    const geometric =
+      (name === "line" && args.length === 7 && point(0) && point(2) && color(4)) ||
+      (name === "triangle" && args.length === 9 && point(0) && point(2) && point(4) && color(6)) ||
+      (name === "flood" && args.length === 6 && point(0) && integerBetween(args[2], 0, 255) && color(3)) ||
+      (name === "box" && args.length === 6 && point(0) && integerBetween(args[2], 4, RASTER.width - args[0]) &&
+        integerBetween(args[3], 4, RASTER.height - args[1]) && integerBetween(args[4], 0, 255) && integerBetween(args[5], 0, 3)) ||
+      (name === "copy" && args.length === 5 && point(0) && integerBetween(args[2], 1, Math.min(32, RASTER.width - args[0])) &&
+        integerBetween(args[3], 1, Math.min(32, RASTER.height - args[1])) && integerBetween(args[4], 0, 3)) ||
+      (name === "paste" && args.length === 4 && integerBetween(args[0], 0, 3) && point(1) &&
+        ["replace", "xor", "add", "mask"].includes(args[3]));
+    if (!valid && !geometric && !fieldRule) throw new TypeError(`invalid bounded raster stage: ${canonicalForm(op)}`);
+    return Object.freeze({ name, args: Object.freeze([...args]) });
+  });
+  return Object.freeze({ kind: "raster", operations: Object.freeze(operations), source: canonicalForm(form) });
+}
+
+function rasterInput(seed, requestedMode = null) {
+  const rng = new Prng(seed);
+  const mode = requestedMode ?? Math.floor(rng.float() * 6);
+  const field = new Uint8Array(RASTER.bytes);
+  for (let y = 0; y < RASTER.height; y += 1) for (let x = 0; x < RASTER.width; x += 1) {
+    const at = (y * RASTER.width + x) * 3;
+    const nx = x * BASE_RASTER.width / RASTER.width;
+    const ny = y * BASE_RASTER.height / RASTER.height;
+    const jitter = Math.floor(rng.float() * 9) - 4;
+    const distance = Math.hypot(nx - BASE_RASTER.width / 2, ny - BASE_RASTER.height / 2);
+    const radial = distance < BASE_RASTER.width * .28 ? 32 : 0;
+    const checker = ((nx >> 4) + (ny >> 4)) & 1 ? 16 : -16;
+    let r, g, b;
+    if (mode === 0) [r, g, b] = [nx * 2 + radial, ny * 2 + checker, nx + ny + radial - checker];
+    else if (mode === 1) {
+      const rings = (Math.floor(distance / 9) & 1) * 176;
+      [r, g, b] = [rings + nx / 2, 224 - rings + ny / 3, 64 + rings / 2];
+    } else if (mode === 2) {
+      const impulse = ((nx - 24) ** 2 + (ny - 38) ** 2 < 144) || ((nx - 91) ** 2 + (ny - 84) ** 2 < 324);
+      [r, g, b] = impulse ? [224, 128 + checker, 64] : [16 + nx / 4, 24 + ny / 5, 32 + radial];
+    } else if (mode === 3) {
+      const wave = 128 + 72 * Math.sin(nx / 13) + 48 * Math.cos(ny / 17);
+      [r, g, b] = [wave, 255 - wave / 2, 64 + 64 * Math.sin((nx + ny) / 21)];
+    } else if (mode === 4) {
+      const strata = ((nx + ny * 2) >> 3) & 1 ? 196 : 44;
+      [r, g, b] = [strata, strata * .72 + radial, 236 - strata / 2];
+    } else {
+      const cell = (((nx >> 5) * 53 + (ny >> 5) * 97 + 41) & 255);
+      [r, g, b] = [cell + nx / 3, cell * .65 + ny / 2, 224 - cell / 2 + radial];
+    }
+    field[at] = Math.max(0, Math.min(255, ((r + jitter) >> 4) << 4));
+    field[at + 1] = Math.max(0, Math.min(255, ((g + jitter) >> 4) << 4));
+    field[at + 2] = Math.max(0, Math.min(255, ((b + jitter) >> 4) << 4));
+  }
+  return field;
+}
+
+function rasterIndex(x, y, channel = 0) {
+  const xx = (x + RASTER.width) % RASTER.width;
+  const yy = (y + RASTER.height) % RASTER.height;
+  return (yy * RASTER.width + xx) * 3 + channel;
+}
+
+function energyOf(previous, output) {
+  let change = 0, potential = 0, sum = 0, sumSquares = 0, spatial = 0, deltaNoise = 0, chromaNoise = 0, colorfulness = 0, midtones = 0;
+  for (let i = 0; i < output.length; i += 1) {
+    change += Math.abs(output[i] - previous[i]) / 255;
+    potential += Math.max(previous[i], 255 - previous[i]) / 255;
+    sum += output[i]; sumSquares += output[i] * output[i];
+    if (output[i] >= 64 && output[i] <= 192) midtones += 1;
+  }
+  const mean = sum / output.length;
+  const variance = Math.max(0, sumSquares / output.length - mean * mean) / 16256.25;
+  for (let y = 0; y < RASTER.height; y += 1) for (let x = 0; x < RASTER.width; x += 1)
+    for (let channel = 0; channel < 3; channel += 1) {
+      const value = output[rasterIndex(x, y, channel)];
+      spatial += Math.abs(value - output[rasterIndex(x + 1, y, channel)]) / 255;
+      spatial += Math.abs(value - output[rasterIndex(x, y + 1, channel)]) / 255;
+      const delta = output[rasterIndex(x, y, channel)] - previous[rasterIndex(x, y, channel)];
+      const deltaX = output[rasterIndex(x + 1, y, channel)] - previous[rasterIndex(x + 1, y, channel)];
+      const deltaY = output[rasterIndex(x, y + 1, channel)] - previous[rasterIndex(x, y + 1, channel)];
+      deltaNoise += (Math.abs(delta - deltaX) + Math.abs(delta - deltaY)) / 510;
+      if (channel === 0) {
+        const at = rasterIndex(x, y), right = rasterIndex(x + 1, y);
+        colorfulness += (Math.abs(output[at] - output[at + 1]) + Math.abs(output[at + 2] - output[at + 1])) / 510;
+        chromaNoise += (Math.abs((output[at] - output[at + 1]) - (output[right] - output[right + 1]))
+          + Math.abs((output[at + 2] - output[at + 1]) - (output[right + 2] - output[right + 1]))) / 510;
+      }
+    }
+  const actual = change / output.length;
+  const available = potential / output.length;
+  const spatialEnergy = spatial / (RASTER.pixels * 6);
+  const activation = actual / Math.max(1e-9, available);
+  const noise = clamp(deltaNoise / (RASTER.pixels * 6) * .72 + chromaNoise / RASTER.pixels * .28);
+  const coherence = actual / Math.max(1e-9, actual + noise);
+  const muddiness = clamp(midtones / output.length * (1 - clamp(spatialEnergy * 3)) * (1 - clamp(Math.sqrt(variance) * 1.5)));
+  const state = variance < .002 && spatialEnergy < .002 ? "collapsed" : activation < .0005 ? "dormant" : "alive";
+  return { actual: round(actual), potential: round(available), activation: round(activation), variance: round(clamp(variance)), spatial: round(clamp(spatialEnergy)), noise: round(noise), coherence: round(coherence), muddiness: round(muddiness), colorfulness: round(colorfulness / RASTER.pixels), state };
+}
+
+function dynamicTags(energy, aliveness) {
+  const last = energy.at(-1) || {};
+  const category = aliveness === "collapsed" ? "collapse" : aliveness === "dormant" ? "still" :
+    last.noise > .24 && last.coherence < .42 ? "chaos" : last.spatial > .3 ? "edge" :
+    last.variance > .18 && last.coherence > .52 ? "volume" : last.actual > .07 ? "pulse" : "flow";
+  const tags = [category];
+  if ((last.colorfulness || 0) < .04 && (last.variance || 0) < .08) tags.push("gray-wash");
+  if ((last.noise || 0) > .3) tags.push("raw-buffer");
+  if ((last.muddiness || 0) > .45) tags.push("muddy");
+  if (last.coherence > .58) tags.push("coherent");
+  if (last.actual > .08) tags.push("high-difference");
+  if (last.noise < .12) tags.push("low-noise");
+  return tags;
+}
+
+function runRasterPlan(plan, input, { captureFrames = false } = {}) {
+  let current = Uint8Array.from(input);
+  let next = new Uint8Array(RASTER.bytes);
+  const queue = new Uint32Array(RASTER.pixels);
+  const visited = new Uint8Array(RASTER.pixels);
+  const sanctuary = new Uint8Array(RASTER.pixels);
+  const permaBytes = new Uint8Array(RASTER.permaBytes);
+  const permastore = new Uint32Array(permaBytes.buffer);
+  permastore[0] = plan.operations.length; // machine header; RGB stages have no write authority here.
+  const spriteStride = RASTER.spriteCells * RASTER.permaCellBytes;
+  const sprites = Array.from({ length: RASTER.spriteSlots }, (_, slot) => ({
+    width: 0, height: 0,
+    // The JS verifier uses views into the same bounded permamargin allocation.
+    pixels: new Uint8Array(permaBytes.buffer,
+      (GROOVE_LAYOUT.tracks.sprites.base * RASTER.permaCellBytes) + slot * spriteStride + RASTER.permaCellBytes,
+      RASTER.spriteSize * RASTER.spriteSize * RASTER.channels),
+  }));
+  for (const { name, args } of plan.operations) if (name === "box") {
+    const [bx, by, width, height] = args;
+    for (let y = by; y < by + height; y += 1) for (let x = bx; x < bx + width; x += 1)
+      sanctuary[y * RASTER.width + x] = 1;
+  }
+  const metrics = {
+    reads: 0, writes: 0, operations: 0, stages: plan.operations.length,
+    allocationBytes: RASTER.bytes * 2 + queue.byteLength + visited.byteLength + sanctuary.byteLength + permastore.byteLength,
+    energy: [],
+  };
+  const frames = captureFrames ? [Buffer.from(current).toString("hex")] : [];
+  const read = (buffer, at) => { metrics.reads += 1; metrics.operations += 1; return buffer[at]; };
+  const write = (buffer, at, value) => {
+    metrics.writes += 1; metrics.operations += 1;
+    if (metrics.operations > MAX_OPS) throw new Error("raster program exceeded operation budget");
+    buffer[at] = Math.max(0, Math.min(255, Math.round(value)));
+  };
+  const copyField = () => {
+    next.set(current); metrics.reads += RASTER.bytes; metrics.writes += RASTER.bytes; metrics.operations += RASTER.bytes * 2;
+  };
+  const paintPixel = (x, y, color) => {
+    if (x < 0 || x >= RASTER.width || y < 0 || y >= RASTER.height) return;
+    const at = rasterIndex(x, y);
+    for (let channel = 0; channel < 3; channel += 1) write(next, at + channel, color[channel]);
+  };
+  const paintLine = (x0, y0, x1, y1, color) => {
+    let dx = Math.abs(x1 - x0), sx = x0 < x1 ? 1 : -1;
+    let dy = -Math.abs(y1 - y0), sy = y0 < y1 ? 1 : -1, error = dx + dy;
+    for (;;) {
+      paintPixel(x0, y0, color); if (x0 === x1 && y0 === y1) break;
+      const twice = error * 2;
+      if (twice >= dy) { error += dy; x0 += sx; }
+      if (twice <= dx) { error += dx; y0 += sy; }
+    }
+  };
+  for (const { name, args } of plan.operations) {
+    const before = current;
+    if (name === "line") {
+      copyField(); paintLine(...args.slice(0, 4), args.slice(4));
+    } else if (name === "triangle") {
+      copyField();
+      const [x0, y0, x1, y1, x2, y2, r, g, b] = args;
+      paintLine(x0, y0, x1, y1, [r, g, b]); paintLine(x1, y1, x2, y2, [r, g, b]); paintLine(x2, y2, x0, y0, [r, g, b]);
+    } else if (name === "flood") {
+      copyField(); visited.fill(0);
+      const [startX, startY, tolerance, r, g, b] = args;
+      const targetAt = rasterIndex(startX, startY), target = [current[targetAt], current[targetAt + 1], current[targetAt + 2]];
+      let head = 0, tail = 0; queue[tail++] = startY * RASTER.width + startX; visited[startY * RASTER.width + startX] = 1;
+      while (head < tail) {
+        const pixel = queue[head++], x = pixel % RASTER.width, y = Math.floor(pixel / RASTER.width), at = rasterIndex(x, y);
+        metrics.reads += 3; metrics.operations += 3;
+        if (Math.max(Math.abs(current[at] - target[0]), Math.abs(current[at + 1] - target[1]), Math.abs(current[at + 2] - target[2])) > tolerance) continue;
+        paintPixel(x, y, [r, g, b]);
+        for (const [nx, ny] of [[x - 1, y], [x + 1, y], [x, y - 1], [x, y + 1]]) {
+          if (nx < 0 || nx >= RASTER.width || ny < 0 || ny >= RASTER.height) continue;
+          const key = ny * RASTER.width + nx;
+          if (!visited[key]) { visited[key] = 1; queue[tail++] = key; }
+        }
+      }
+    } else if (name === "copy") {
+      copyField();
+      const [sourceX, sourceY, width, height, slot] = args;
+      const sprite = sprites[slot]; sprite.width = width; sprite.height = height; sprite.pixels.fill(0);
+      for (let y = 0; y < height; y += 1) for (let x = 0; x < width; x += 1) for (let channel = 0; channel < 3; channel += 1) {
+        sprite.pixels[(y * 32 + x) * 3 + channel] = read(current, rasterIndex(sourceX + x, sourceY + y, channel));
+        metrics.writes += 1; metrics.operations += 1;
+      }
+    } else if (name === "paste") {
+      copyField();
+      const [slot, targetX, targetY, mode] = args, sprite = sprites[slot];
+      for (let y = 0; y < sprite.height; y += 1) for (let x = 0; x < sprite.width; x += 1) {
+        if (targetX + x >= RASTER.width || targetY + y >= RASTER.height) continue;
+        for (let channel = 0; channel < 3; channel += 1) {
+          const at = rasterIndex(targetX + x, targetY + y, channel);
+          const source = sprite.pixels[(y * 32 + x) * 3 + channel];
+          const destination = read(current, at);
+          const value = mode === "xor" ? destination ^ source : mode === "add" ? destination + source :
+            mode === "mask" ? (source > 127 ? source : destination) : source;
+          write(next, at, value);
+        }
+      }
+    } else if (name === "cellular") {
+      const [birthMask, survivalMask] = args;
+      for (let y = 0; y < RASTER.height; y += 1) for (let x = 0; x < RASTER.width; x += 1) {
+        let neighbors = 0;
+        const sums = [0, 0, 0];
+        for (let oy = -1; oy <= 1; oy += 1) for (let ox = -1; ox <= 1; ox += 1) {
+          if (ox === 0 && oy === 0) continue;
+          const at = rasterIndex(x + ox, y + oy);
+          const rgb = [read(current, at), read(current, at + 1), read(current, at + 2)];
+          sums[0] += rgb[0]; sums[1] += rgb[1]; sums[2] += rgb[2];
+          if ((rgb[0] + rgb[1] + rgb[2]) / 3 >= 128) neighbors += 1;
+        }
+        const at = rasterIndex(x, y);
+        const self = [read(current, at), read(current, at + 1), read(current, at + 2)];
+        const alive = (self[0] + self[1] + self[2]) / 3 >= 128;
+        const nextAlive = Boolean((alive ? survivalMask : birthMask) & (1 << neighbors));
+        for (let channel = 0; channel < 3; channel += 1)
+          write(next, at + channel, nextAlive ? Math.min(255, sums[channel] / 8 + 24) : self[channel] * .18);
+      }
+    } else if (name === "box") {
+      copyField();
+      const [bx, by, width, height, permeability, rule] = args;
+      const amount = permeability / 255;
+      const inside = (x, y, channel) => read(current, rasterIndex(
+        Math.max(bx, Math.min(bx + width - 1, x)),
+        Math.max(by, Math.min(by + height - 1, y)), channel));
+      for (let y = by; y < by + height; y += 1) for (let x = bx; x < bx + width; x += 1)
+        for (let channel = 0; channel < 3; channel += 1) {
+          const boundary = x === bx || x === bx + width - 1 || y === by || y === by + height - 1;
+          let value;
+          if (boundary) {
+            const ox = x === bx ? x - 1 : x === bx + width - 1 ? x + 1 : x;
+            const oy = y === by ? y - 1 : y === by + height - 1 ? y + 1 : y;
+            value = inside(x, y, channel) * (1 - amount) + read(current, rasterIndex(ox, oy, channel)) * amount;
+          } else if (rule === 0) {
+            value = (inside(x - 1, y, channel) + inside(x + 1, y, channel) + inside(x, y - 1, channel) + inside(x, y + 1, channel)) / 4;
+          } else if (rule === 1) {
+            value = inside(x - 1, y, channel) ^ inside(x + 1, y, channel) ^ inside(x, y - 1, channel);
+          } else if (rule === 2) {
+            const localX = x - bx, localY = y - by;
+            value = inside(bx + Math.floor(localY * width / height), by + height - 1 - Math.floor(localX * height / width), channel);
+          } else {
+            const neighborhood = inside(x - 1, y, channel) + inside(x + 1, y, channel) + inside(x, y - 1, channel) + inside(x, y + 1, channel);
+            value = neighborhood / 4 >= inside(x, y, channel) ? 224 : 24;
+          }
+          write(next, rasterIndex(x, y, channel), value);
+        }
+    } else {
+      for (let y = 0; y < RASTER.height; y += 1) for (let x = 0; x < RASTER.width; x += 1) {
+        for (let channel = 0; channel < 3; channel += 1) {
+          const at = rasterIndex(x, y, channel);
+          let value;
+          if (name === "add") value = read(current, at) + args[channel];
+          else if (name === "xor") value = read(current, at) ^ args[channel];
+          else if (name === "and") value = read(current, at) & args[channel];
+          else if (name === "or") value = read(current, at) | args[channel];
+          else if (name === "shift") value = read(current, rasterIndex(x - args[0], y - args[1], channel));
+          else if (name === "mix") {
+            const amount = args[2] / 255;
+            value = read(current, at) * (1 - amount) + read(current, rasterIndex(x + args[0], y + args[1], channel)) * amount;
+          } else if (name === "solarize") {
+            const original = read(current, at); value = original >= args[0] ? 255 - original : original;
+          } else if (name === "blur") {
+            value = 0;
+            for (let oy = -1; oy <= 1; oy += 1) for (let ox = -1; ox <= 1; ox += 1)
+              value += read(current, rasterIndex(x + ox, y + oy, channel)) / 9;
+          } else if (name === "edges") {
+            const original = read(current, at);
+            value = Math.abs(original - read(current, rasterIndex(x + 1, y, channel))) + Math.abs(original - read(current, rasterIndex(x, y + 1, channel)));
+          } else if (name === "rotate") value = read(current, rasterIndex(y, RASTER.width - 1 - x, channel));
+          else if (name === "mirror") value = read(current, rasterIndex(args[0] === "x" ? RASTER.width - 1 - x : x, args[0] === "y" ? RASTER.height - 1 - y : y, channel));
+          else {
+            const order = args[0]; value = read(current, rasterIndex(x, y, "rgb".indexOf(order[channel])));
+          }
+          write(next, at, value);
+        }
+      }
+    }
+    if (name !== "box") for (let pixel = 0; pixel < RASTER.pixels; pixel += 1) if (sanctuary[pixel])
+      for (let channel = 0; channel < 3; channel += 1) write(next, pixel * 3 + channel, read(current, pixel * 3 + channel));
+    if (metrics.operations > MAX_OPS) throw new Error("raster program exceeded operation budget");
+    metrics.energy.push({ op: name, abstract: name === "copy", ...energyOf(before, next) });
+    [current, next] = [next, current]; next.fill(0);
+    if (captureFrames) frames.push(Buffer.from(current).toString("hex"));
+  }
+  return { values: current, metrics, frames };
+}
+
+function rasterBytecode(plan) {
+  const opcodes = { add: 1, xor: 2, shift: 3, mix: 4, solarize: 5, blur: 6, edges: 7, rotate: 8, mirror: 9, channels: 10, and: 11, or: 12, line: 13, triangle: 14, flood: 15, box: 16, copy: 17, paste: 18, cellular: 19 };
+  const channelOrders = ["rgb", "rbg", "grb", "gbr", "brg", "bgr"];
+  const bytes = Buffer.alloc(plan.operations.length * RASTER.bytecodeStride);
+  plan.operations.forEach(({ name, args }, index) => {
+    const offset = index * RASTER.bytecodeStride;
+    bytes[offset] = opcodes[name];
+    const encoded = name === "mirror" ? [args[0] === "y" ? 1 : 0] :
+      name === "channels" ? [channelOrders.indexOf(args[0])] :
+      name === "paste" ? [args[0], args[1], args[2], ["replace", "xor", "add", "mask"].indexOf(args[3])] : args;
+    for (let arg = 0; arg < Math.min(10, encoded.length); arg += 1) bytes.writeInt16LE(encoded[arg], offset + 1 + arg * 2);
+  });
+  return bytes.toString("hex");
+}
+
+function rasterDescriptor(runs, inputs) {
+  let displacement = 0, total = 0, edge = 0, variance = 0, colors = 0;
+  for (let runIndex = 0; runIndex < runs.length; runIndex += 1) {
+    const values = runs[runIndex].values;
+    const input = inputs[runIndex];
+    const bins = new Set();
+    let mean = 0;
+    for (let i = 0; i < values.length; i += 1) {
+      displacement += Math.abs(values[i] - input[i]) / 255; total += 1; mean += values[i];
+    }
+    mean /= values.length;
+    for (let y = 0; y < RASTER.height; y += 1) for (let x = 0; x < RASTER.width; x += 1) {
+      const at = rasterIndex(x, y);
+      bins.add(`${values[at] >> 5}:${values[at + 1] >> 5}:${values[at + 2] >> 5}`);
+      for (let c = 0; c < 3; c += 1) {
+        variance += ((values[at + c] - mean) / 255) ** 2;
+        edge += Math.abs(values[at + c] - values[rasterIndex(x + 1, y, c)]) / 255;
+        edge += Math.abs(values[at + c] - values[rasterIndex(x, y + 1, c)]) / 255;
+      }
+    }
+    colors += bins.size / (RASTER.width * RASTER.height);
+  }
+  const pixels = runs.length * RASTER.width * RASTER.height;
+  return [displacement / total, colors / runs.length, edge / (pixels * 6), Math.sqrt(variance / (pixels * 3)), planComplexity(runs)].map((v) => round(clamp(v)));
+}
+
+function planComplexity(runs) {
+  const avg = runs.reduce((sum, run) => sum + run.metrics.operations, 0) / Math.max(1, runs.length);
+  return Math.log2(1 + avg / RASTER.bytes) / 6;
+}
+
+function evaluateRasterAtProfile(source, canonicalPlan, machine, { origin = "grammar", parent = null, generation = 0,
+  entropySource = "memory", authorityUtcMs = 0, entropySeed = 0, _id = null,
+  reviewParent = null, reviewCriticism = null, inheritedCapability = null, mutationHints = [] } = {}) {
+  const plan = scaleRasterPlan(canonicalPlan, machine.name);
+  const inputs = [0, 1, 2, 3].map((n) => rasterInput(`raster-verification-${n}`, n));
+  const runs = inputs.map((input) => runRasterPlan(plan, input));
+  for (const run of runs) {
+    if (!(run.values instanceof Uint8Array) || run.values.length !== RASTER.bytes) throw new Error("raster verification changed field bounds");
+    if (run.metrics.allocationBytes !== RASTER.bytes * 2 + RASTER.pixels * 6 + RASTER.permaBytes || run.metrics.operations > MAX_OPS) throw new Error("raster verification exceeded fixed resources");
+  }
+  const descriptor = rasterDescriptor(runs, inputs);
+  const identityProfile = machine.name === "standard" ? "" : `\nprofile:${machine.name}`;
+  const id = _id || hash(`${canonicalPlan.source}\n${parent || "root"}\n${generation}${identityProfile}`).slice(0, 12);
+  const bytecode = rasterBytecode(canonicalPlan);
+  const grooveBytes = startPixelGroove({ id, parent, generation, source: canonicalPlan.source, bytecode,
+    entropySource, authorityUtcMs, entropySeed, profile: machine.name });
+  const grooveRecord = inspectPixelGroove(grooveBytes);
+  const groove = grooveHex(grooveBytes);
+  const displayIn = rasterInput(id);
+  const sample = runRasterPlan(plan, displayIn);
+  const metrics = runs.reduce((out, run) => {
+    out.reads += run.metrics.reads; out.writes += run.metrics.writes; out.operations += run.metrics.operations;
+    return out;
+  }, { reads: 0, writes: 0, operations: 0, stages: plan.operations.length, allocationBytes: RASTER.bytes * 2 });
+  const energy = sample.metrics.energy;
+  const visibleEnergy = energy.filter((stage) => !stage.abstract);
+  const aliveness = visibleEnergy.some((stage) => stage.state !== "alive") ? visibleEnergy.findLast((stage) => stage.state !== "alive").state : "alive";
+  const tags = dynamicTags(energy, aliveness);
+  const boxCount = plan.operations.filter((operation) => operation.name === "box").length;
+  const spriteOps = plan.operations.filter((operation) => operation.name === "copy" || operation.name === "paste").length;
+  const cellularOps = plan.operations.filter((operation) => operation.name === "cellular").length;
+  if (boxCount) tags.push("boxed-computation");
+  if (boxCount > 1) tags.push("nested-worlds");
+  if (spriteOps) tags.push("sprite-memory");
+  if (cellularOps) tags.push("cellular-field");
+  if (inheritedCapability) tags.push(`capability-${inheritedCapability}`);
+  tags.push(`hardware-${machine.name}`);
+  const lastEnergy = energy.at(-1) || { coherence: 0, noise: 1 };
+  const signalQuality = .35 + clamp(lastEnergy.coherence || 0) * .85;
+  const noisePenalty = 1 / (1 + (lastEnergy.noise || 0) * 2.5);
+  const mudPenalty = 1 / (1 + (lastEnergy.muddiness || 0) * 1.8);
+  return {
+    id, domain: "raster", source: canonicalPlan.source,
+    type: `PixelGroove<160,RGB24,v1> -> RGBField<${machine.resolution},${machine.resolution},u8>`,
+    plan: canonicalPlan, hardware: { ...machine, fieldBytes: RASTER.bytes,
+      workingBytes: RASTER.bytes * 2 + RASTER.permaBytes, readerHz: 240, sequenceHz: 30 },
+    origin, parent, generation, entropy: { source: entropySource, authorityUtcMs, seed: entropySeed >>> 0 },
+    capabilityLineage: inheritedCapability ? {
+      reviewParent: reviewParent || parent, capability: inheritedCapability,
+      criticism: reviewCriticism ? String(reviewCriticism).slice(0, 180) : null,
+      mutationHints: [...mutationHints].slice(0, 3), verifier: "bounded-js",
+    } : null,
+    status: "verified", engine: "bounded-js", descriptor,
+    cell: [Math.min(GRID.width - 1, Math.floor(descriptor[2] * GRID.width)), Math.min(GRID.height - 1, Math.floor(descriptor[0] * GRID.height))],
+    niche: [
+      Math.min(GRID.width - 1, Math.floor(descriptor[2] * GRID.width)),
+      Math.min(GRID.height - 1, Math.floor(descriptor[0] * GRID.height)),
+      Math.min(3, Math.floor(descriptor[1] * 4)),
+      Math.min(3, Math.floor(descriptor[3] * 4)),
+      Math.min(3, Math.floor(descriptor[4] * 4)),
+      PROFILE_LIST.findIndex((profile) => profile.name === machine.name),
+    ],
+    quality: round((aliveness === "alive" ? 1 : .1) * signalQuality * noisePenalty * mudPenalty * clamp(descriptor[0] * .35 + descriptor[1] * .25 + descriptor[2] * .4) / (1 + metrics.operations / 10000000)),
+    aliveness, tags,
+    metrics: { ...metrics, boxes: boxCount, spriteOps, cellularOps, allocationBytes: sample.metrics.allocationBytes, energy },
+    sample: {
+      width: RASTER.width, height: RASTER.height, rgb: Buffer.from(sample.values).toString("hex"),
+      bytecode, grooveVersion: GROOVE_LAYOUT.version, grooveBytes: grooveBytes.length,
+      grooveHash: grooveRecord.protectedHash, groovePc: grooveRecord.pc,
+      groove, energy, frames: sample.frames,
+    },
+  };
+}
+
+export function evaluateRasterProgram(source, options = {}) {
+  const canonicalPlan = compileRasterLisp(source);
+  const machine = hardwareProfile(options.profile || "standard");
+  const previous = RASTER;
+  RASTER = rasterGeometry(machine.name);
+  try {
+    return evaluateRasterAtProfile(source, canonicalPlan, machine, options);
+  } finally {
+    RASTER = previous;
+  }
+}
+
+function makeTrace(input) {
+  const values = [...input];
+  const events = [];
+  const metrics = { comparisons: 0, swaps: 0, writes: 0, reads: 0, maxDepth: 0, distance: 0, operations: 0 };
+  function event(op, a, b, value, depth = 0) {
+    metrics.operations += 1;
+    if (metrics.operations > MAX_OPS) throw new Error("program exceeded operation budget");
+    metrics.maxDepth = Math.max(metrics.maxDepth, depth);
+    if (events.length < MAX_TRACE) events.push([op, a, b, value]);
+  }
+  return {
+    values,
+    events,
+    metrics,
+    compare(a, b, depth = 0) {
+      metrics.comparisons += 1;
+      metrics.reads += 2;
+      metrics.distance += Math.abs(a - b);
+      event("c", a, b, values[a] - values[b], depth);
+      return values[a] - values[b];
+    },
+    compareValue(index, value, depth = 0) {
+      metrics.comparisons += 1;
+      metrics.reads += 1;
+      event("c", index, -1, values[index] - value, depth);
+      return values[index] - value;
+    },
+    swap(a, b, depth = 0) {
+      if (a === b) return;
+      metrics.swaps += 1;
+      metrics.reads += 2;
+      metrics.writes += 2;
+      metrics.distance += Math.abs(a - b);
+      [values[a], values[b]] = [values[b], values[a]];
+      event("s", a, b, 0, depth);
+    },
+    write(index, value, depth = 0) {
+      metrics.writes += 1;
+      values[index] = value;
+      event("w", index, -1, value, depth);
+    },
+    read(index) {
+      metrics.reads += 1;
+      return values[index];
+    },
+  };
+}
+
+function bubble(t, lo = 0, hi = t.values.length, depth = 0) {
+  for (let end = hi - 1; end > lo; end -= 1) {
+    let changed = false;
+    for (let i = lo; i < end; i += 1) {
+      if (t.compare(i, i + 1, depth) > 0) { t.swap(i, i + 1, depth); changed = true; }
+    }
+    if (!changed) break;
+  }
+}
+
+function insertion(t, lo = 0, hi = t.values.length, depth = 0) {
+  for (let i = lo + 1; i < hi; i += 1) {
+    const value = t.read(i);
+    let j = i - 1;
+    while (j >= lo && t.compareValue(j, value, depth) > 0) {
+      t.write(j + 1, t.read(j), depth);
+      j -= 1;
+    }
+    t.write(j + 1, value, depth);
+  }
+}
+
+function selection(t, lo = 0, hi = t.values.length, depth = 0) {
+  for (let i = lo; i < hi - 1; i += 1) {
+    let least = i;
+    for (let j = i + 1; j < hi; j += 1) if (t.compare(j, least, depth) < 0) least = j;
+    t.swap(i, least, depth);
+  }
+}
+
+function merge(t, lo = 0, hi = t.values.length, depth = 0) {
+  if (hi - lo <= 1) return;
+  const mid = lo + Math.floor((hi - lo) / 2);
+  merge(t, lo, mid, depth + 1);
+  merge(t, mid, hi, depth + 1);
+  const left = t.values.slice(lo, mid);
+  const right = t.values.slice(mid, hi);
+  let a = 0, b = 0, out = lo;
+  while (a < left.length && b < right.length) {
+    t.metrics.comparisons += 1;
+    t.metrics.reads += 2;
+    eventGuard(t, "c", lo + a, mid + b, left[a] - right[b], depth);
+    t.write(out++, left[a] <= right[b] ? left[a++] : right[b++], depth);
+  }
+  while (a < left.length) t.write(out++, left[a++], depth);
+  while (b < right.length) t.write(out++, right[b++], depth);
+}
+
+function eventGuard(t, op, a, b, value, depth) {
+  t.metrics.operations += 1;
+  if (t.metrics.operations > MAX_OPS) throw new Error("program exceeded operation budget");
+  t.metrics.maxDepth = Math.max(t.metrics.maxDepth, depth);
+  t.metrics.distance += Math.abs(a - b);
+  if (t.events.length < MAX_TRACE) t.events.push([op, a, b, value]);
+}
+
+function quick(t, lo = 0, hi = t.values.length, depth = 0) {
+  if (hi - lo <= 1) return;
+  const pivot = t.read(hi - 1);
+  let wall = lo;
+  for (let i = lo; i < hi - 1; i += 1) {
+    if (t.compareValue(i, pivot, depth) <= 0) t.swap(i, wall++, depth);
+  }
+  t.swap(wall, hi - 1, depth);
+  quick(t, lo, wall, depth + 1);
+  quick(t, wall + 1, hi, depth + 1);
+}
+
+function heap(t, lo = 0, hi = t.values.length, depth = 0) {
+  const length = hi - lo;
+  function sift(root, end) {
+    for (;;) {
+      const left = root * 2 + 1;
+      if (left >= end) return;
+      let child = left;
+      if (left + 1 < end && t.compare(lo + left, lo + left + 1, depth) < 0) child = left + 1;
+      if (t.compare(lo + root, lo + child, depth) >= 0) return;
+      t.swap(lo + root, lo + child, depth);
+      root = child;
+    }
+  }
+  for (let root = Math.floor(length / 2) - 1; root >= 0; root -= 1) sift(root, length);
+  for (let end = length - 1; end > 0; end -= 1) { t.swap(lo, lo + end, depth); sift(0, end); }
+}
+
+const RUNNERS = Object.freeze({ bubble, insertion, selection, merge, quick, heap });
+
+function runPlan(plan, input) {
+  const trace = makeTrace(input);
+  if (plan.kind === "sort") {
+    RUNNERS[plan.algorithm](trace);
+  } else {
+    const algorithm = input.length <= plan.threshold ? plan.small : plan.large;
+    RUNNERS[algorithm](trace);
+  }
+  return trace;
+}
+
+function isSorted(values) {
+  for (let i = 1; i < values.length; i += 1) if (values[i - 1] > values[i]) return false;
+  return true;
+}
+
+function multiset(values) {
+  const counts = new Map();
+  for (const value of values) counts.set(value, (counts.get(value) || 0) + 1);
+  return [...counts].sort(([a], [b]) => a - b);
+}
+
+function verificationInputs(seed = "sort-soup-verification") {
+  const rng = new Prng(seed);
+  const random = (length, range = 64) => Array.from({ length }, () => Math.floor(rng.float() * range));
+  return [
+    [], [1], [2, 1], [1, 1, 0],
+    Array.from({ length: 24 }, (_, i) => i),
+    Array.from({ length: 24 }, (_, i) => 23 - i),
+    random(17, 8), random(32), random(63, 256),
+  ];
+}
+
+function descriptorFrom(runs) {
+  const aggregate = runs.reduce((out, run) => {
+    for (const key of Object.keys(out)) out[key] += run.metrics[key] || 0;
+    out.length += run.values.length;
+    return out;
+  }, { comparisons: 0, swaps: 0, writes: 0, reads: 0, maxDepth: 0, distance: 0, operations: 0, length: 0 });
+  const n = Math.max(1, aggregate.length);
+  const comparisons = clamp(Math.log2(1 + aggregate.comparisons / n) / 5);
+  const writes = clamp(Math.log2(1 + aggregate.writes / n) / 5);
+  const locality = clamp(1 - aggregate.distance / Math.max(1, aggregate.operations * 32));
+  const depth = clamp(aggregate.maxDepth / 16);
+  const swaps = clamp(Math.log2(1 + aggregate.swaps / n) / 4);
+  return [comparisons, writes, locality, depth, swaps].map((value) => round(value));
+}
+
+function distance(a, b) {
+  return Math.sqrt(a.reduce((sum, value, index) => sum + (value - b[index]) ** 2, 0));
+}
+
+function publicCandidate(candidate, { includeGroove = false } = {}) {
+  if (!candidate) return null;
+  const value = {
+    id: candidate.id,
+    domain: candidate.domain || "sort",
+    source: candidate.source,
+    type: candidate.type,
+    origin: candidate.origin,
+    parent: candidate.parent,
+    generation: candidate.generation,
+    status: candidate.status,
+    aliveness: candidate.aliveness,
+    tags: candidate.tags,
+    retained: candidate.retained,
+    engine: candidate.engine,
+    descriptor: candidate.descriptor,
+    cell: candidate.cell,
+    niche: candidate.niche,
+    quality: candidate.quality,
+    novelty: candidate.novelty,
+    metrics: candidate.metrics,
+    iteration: candidate.iteration,
+    error: candidate.error,
+    entropy: candidate.entropy,
+    hardware: candidate.hardware,
+    visualReview: candidate.visualReview,
+    capabilityHints: candidate.capabilityHints,
+    capabilityLineage: candidate.capabilityLineage,
+  };
+  if (candidate.sample) {
+    value.sample = candidate.domain === "raster" ? {
+      width: candidate.sample.width, height: candidate.sample.height, rgb: candidate.sample.rgb,
+      bytecode: candidate.sample.bytecode, grooveVersion: candidate.sample.grooveVersion,
+      grooveBytes: candidate.sample.grooveBytes, grooveHash: candidate.sample.grooveHash,
+      groovePc: candidate.sample.groovePc, energy: candidate.sample.energy, frames: candidate.sample.frames,
+    } : { input: candidate.sample.input, trace: candidate.sample.trace.slice(0, 512) };
+    if (includeGroove && candidate.domain === "raster") value.sample.groove = candidate.sample.groove;
+  }
+  return value;
+}
+
+function storedCandidate(candidate, { includeGroove = false } = {}) {
+  if (!candidate) return null;
+  return Object.fromEntries(Object.entries({
+    id: candidate.id,
+    domain: candidate.domain || "sort",
+    source: candidate.source,
+    origin: candidate.origin,
+    parent: candidate.parent,
+    generation: candidate.generation,
+    status: candidate.status,
+    aliveness: candidate.aliveness,
+    tags: candidate.tags,
+    retained: candidate.retained,
+    novelty: candidate.novelty,
+    quality: candidate.quality,
+    iteration: candidate.iteration,
+    error: candidate.error,
+    entropy: candidate.entropy,
+    hardware: candidate.hardware,
+    visualReview: candidate.visualReview,
+    capabilityHints: candidate.capabilityHints,
+    capabilityLineage: candidate.capabilityLineage,
+    grooveVersion: candidate.sample?.grooveVersion,
+    groove: includeGroove ? candidate.sample?.groove : undefined,
+  }).filter(([, value]) => value !== undefined));
+}
+
+function restoreCandidate(stored, migrationProfile = null) {
+  if (stored.status === "rejected") return { ...stored };
+  const storedRecord = stored.groove ? inspectPixelGroove(stored.groove) : null;
+  const legacyProfile = stored.domain === "raster" && !stored.hardware
+    ? storedRecord?.valid && storedRecord.hardware ? storedRecord.hardware.name :
+      migrationProfile || PROFILE_LIST[Math.abs(Number(stored.iteration) || 0) % PROFILE_LIST.length].name
+    : stored.hardware?.name;
+  const candidate = (stored.domain === "raster" ? evaluateRasterProgram : evaluateSortProgram)(stored.source, {
+    origin: stored.origin,
+    parent: stored.parent,
+    generation: stored.generation,
+    entropySource: stored.entropy?.source,
+    authorityUtcMs: stored.entropy?.authorityUtcMs,
+    entropySeed: stored.entropy?.seed,
+    reviewParent: stored.capabilityLineage?.reviewParent,
+    reviewCriticism: stored.capabilityLineage?.criticism,
+    inheritedCapability: stored.capabilityLineage?.capability,
+    mutationHints: stored.capabilityLineage?.mutationHints,
+    profile: legacyProfile,
+    _id: stored.id,
+  });
+  if (stored.id && candidate.id !== stored.id) throw new Error(`stored candidate identity changed: ${stored.id}`);
+  if (stored.groove && storedRecord?.valid) {
+    const record = storedRecord;
+    if (record.id !== candidate.id) throw new Error(`stored PixelGroove is invalid for ${candidate.id}`);
+    candidate.sample.groove = stored.groove;
+    candidate.sample.grooveVersion = record.version;
+    candidate.sample.grooveBytes = GROOVE_LAYOUT.bytes;
+    candidate.sample.grooveHash = record.protectedHash;
+    candidate.sample.groovePc = record.pc;
+  } else if (stored.groove && stored.hardware) {
+    throw new Error(`stored PixelGroove is invalid for ${candidate.id}`);
+  }
+  return { ...candidate, ...stored, sample: candidate.sample };
+}
+
+function displayInput(seed) {
+  const rng = new Prng(seed);
+  return Array.from({ length: 32 }, () => Math.floor(rng.float() * 96));
+}
+
+export function evaluateSortProgram(source, { origin = "classic", parent = null, generation = 0 } = {}) {
+  const plan = compileSortLisp(source);
+  const runs = verificationInputs().map((input) => runPlan(plan, input));
+  for (let i = 0; i < runs.length; i += 1) {
+    if (!isSorted(runs[i].values)) throw new Error(`verification failed: output ${i} is not sorted`);
+    if (JSON.stringify(multiset(runs[i].values)) !== JSON.stringify(multiset(verificationInputs()[i]))) {
+      throw new Error(`verification failed: output ${i} is not a permutation`);
+    }
+  }
+  const descriptor = descriptorFrom(runs);
+  const id = hash(`${plan.source}\n${parent || "root"}\n${generation}`).slice(0, 12);
+  const sampleInput = displayInput(id);
+  const sample = runPlan(plan, sampleInput);
+  const averageOps = runs.reduce((sum, run) => sum + run.metrics.operations, 0) / runs.length;
+  return {
+    id,
+    domain: "sort",
+    source: plan.source,
+    type: "Vector<Int,n> -> SortedPermutation<Int,n>",
+    plan,
+    origin,
+    parent,
+    generation,
+    status: "verified",
+    engine: "reference-js",
+    descriptor,
+    cell: [Math.min(GRID.width - 1, Math.floor(descriptor[0] * GRID.width)), Math.min(GRID.height - 1, Math.floor(descriptor[2] * GRID.height))],
+    quality: round(1 / (1 + averageOps / 500)),
+    metrics: runs.reduce((out, run) => {
+      out.comparisons += run.metrics.comparisons;
+      out.swaps += run.metrics.swaps;
+      out.writes += run.metrics.writes;
+      out.operations += run.metrics.operations;
+      out.maxDepth = Math.max(out.maxDepth, run.metrics.maxDepth);
+      return out;
+    }, { comparisons: 0, swaps: 0, writes: 0, operations: 0, maxDepth: 0 }),
+    sample: { input: sampleInput, output: sample.values, trace: sample.events },
+  };
+}
+
+export class NoveltyArchive {
+  constructor({ seed = "piecefarm-sort-soup-v1", maxRecent = 96 } = {}) {
+    this.seed = seed;
+    this.rng = new Prng(seed);
+    this.maxRecent = maxRecent;
+    this.iteration = 0;
+    this.cells = new Map();
+    this.recent = [];
+    this.reviewAdvice = [];
+    this.rejected = 0;
+    this.accepted = 0;
+  }
+
+  static fromJSON(value) {
+    if (!value || ![1, 2, 3].includes(value.schema) || typeof value.seed !== "string") throw new TypeError("invalid sort-soup archive");
+    const archive = new NoveltyArchive({ seed: value.seed, maxRecent: value.maxRecent });
+    archive.rng = Prng.fromJSON(value.rng);
+    archive.iteration = Number(value.iteration) || 0;
+    archive.rejected = Number(value.rejected) || 0;
+    archive.accepted = Number(value.accepted) || 0;
+    archive.cells = new Map((value.cells || []).map(([, candidate], index) => {
+      const restored = restoreCandidate(candidate, PROFILE_LIST[index % PROFILE_LIST.length].name);
+      return [`${restored.domain || "sort"}:${(restored.niche || restored.cell).join(":")}`, restored];
+    }));
+    archive.recent = (value.recent || []).map((candidate, index) =>
+      restoreCandidate(candidate, PROFILE_LIST[index % PROFILE_LIST.length].name)).slice(-archive.maxRecent);
+    archive.reviewAdvice = (value.reviewAdvice || []).filter((advice) => advice?.specimenId && Array.isArray(advice.mutationHints)).slice(-32);
+    archive.pieceVm = value.pieceVm || null;
+    return archive;
+  }
+
+  toJSON() {
+    return {
+      schema: 3,
+      seed: this.seed,
+      maxRecent: this.maxRecent,
+      rng: this.rng.toJSON(),
+      iteration: this.iteration,
+      accepted: this.accepted,
+      rejected: this.rejected,
+      cells: [...this.cells.entries()].map(([key, candidate]) => [key, storedCandidate(candidate, { includeGroove: candidate.domain === "raster" })]),
+      recent: this.recent.map(storedCandidate),
+      reviewAdvice: this.reviewAdvice,
+      pieceVm: this.pieceVm || null,
+    };
+  }
+
+  novelty(descriptor, domain = "sort") {
+    const distances = [...this.cells.values()].filter((candidate) => (candidate.domain || "sort") === domain)
+      .map((candidate) => distance(descriptor, candidate.descriptor)).sort((a, b) => a - b);
+    if (!distances.length) return 1;
+    const nearest = distances.slice(0, Math.min(5, distances.length));
+    return round(nearest.reduce((sum, value) => sum + value, 0) / nearest.length);
+  }
+
+  submit(source, options = {}) {
+    let candidate = null;
+    let error = null;
+    try {
+      candidate = String(source).trimStart().startsWith("(raster") ? evaluateRasterProgram(source, options) : evaluateSortProgram(source, options);
+    } catch (failure) {
+      error = failure;
+    }
+    return this.submitEvaluation({ source, options, candidate, error });
+  }
+
+  submitEvaluation({ source, options = {}, candidate = null, error = null }) {
+    this.iteration += 1;
+    if (candidate && !error) {
+      candidate = { ...candidate };
+      candidate.novelty = this.novelty(candidate.descriptor, candidate.domain);
+      candidate.iteration = this.iteration;
+      const key = `${candidate.domain}:${(candidate.niche || candidate.cell).join(":")}`;
+      const incumbent = this.cells.get(key);
+      candidate.retained = !incumbent || candidate.quality > incumbent.quality || candidate.novelty > incumbent.novelty * 1.15;
+      candidate.status = candidate.retained ? "resident" : "dissolving";
+      if (candidate.retained) { this.cells.set(key, candidate); this.accepted += 1; }
+      else this.rejected += 1;
+    } else {
+      candidate = {
+        id: hash(`${source}\n${this.iteration}`).slice(0, 12), source: String(source).slice(0, MAX_SOURCE),
+        origin: options.origin || "unknown", parent: options.parent || null, generation: options.generation || 0,
+        iteration: this.iteration, status: "rejected", retained: false, error: String(error?.message || error || "evaluation failed"),
+      };
+      this.rejected += 1;
+    }
+    this.recent.push(candidate);
+    if (this.recent.length > this.maxRecent) this.recent.splice(0, this.recent.length - this.maxRecent);
+    return candidate;
+  }
+
+  recordVisualReview(id, review) {
+    const matches = new Set([...this.cells.values(), ...this.recent].filter((candidate) => candidate.id === id));
+    for (const candidate of matches) {
+      candidate.visualReview = { ...review };
+      candidate.capabilityHints = [...new Set(review?.mutationHints || [])].slice(0, 3);
+    }
+    const advice = {
+      specimenId: id, trigger: String(review?.trigger || "visual-novelty"),
+      at: String(review?.at || ""), criticism: String(review?.criticism || "").slice(0, 180),
+      capability: String(review?.capability || "none"),
+      mutationHints: [...new Set(review?.mutationHints || [])].slice(0, 3),
+    };
+    if (advice.mutationHints.length) {
+      this.reviewAdvice = this.reviewAdvice.filter((entry) => entry.specimenId !== id || entry.trigger !== advice.trigger);
+      this.reviewAdvice.push(advice);
+      if (this.reviewAdvice.length > 32) this.reviewAdvice.splice(0, this.reviewAdvice.length - 32);
+    }
+    return matches.size > 0;
+  }
+
+  seedClassics() {
+    for (const algorithm of ALGORITHMS) this.submit(`(sort ${algorithm})`, { origin: "classic", generation: 0 });
+    for (const threshold of [4, 8, 16, 32]) {
+      this.submit(`(hybrid ${threshold} insertion merge)`, { origin: "classic", generation: 0 });
+      this.submit(`(hybrid ${threshold} insertion quick)`, { origin: "classic", generation: 0 });
+    }
+    [
+      "(raster (shift 1 0))", "(raster (mix 1 0 96))", "(raster (blur))",
+      "(raster (edges))", "(raster (solarize 128))", "(raster (channels gbr))",
+      "(raster (xor 64 128 255))", "(raster (rotate) (mix 1 1 144))",
+      "(raster (line 8 8 119 96 255 80 32))",
+      "(raster (triangle 12 110 64 8 116 110 32 224 255))",
+      "(raster (flood 64 64 36 255 40 160))", "(raster (and 240 192 128) (or 4 16 32))",
+      "(raster (box 8 8 112 112 32 0) (box 32 32 64 64 96 3))",
+      "(raster (copy 16 16 32 32 0) (shift 3 2) (paste 0 80 72 xor))",
+      "(raster (cellular 8 12) (mix 1 0 72))",
+    ].forEach((source, index) => this.submit(source, {
+      origin: "classic", generation: 0, profile: PROFILE_LIST[index % PROFILE_LIST.length].name,
+    }));
+  }
+
+  seedFoundations() {
+    const foundations = [
+      "(raster (copy 16 16 32 32 0) (shift 3 2) (paste 0 80 72 xor))",
+    ];
+    const known = new Set([...this.cells.values(), ...this.recent].map((candidate) => candidate.source));
+    return foundations.filter((source) => !known.has(source))
+      .map((source) => this.submit(source, { origin: "foundation", generation: 0 }));
+  }
+
+  proposeMutation(parentId = null, { authorityUtcMs = 0 } = {}) {
+    const memoryWord = this.rng.nextUint();
+    const authority = Math.max(0, Math.floor(Number(authorityUtcMs) || 0));
+    const rng = new Prng(`${this.seed}:${this.iteration}:${memoryWord}:${authority}`);
+    const residents = [...this.cells.values()].filter((candidate) => candidate.domain === "raster");
+    const reviewed = residents.filter((candidate) => candidate.capabilityHints?.length);
+    const parent = residents.find((candidate) => candidate.id === parentId) ||
+      (reviewed.length && rng.float() < .35 ? reviewed[Math.floor(rng.float() * reviewed.length)] :
+        residents.length ? residents[Math.floor(rng.float() * residents.length)] : null);
+    const signed = () => Math.floor(rng.float() * 9) - 4;
+    const byte = () => Math.floor(rng.float() * 256);
+    const point = () => `${Math.floor(rng.float() * RASTER.width)} ${Math.floor(rng.float() * RASTER.height)}`;
+    const color = () => `${byte()} ${byte()} ${byte()}`;
+    const initializedSprites = new Set();
+    const copyStage = () => {
+      const x = Math.floor(rng.float() * 97), y = Math.floor(rng.float() * 97);
+      const slot = Math.floor(rng.float() * RASTER.spriteSlots);
+      initializedSprites.add(slot);
+      return `(copy ${x} ${y} ${1 + Math.floor(rng.float() * Math.min(RASTER.spriteSize, RASTER.width - x))} ${1 + Math.floor(rng.float() * Math.min(RASTER.spriteSize, RASTER.height - y))} ${slot})`;
+    };
+    const stage = () => {
+      const pick = Math.floor(rng.float() * 20);
+      if (pick === 0) return `(add ${signed() * 16} ${signed() * 16} ${signed() * 16})`;
+      if (pick === 1) return `(xor ${byte()} ${byte()} ${byte()})`;
+      if (pick === 2) return `(and ${color()})`;
+      if (pick === 3) return `(or ${color()})`;
+      if (pick === 4) return `(shift ${signed()} ${signed()})`;
+      if (pick === 5) return `(mix ${signed()} ${signed()} ${byte()})`;
+      if (pick === 6) return `(solarize ${byte()})`;
+      if (pick === 7) return "(blur)";
+      if (pick === 8) return "(edges)";
+      if (pick === 9) return "(rotate)";
+      if (pick === 10) return `(mirror ${rng.float() < .5 ? "x" : "y"})`;
+      if (pick === 11) return `(channels ${["rbg", "grb", "gbr", "brg", "bgr"][Math.floor(rng.float() * 5)]})`;
+      if (pick === 12) return `(line ${point()} ${point()} ${color()})`;
+      if (pick === 13) return `(triangle ${point()} ${point()} ${point()} ${color()})`;
+      if (pick === 14) return `(flood ${point()} ${Math.floor(rng.float() * 96)} ${color()})`;
+      if (pick === 15) {
+        const x = Math.floor(rng.float() * 96), y = Math.floor(rng.float() * 96);
+        const width = 8 + Math.floor(rng.float() * (RASTER.width - x - 7));
+        const height = 8 + Math.floor(rng.float() * (RASTER.height - y - 7));
+        return `(box ${x} ${y} ${width} ${height} ${byte()} ${Math.floor(rng.float() * 4)})`;
+      }
+      if (pick === 16) return copyStage();
+      if (pick === 17) {
+        if (!initializedSprites.size) return copyStage();
+        const slots = [...initializedSprites];
+        return `(paste ${slots[Math.floor(rng.float() * slots.length)]} ${point()} ${["replace", "xor", "add", "mask"][Math.floor(rng.float() * 4)]})`;
+      }
+      if (pick === 18) return `(cellular ${[8, 40, 72][Math.floor(rng.float() * 3)]} ${[12, 36, 76][Math.floor(rng.float() * 3)]})`;
+      return `(line ${point()} ${point()} ${color()})`;
+    };
+    const capabilityStage = (hint) => {
+      if (hint === "add-feedback" || hint === "stabilize-temporal") return [`(mix ${signed()} ${signed()} ${64 + Math.floor(rng.float() * 128)})`];
+      if (hint === "add-masking") return [`(and ${128 + Math.floor(rng.float() * 128)} ${128 + Math.floor(rng.float() * 128)} ${128 + Math.floor(rng.float() * 128)})`];
+      if (hint === "add-symmetry") return [`(mirror ${rng.float() < .5 ? "x" : "y"})`];
+      if (hint === "add-displacement") return [`(shift ${signed()} ${signed()})`];
+      if (hint === "add-cellular") return [`(cellular ${[8, 40, 72][Math.floor(rng.float() * 3)]} ${[12, 36, 76][Math.floor(rng.float() * 3)]})`];
+      if (hint === "add-tiling" || hint === "use-sprites") {
+        const copied = copyStage(), slots = [...initializedSprites], slot = slots.at(-1);
+        return [copied, `(paste ${slot} ${point()} ${["replace", "xor", "add", "mask"][Math.floor(rng.float() * 4)]})`];
+      }
+      if (hint === "deepen-boxes") {
+        const inset = 8 + Math.floor(rng.float() * 24), extent = RASTER.width - inset * 2;
+        return [`(box ${inset} ${inset} ${extent} ${extent} ${32 + Math.floor(rng.float() * 160)} ${Math.floor(rng.float() * 4)})`];
+      }
+      if (hint === "diversify-color") return [`(channels ${["rbg", "grb", "gbr", "brg", "bgr"][Math.floor(rng.float() * 5)]})`];
+      if (hint === "increase-contrast") return [`(solarize ${80 + Math.floor(rng.float() * 112)})`];
+      if (hint === "reduce-noise") return ["(blur)"];
+      return [];
+    };
+    const parentAdvice = parent?.capabilityHints?.length ? {
+      specimenId: parent.id, criticism: parent.visualReview?.criticism || "",
+      mutationHints: parent.capabilityHints,
+    } : null;
+    const inheritedAdvice = parentAdvice || (this.reviewAdvice.length && rng.float() < .2
+      ? this.reviewAdvice[Math.floor(rng.float() * this.reviewAdvice.length)] : null);
+    const inheritedHints = inheritedAdvice?.mutationHints || [];
+    const inherited = inheritedHints.length && rng.float() < .75
+      ? inheritedHints[Math.floor(rng.float() * inheritedHints.length)] : null;
+    const capabilityByHint = {
+      "add-feedback": "feedback", "stabilize-temporal": "feedback",
+      "add-masking": "masking", "add-symmetry": "symmetry", "add-tiling": "tiling",
+      "add-displacement": "displacement", "add-cellular": "cellular",
+      "use-sprites": "sprite-memory", "deepen-boxes": "boxed-computation",
+      "diversify-color": "color-dynamics", "increase-contrast": "color-dynamics",
+      "reduce-noise": "smoothing",
+    };
+    const recipe = inherited ? capabilityStage(inherited) : [];
+    const stages = 1 + Math.floor(rng.float() * 6);
+    const source = `(raster ${[...recipe, ...Array.from({ length: stages }, stage)].slice(0, RASTER.maxStages).join(" ")})`;
+    const profile = parent?.hardware && rng.float() < .7
+      ? parent.hardware.name
+      : PROFILE_LIST[Math.floor(rng.float() * PROFILE_LIST.length)].name;
+    return { source, options: {
+      origin: "grammar",
+      parent: parent?.id || null,
+      generation: (parent?.generation || 0) + 1,
+      entropySource: authority ? "ac-utc+memory" : "memory",
+      authorityUtcMs: authority,
+      entropySeed: memoryWord,
+      profile,
+      reviewParent: inherited ? inheritedAdvice.specimenId : null,
+      reviewCriticism: inherited ? inheritedAdvice.criticism : null,
+      inheritedCapability: inherited ? capabilityByHint[inherited] : null,
+      mutationHints: inherited ? [inherited] : [],
+    } };
+  }
+
+  mutate(parentId = null) {
+    const proposal = this.proposeMutation(parentId);
+    return this.submit(proposal.source, proposal.options);
+  }
+
+  fork(id) {
+    const parentEntry = [...this.cells.entries()].find(([, candidate]) => candidate.id === id);
+    if (!parentEntry || parentEntry[1].domain !== "raster") return null;
+    const [parentKey, parent] = parentEntry;
+    const child = this.mutate(id);
+    if (![...this.cells.values()].some((candidate) => candidate.id === id)) {
+      for (const [key, candidate] of this.cells) if (candidate.id === child.id) this.cells.delete(key);
+      this.cells.set(parentKey, parent);
+      child.retained = false;
+      child.status = "dissolving";
+    }
+    child.forkedFrom = id;
+    return child;
+  }
+
+  retire(id, reason = "low-performer") {
+    let retired = null;
+    for (const [key, candidate] of this.cells) {
+      if (candidate.id !== id) continue;
+      this.cells.delete(key);
+      candidate.retained = false;
+      candidate.status = "retired";
+      candidate.retiredReason = reason;
+      retired = candidate;
+      break;
+    }
+    for (const candidate of this.recent) if (candidate.id === id) {
+      candidate.retained = false;
+      candidate.status = "retired";
+      candidate.retiredReason = reason;
+    }
+    return retired;
+  }
+
+  snapshot({ selected = null, includeGrooves = false } = {}) {
+    const residents = [...this.cells.values()].sort((a, b) => a.cell[1] - b.cell[1] || a.cell[0] - b.cell[0]);
+    const recent = this.recent.filter((candidate) => candidate.domain === "raster").slice(-60);
+    const rasterResidents = residents.filter((candidate) => candidate.domain === "raster");
+    const sortResidents = residents.filter((candidate) => (candidate.domain || "sort") === "sort");
+    const visibleById = new Map([...rasterResidents, ...recent].map((candidate) => [candidate.id, candidate]));
+    const active = visibleById.get(selected) || recent.at(-1) || residents[0] || null;
+    return {
+      schema: 2,
+      name: "piecefarm-field-soup",
+      score: "grow verified programs directly in bounded RGB memory",
+      signature: "PixelGroove<160,RGB24,v1> -> RGBField<Q|H|1X|2X,u8>",
+      iteration: this.iteration,
+      accepted: this.accepted,
+      rejected: this.rejected,
+      coverage: this.cells.size,
+      capacity: GRID.width * GRID.height + RASTER_CAPACITY,
+      domains: {
+        sort: { coverage: sortResidents.length, capacity: GRID.width * GRID.height },
+        raster: { coverage: rasterResidents.length, capacity: RASTER_CAPACITY },
+      },
+      memory: {
+        fieldBytes: (active?.hardware?.fieldBytes || BASE_RASTER.bytes) + BASE_RASTER.permaBytes,
+        workingBytes: active?.hardware?.workingBytes || BASE_RASTER.bytes * 2 + BASE_RASTER.permaBytes,
+        permaMargin: RASTER.permaMargin, permaCellBytes: RASTER.permaCellBytes,
+        grooveVersion: GROOVE_LAYOUT.version, grooveBytes: GROOVE_LAYOUT.bytes,
+        marginCoreCells: RASTER.marginCoreCells, marginProtectedCells: RASTER.marginProtectedCells,
+        marginFringeCells: RASTER.permaCells - RASTER.marginProtectedCells, spriteSlots: RASTER.spriteSlots,
+        residentBytes: rasterResidents.reduce((sum, candidate) => sum + (candidate.hardware?.fieldBytes || BASE_RASTER.bytes) + BASE_RASTER.permaBytes, 0),
+        profiles: Object.fromEntries(PROFILE_LIST.map((profile) => [profile.name, {
+          resolution: profile.resolution,
+          residents: rasterResidents.filter((candidate) => candidate.hardware?.name === profile.name).length,
+        }])),
+        activeReads: active?.domain === "raster" ? active.metrics?.reads || 0 : 0,
+        activeWrites: active?.domain === "raster" ? active.metrics?.writes || 0 : 0,
+      },
+      aliveness: rasterResidents.reduce((counts, candidate) => {
+        counts[candidate.aliveness || "unknown"] = (counts[candidate.aliveness || "unknown"] || 0) + 1; return counts;
+      }, { alive: 0, dormant: 0, collapsed: 0, flicker: 0, unknown: 0 }),
+      grid: GRID,
+      capabilityBakes: {
+        advice: this.reviewAdvice.length,
+        residents: rasterResidents.filter((candidate) => candidate.capabilityLineage).length,
+      },
+      pieceVm: this.pieceVm ? {
+        schema: this.pieceVm.schema, iteration: this.pieceVm.iteration,
+        accepted: this.pieceVm.accepted, rejected: this.pieceVm.rejected,
+        championId: this.pieceVm.championId,
+      } : null,
+      selected: active?.id || null,
+      active: publicCandidate(active, { includeGroove: includeGrooves }),
+      programs: [...visibleById.values()].map((candidate) => publicCandidate(candidate, { includeGroove: includeGrooves })),
+      rng: this.rng.toJSON(),
+    };
+  }
+}
+
+export { ALGORITHMS, GRID, RASTER, RASTER_CAPACITY };
diff --git a/experiments/intelligent-terrarium/src/soup-history.mjs b/experiments/intelligent-terrarium/src/soup-history.mjs
new file mode 100644
index 0000000000..b8459862f2
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/soup-history.mjs
@@ -0,0 +1,124 @@
+import { execFile } from "node:child_process";
+import { mkdir, readFile } from "node:fs/promises";
+import { promisify } from "node:util";
+import { join, resolve } from "node:path";
+import { atomicWrite, canonical } from "./canonical.mjs";
+import { NoveltyArchive } from "./sort-soup.mjs";
+
+const run = promisify(execFile);
+
+async function git(root, args, options = {}) {
+  return run("git", ["-C", root, ...args], { encoding: "utf8", ...options });
+}
+
+export class SoupHistory {
+  constructor(root) {
+    this.root = resolve(root);
+    this.archivePath = join(this.root, "archive.json");
+    this.editionPath = join(this.root, "edition.json");
+    this.head = null;
+    this.editions = 0;
+    this.lastEdition = null;
+  }
+
+  static async open(root, { seed = "piecefarm-sort-soup-v1" } = {}) {
+    const history = new SoupHistory(root);
+    await mkdir(history.root, { recursive: true });
+    try {
+      await git(history.root, ["rev-parse", "--git-dir"]);
+    } catch {
+      await git(history.root, ["init", "-q"]);
+      await git(history.root, ["config", "user.name", "Piecefarm"]);
+      await git(history.root, ["config", "user.email", "piecefarm@localhost"]);
+      await git(history.root, ["config", "commit.gpgsign", "false"]);
+    }
+    await history.refresh();
+    try {
+      const stored = JSON.parse(await readFile(history.archivePath, "utf8"));
+      return { history, archive: NoveltyArchive.fromJSON(stored), restored: true };
+    } catch (error) {
+      if (error.code !== "ENOENT") throw error;
+      return { history, archive: new NoveltyArchive({ seed }), restored: false };
+    }
+  }
+
+  async refresh() {
+    try {
+      const [head, count] = await Promise.all([
+        git(this.root, ["rev-parse", "HEAD"]),
+        git(this.root, ["rev-list", "--count", "HEAD"]),
+      ]);
+      this.head = head.stdout.trim();
+      this.editions = Number(count.stdout.trim()) || 0;
+    } catch {
+      this.head = null;
+      this.editions = 0;
+      this.lastEdition = null;
+      return this.snapshot();
+    }
+    try { this.lastEdition = JSON.parse(await readFile(this.editionPath, "utf8")); }
+    catch (error) { if (error.code !== "ENOENT") throw error; }
+    return this.snapshot();
+  }
+
+  snapshot() {
+    return {
+      head: this.head,
+      shortHead: this.head?.slice(0, 8) || null,
+      editions: this.editions,
+      lastEdition: this.lastEdition ? { ...this.lastEdition } : null,
+    };
+  }
+
+  async pieceVmLineage(limit = 128) {
+    if (!Number.isInteger(limit) || limit < 1 || limit > 512) throw new RangeError("PieceVM lineage limit must be 1..512");
+    let commits;
+    try {
+      commits = (await git(this.root, ["log", `--max-count=${limit}`, "--format=%H", "--", "archive.json"]))
+        .stdout.trim().split("\n").filter(Boolean).reverse();
+    } catch {
+      return [];
+    }
+    const lineage = new Map();
+    for (const commit of commits) {
+      try {
+        const stored = JSON.parse((await git(this.root, ["show", `${commit}:archive.json`], { maxBuffer: 32 * 1024 * 1024 })).stdout);
+        for (const candidate of stored.pieceVm?.lineage || stored.pieceVm?.residents || []) {
+          if (candidate?.id && candidate?.source && !lineage.has(candidate.id)) lineage.set(candidate.id, candidate);
+        }
+      } catch { /* A pre-PieceVM edition contributes no lineage. */ }
+    }
+    return [...lineage.values()].slice(-limit);
+  }
+
+  async save(archive, { commit = false, reason = "checkpoint" } = {}) {
+    await atomicWrite(this.archivePath, `${canonical(archive.toJSON())}\n`);
+    if (!commit) return null;
+    const snapshot = archive.snapshot();
+    const edition = {
+      schema: 1,
+      reason,
+      iteration: snapshot.iteration,
+      accepted: snapshot.accepted,
+      rejected: snapshot.rejected,
+      coverage: snapshot.coverage,
+      capacity: snapshot.capacity,
+      selected: snapshot.selected,
+      pieceVm: snapshot.pieceVm,
+    };
+    await atomicWrite(this.editionPath, `${canonical(edition)}\n`);
+    await git(this.root, ["add", "--", "archive.json", "edition.json"]);
+    try {
+      await git(this.root, ["diff", "--cached", "--quiet"]);
+      return null;
+    } catch (error) {
+      if (error.code !== 1) throw error;
+    }
+    const message = `season: ${reason} at iteration ${snapshot.iteration} coverage ${snapshot.coverage}`;
+    await git(this.root, ["commit", "-q", "-m", message]);
+    this.head = (await git(this.root, ["rev-parse", "HEAD"])).stdout.trim();
+    this.editions += 1;
+    this.lastEdition = edition;
+    return this.head;
+  }
+}
diff --git a/experiments/intelligent-terrarium/src/soup-server.mjs b/experiments/intelligent-terrarium/src/soup-server.mjs
new file mode 100644
index 0000000000..3da7d8c94b
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/soup-server.mjs
@@ -0,0 +1,1497 @@
+#!/usr/bin/env node
+import { createServer } from "node:http";
+import { createHash } from "node:crypto";
+import { execFile } from "node:child_process";
+import { appendFile, mkdir, mkdtemp, readFile, rm } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { dirname, extname, join, resolve } from "node:path";
+import { fileURLToPath } from "node:url";
+import { promisify } from "node:util";
+import { NoveltyArchive } from "./sort-soup.mjs";
+import { SoupHistory } from "./soup-history.mjs";
+import { SpecimenLedger } from "./specimen-ledger.mjs";
+import { VisualCurator } from "./visual-curator.mjs";
+import { EvaluationPool } from "./evaluation-pool.mjs";
+import { GROOVE_LAYOUT, hardwareProfile, inspectPixelGroove, printPixelGroove, readGrooveInstruction } from "./pixel-groove.mjs";
+import { compilePieceLisp } from "./piece-vm.mjs";
+import { evaluatePieceVmSource, PieceVmNursery, rankPieceVmCandidates } from "./piece-vm-nursery.mjs";
+import { PieceVmPhenotypeOracle } from "./piece-vm-phenotype.mjs";
+import { PieceVmPolicyBandit } from "./piece-vm-policy-bandit.mjs";
+import { PieceVmOperatorBandit } from "./piece-vm-operator-bandit.mjs";
+import { PieceVmOutcomeModel } from "./piece-vm-outcome-model.mjs";
+import { PieceVmCurriculum, pieceVmCurriculumEvidence, pieceVmDevelopment,
+  pieceVmCurriculumParent, pieceVmCurriculumTarget, prioritizePieceVmCurriculum } from "./piece-vm-curriculum.mjs";
+
+const here = dirname(fileURLToPath(import.meta.url));
+const defaultWebRoot = resolve(here, "../web");
+const runFile = promisify(execFile);
+const pieceVmCanarySource = await readFile(resolve(here, "../examples/piece-vm-canary.lisp"), "utf8");
+const pieceVmCanary = compilePieceLisp(pieceVmCanarySource, { resolution: 64 });
+const LOOPBACK = new Set(["127.0.0.1", "::1"]);
+const MARGIN_RIM_PIXELS = 556;
+const MARGIN_FRINGE_RIM_END = GROOVE_LAYOUT.tracks.fringe.base + MARGIN_RIM_PIXELS;
+const RASTER_OPCODE_NAMES = Object.freeze([
+  null, "add", "xor", "shift", "mix", "solarize", "blur", "edges", "rotate", "mirror",
+  "channels", "and", "or", "line", "triangle", "flood", "box", "copy", "paste", "cellular",
+]);
+const STATIC = new Map([
+  ["/", "soup.html"], ["/soup", "soup.html"], ["/board", "board.html"],
+  ["/soup.mjs", "soup.mjs"], ["/board.mjs", "board.mjs"], ["/soup.css", "soup.css"],
+]);
+
+function json(response, status, value) {
+  const data = Buffer.from(JSON.stringify(value));
+  response.writeHead(status, {
+    "content-type": "application/json; charset=utf-8",
+    "content-length": data.length,
+    "cache-control": "no-store",
+    "x-content-type-options": "nosniff",
+  });
+  response.end(data);
+}
+
+async function body(request, limit = 4096) {
+  const chunks = [];
+  let size = 0;
+  for await (const chunk of request) {
+    size += chunk.length;
+    if (size > limit) throw new Error("request body too large");
+    chunks.push(chunk);
+  }
+  return JSON.parse(Buffer.concat(chunks).toString("utf8") || "{}");
+}
+
+function bearer(request) {
+  const match = /^Bearer\s+(.+)$/i.exec(request.headers.authorization || "");
+  return match?.[1] || null;
+}
+
+function contentType(filename) {
+  if (extname(filename) === ".html") return "text/html; charset=utf-8";
+  if (extname(filename) === ".css") return "text/css; charset=utf-8";
+  return "text/javascript; charset=utf-8";
+}
+
+function nativeField(value) {
+  return String(value ?? "").replace(/[\t\r\n]/g, " ");
+}
+
+function resampleRgbHex(hex, sourceWidth, sourceHeight, targetWidth = 128, targetHeight = 128) {
+  const source = Buffer.from(String(hex || ""), "hex");
+  if (source.length !== sourceWidth * sourceHeight * 3) return "";
+  if (sourceWidth === targetWidth && sourceHeight === targetHeight) return source.toString("hex");
+  const target = Buffer.alloc(targetWidth * targetHeight * 3);
+  for (let y = 0; y < targetHeight; y += 1) for (let x = 0; x < targetWidth; x += 1) {
+    const sx = Math.min(sourceWidth - 1, Math.floor(x * sourceWidth / targetWidth));
+    const sy = Math.min(sourceHeight - 1, Math.floor(y * sourceHeight / targetHeight));
+    const from = (sy * sourceWidth + sx) * 3, to = (y * targetWidth + x) * 3;
+    target[to] = source[from]; target[to + 1] = source[from + 1]; target[to + 2] = source[from + 2];
+  }
+  return target.toString("hex");
+}
+
+function median(values) {
+  const sorted = [...values].sort((a, b) => a - b);
+  if (!sorted.length) return 0;
+  const middle = Math.floor(sorted.length / 2);
+  return sorted.length % 2 ? sorted[middle] : (sorted[middle - 1] + sorted[middle]) / 2;
+}
+
+function addressDistance(a, b) {
+  if (!/^[A-D][1-3]$/.test(a || "") || !/^[A-D][1-3]$/.test(b || "")) return 8;
+  return Math.abs(a.charCodeAt(0) - b.charCodeAt(0)) + Math.abs(Number(a[1]) - Number(b[1]));
+}
+
+// Sixty-second population-relative lifecycle windows. Red is descriptive only:
+// a resident is prodded when it is a sustained statistical outlier, and is
+// retired only after several distinct memory interventions fail.
+export class PerformanceOracle {
+  constructor({ now = Date.now, windowMs = 60_000, terminalWindowMs = 5_000, random = Math.random, maxInterventions = 3 } = {}) {
+    this.now = now;
+    this.windowMs = windowMs;
+    this.terminalWindowMs = terminalWindowMs;
+    this.random = random;
+    this.maxInterventions = maxInterventions;
+    this.tracks = new Map();
+  }
+
+  #resetWindow(track, at) {
+    track.since = at; track.samples = 0; track.lowSamples = 0; track.redSamples = 0;
+    track.yellowSamples = 0; track.healthySamples = 0; track.hpTotal = 0;
+    track.hpMean = 0; track.hpM2 = 0; track.hpMin = Infinity; track.hpMax = -Infinity;
+  }
+
+  #donor(target, rows) {
+    const donors = rows.filter((row) => row.id !== target.id && row.hp > target.hp + 5);
+    if (!donors.length) return null;
+    const weighted = donors.map((row) => {
+      const distance = addressDistance(target.address, row.address);
+      const neighborBias = distance === 1 ? 6 : 1 / Math.max(1, distance);
+      return { row, weight: neighborBias * (1 + row.hp / 25) };
+    });
+    // A small distant-graft chance keeps the topology from becoming parochial.
+    if (this.random() < .12) return donors[Math.floor(this.random() * donors.length)];
+    let roll = this.random() * weighted.reduce((sum, value) => sum + value.weight, 0);
+    for (const value of weighted) {
+      roll -= value.weight;
+      if (roll <= 0) return value.row;
+    }
+    return weighted.at(-1).row;
+  }
+
+  ingest(rows, interventionCounts = new Map(), displayFps = 0) {
+    const at = this.now();
+    const eligible = rows.filter((row) => Number.isFinite(row.hp));
+    if (eligible.length < 4) return { action: null, metrics: [] };
+    const center = median(eligible.map((row) => row.hp));
+    const mad = median(eligible.map((row) => Math.abs(row.hp - center)));
+    const cutoff = center - Math.max(5, mad * 1.5);
+    const metrics = [];
+    let action = null;
+    for (const row of eligible) {
+      let track = this.tracks.get(row.id);
+      if (!track) {
+        track = { since: at, samples: 0, lowSamples: 0, redSamples: 0, yellowSamples: 0, hpTotal: 0,
+          healthySamples: 0, hpMean: 0, hpM2: 0, hpMin: Infinity, hpMax: -Infinity,
+          terminalSince: null, terminalSamples: 0,
+          interventions: interventionCounts.get(row.id) || 0, lastIntervention: false };
+        this.tracks.set(row.id, track);
+      }
+      const low = row.hp < cutoff;
+      track.samples += 1;
+      track.lowSamples += low ? 1 : 0;
+      track.redSamples += row.hp < 38 ? 1 : 0;
+      track.yellowSamples += row.hp >= 38 && row.hp < 68 ? 1 : 0;
+      track.healthySamples += row.hp >= 82 ? 1 : 0;
+      track.hpTotal += row.hp;
+      const hpDelta = row.hp - track.hpMean;
+      track.hpMean += hpDelta / track.samples;
+      track.hpM2 += hpDelta * (row.hp - track.hpMean);
+      track.hpMin = Math.min(track.hpMin, row.hp);
+      track.hpMax = Math.max(track.hpMax, row.hp);
+      const terminal = row.hp < 10 && row.failedReprobes >= 3;
+      if (terminal) {
+        if (track.terminalSince === null) track.terminalSince = at;
+        track.terminalSamples += 1;
+      } else {
+        track.terminalSince = null; track.terminalSamples = 0;
+      }
+      const strikes = Math.round(track.lowSamples / track.samples * 100);
+      const elapsed = at - track.since;
+      metrics.push({ id: row.id, hp: row.hp, life: row.life, traits: row.traits,
+        strikes, cutoff, median: center, mad, rubricVersion: 2, samples: track.samples,
+        elapsedMs: elapsed, healthMean: track.hpMean,
+        healthStdDev: Math.sqrt(track.hpM2 / Math.max(1, track.samples - 1)),
+        healthRange: track.hpMax - track.hpMin,
+        healthyRatio: track.healthySamples / Math.max(1, track.samples) });
+      const redRatio = track.redSamples / Math.max(1, track.samples);
+      if (!action && terminal && track.terminalSamples >= 2 && at - track.terminalSince >= this.terminalWindowMs) {
+        action = { type: "cull", id: row.id, hp: row.hp, averageHp: track.hpTotal / track.samples,
+          cutoff, reason: "terminal-after-failed-reprobes" };
+        continue;
+      }
+      if (!action && row.ageMs >= this.windowMs / 2 && elapsed >= this.windowMs / 2 &&
+          redRatio >= .7 && track.interventions < 1) {
+        const donor = this.#donor(row, eligible);
+        const roll = this.random();
+        const strategy = donor && roll < .55 ? "copy" : roll < .82 ? "organized" : "self";
+        track.interventions += 1; track.lastIntervention = true;
+        action = { type: "prod", id: row.id, hp: row.hp, averageHp: track.hpTotal / track.samples,
+          cutoff, strategy, donorId: strategy === "copy" ? donor.id : null };
+        this.#resetWindow(track, at);
+        continue;
+      }
+      if (action || row.ageMs < this.windowMs || elapsed < this.windowMs) continue;
+      const lowRatio = track.lowSamples / Math.max(1, track.samples);
+      const yellowRatio = track.yellowSamples / Math.max(1, track.samples);
+      const averageHp = track.hpTotal / Math.max(1, track.samples);
+      if (redRatio >= .6 && averageHp < 38) {
+        action = { type: "cull", id: row.id, hp: row.hp, averageHp, cutoff,
+          reason: "sustained-red-health" };
+      } else if (yellowRatio >= .6 && displayFps >= 120) {
+        action = { type: "fork", id: row.id, hp: row.hp, averageHp, cutoff, displayFps };
+      } else if (lowRatio >= .6 && averageHp < cutoff) {
+        const donor = this.#donor(row, eligible);
+        const roll = this.random();
+        const strategy = donor && roll < .55 ? "copy" : roll < .82 ? "organized" : "self";
+        track.interventions += 1; track.lastIntervention = true;
+        action = { type: "prod", id: row.id, hp: row.hp, averageHp, cutoff,
+          strategy, donorId: strategy === "copy" ? donor.id : null };
+      } else if (track.lastIntervention) {
+        action = { type: "recovered", id: row.id, hp: row.hp, averageHp, cutoff };
+        track.lastIntervention = false;
+      }
+      this.#resetWindow(track, at);
+    }
+    return { action, metrics };
+  }
+}
+
+// Compact, bounded text membrane for the native SDL renderer. The browser
+// JSON snapshot intentionally carries full verification traces; the display
+// only needs truthful identities, scores, and one real sample vector.
+const PIECE_VM_ECOLOGY_CAPABILITIES = new Set([
+  "line", "triangle", "rotate", "shift", "copy", "paste", "cellular", "flood", "box", "edges",
+]);
+
+export function pieceVmEcology(programs = []) {
+  return (programs || []).slice(0, 12).map((program) => {
+    const source = String(program?.source || "").slice(0, 4096);
+    const capabilities = [...source.matchAll(/\(([a-z][a-z0-9-]*)\b/g)]
+      .map((match) => match[1]).filter((name) => PIECE_VM_ECOLOGY_CAPABILITIES.has(name));
+    return capabilities.length ? { id: String(program.id || "").slice(0, 24),
+      address: String(program.address || "").slice(0, 3), capabilities: [...new Set(capabilities)] } : null;
+  }).filter((value) => value?.id);
+}
+
+function visibleMarginAddress(address) {
+  return Number.isInteger(address) && ((address >= 0 && address < MARGIN_RIM_PIXELS) ||
+    (address >= GROOVE_LAYOUT.tracks.fringe.base && address < MARGIN_FRINGE_RIM_END));
+}
+
+function rimCoordinate(address) {
+  const layer = address >= GROOVE_LAYOUT.tracks.fringe.base ? "fringe" : "core";
+  const index = layer === "fringe" ? address - GROOVE_LAYOUT.tracks.fringe.base : address;
+  if (index < 160) return { layer, index, side: "top", offset: index };
+  if (index < 279) return { layer, index, side: "right", offset: index - 159 };
+  if (index < 438) return { layer, index, side: "bottom", offset: index - 279 };
+  return { layer, index, side: "left", offset: index - 437 };
+}
+
+export function decodeMarginProbe(program, address, { at = Date.now(), requestedBy = "loopback" } = {}) {
+  if (!program?.id || !visibleMarginAddress(address)) throw new RangeError("probe address is not visible on the fixed rim");
+  const encoded = String(program.sample?.groove || "");
+  if (encoded.length !== GROOVE_LAYOUT.bytes * 2 || !/^[a-f0-9]+$/i.test(encoded)) throw new Error("resident has no valid Groove");
+  const groove = new Uint8Array(Buffer.from(encoded, "hex"));
+  const inspected = inspectPixelGroove(groove);
+  if (!inspected.valid || inspected.id !== program.id) throw new Error("resident Groove failed protected validation");
+  const [trackName, track] = Object.entries(GROOVE_LAYOUT.tracks)
+    .find(([, value]) => address >= value.base && address < value.base + value.pixels) || [];
+  if (!track) throw new RangeError("probe address is outside Groove memory");
+  let opcode = null;
+  if (trackName === "sequence") {
+    const instruction = readGrooveInstruction(groove, Math.floor((address - track.base) / 8));
+    opcode = instruction?.[0] || null;
+  } else if (trackName === "functions") {
+    opcode = Math.floor((address - track.base) / 3) + 1;
+  } else if (trackName === "bodies") {
+    opcode = Math.floor((address - track.base) / 16) + 1;
+  }
+  const decoded = RASTER_OPCODE_NAMES[opcode] || null;
+  const capability = PIECE_VM_ECOLOGY_CAPABILITIES.has(decoded) ? decoded : null;
+  const byte = address * 3;
+  return Object.freeze({
+    id: String(program.id).slice(0, 24), displayAddress: String(program.address || "").slice(0, 3),
+    at: Number(at), address, ...rimCoordinate(address), track: trackName,
+    protected: Boolean(track.protected), rgb: Object.freeze([...groove.slice(byte, byte + 3)]),
+    opcode, operation: decoded, capability,
+    requestedBy: String(requestedBy || "loopback").replace(/[^a-z0-9:_-]/gi, "").slice(0, 24) || "loopback",
+    protectedHash: inspected.protectedHash,
+  });
+}
+
+export function pieceVmEcologyWithProbe(programs = [], probe = null) {
+  const ecology = pieceVmEcology(programs);
+  if ((probe?.status && probe.status !== "pending") || !probe?.capability ||
+      !PIECE_VM_ECOLOGY_CAPABILITIES.has(probe.capability)) return ecology;
+  const resident = ecology.find((value) => value.id === probe.id);
+  if (!resident || !resident.capabilities.includes(probe.capability)) return ecology;
+  const focused = { ...resident, capabilities: [probe.capability], probe: {
+    address: probe.address, track: probe.track, requestedBy: probe.requestedBy, at: probe.at,
+  }, priority: true };
+  return [focused, ...ecology.filter((value) => value.id !== resident.id)];
+}
+
+export function pieceVmCarriesProbe(record, probe) {
+  return Boolean(record?.capabilityLineage?.some((capability) =>
+    capability.donor === probe?.id && capability.capability === probe?.capability &&
+    capability.probeAt === probe?.at && capability.probeAddress === probe?.address));
+}
+
+export function nativeSnapshot(state, pieceVmPrograms = pieceVmCanary) {
+  const checkpoint = state.checkpoint || {};
+  const raster = state.domains?.raster || {};
+  const memory = state.memory || {};
+  const curation = state.runtime?.visualCuration?.persisted || {};
+  const recommendations = curation.recommendations || {};
+  const history = state.history || {};
+  const pieceVm = state.runtime?.pieceVm || {};
+  const pieceVmChampion = pieceVm.champion || {};
+  const pieceVmSelection = pieceVm.selection || {};
+  const pieceVmPhenotype = (pieceVm.phenotypes || []).find((value) => value.id === pieceVmSelection.parentId) || {};
+  const pieceVmPolicy = pieceVm.policyBandit || {};
+  const policy = (name) => (pieceVmPolicy.policies || []).find((value) => value.policy === name) || {};
+  const phenotypePolicy = policy("phenotype-lead"), championPolicy = policy("champion-control");
+  const diversityPolicy = policy("branch-diversity");
+  const pieceVmOperator = pieceVm.operatorBandit || {};
+  const operator = (name) => (pieceVmOperator.policies || []).find((value) => value.policy === name) || {};
+  const variationOperator = operator("variation"), machineryOperator = operator("machinery");
+  const exchangeOperator = operator("exchange");
+  const pieceVmOutcome = pieceVm.outcomeModel || {};
+  const pieceVmCurriculum = pieceVm.curriculum || {};
+  const pieceVmDevelopmentState = pieceVmCurriculum.champion || pieceVmChampion.development || {};
+  const pieceVmEcology = pieceVmChampion.environmentCapability ? pieceVmChampion : (pieceVm.lastEnvironmentGraft || {});
+  const marginProbe = state.runtime?.marginProbe || {};
+  const assignments = Array.isArray(pieceVmPrograms) ? pieceVmPrograms : [
+    { address: "A1", resolution: 64, role: "canary", program: pieceVmPrograms },
+    ...(pieceVmPrograms?.native?.profiles?.standard?.valid
+      ? [{ address: "B1", resolution: 128, role: "canary", program: pieceVmPrograms }] : []),
+    ...(pieceVmPrograms?.native?.profiles?.double?.valid
+      ? [{ address: "C1", resolution: 256, role: "canary", program: pieceVmPrograms }] : []),
+  ];
+  const assignmentByAddress = new Map(assignments.map((value) => [value.address, value]));
+  const lines = [
+    ["S", state.iteration, state.accepted, state.rejected, state.coverage,
+      state.capacity, state.selected || "", checkpoint.nextIteration || 0,
+      checkpoint.iterationsRemaining || 0, checkpoint.estimatedMs || 0,
+      raster.coverage || 0, raster.capacity || 0, memory.residentBytes || 0,
+      memory.activeReads || 0, memory.activeWrites || 0,
+      Number(state.runtime?.evaluationsPerSecond || 0).toFixed(2),
+      Math.round(state.runtime?.utcMs || Date.now()), Number(state.runtime?.musicalBpm || 60),
+      state.runtime?.clockSynced ? 1 : 0, curation.reviews || 0,
+      recommendations.retain || 0, recommendations.watch || 0,
+      recommendations.reject || 0, history.editions || 0,
+      history.shortHead || "", history.lastEdition?.iteration || 0,
+      pieceVmChampion.generation || 0, nativeField(pieceVmChampion.mutation || "foundation"),
+      pieceVm.accepted || 0, pieceVm.rejected || 0, pieceVm.lineage || 0,
+      nativeField(pieceVmChampion.id || ""),
+      pieceVmChampion.registerCount || 0, pieceVmChampion.structure?.calls || 0,
+      pieceVmChampion.structure?.memory || 0, pieceVmChampion.structure?.senses || 0,
+      Number(pieceVmChampion.score || 0).toFixed(4), pieceVmChampion.native?.valid ? 1 : 0,
+      pieceVmChampion.native?.profiles?.standard?.valid ? 1 : 0,
+      pieceVmChampion.native?.profiles?.double?.valid ? 1 : 0,
+      pieceVm.crossovers || 0,
+      pieceVmChampion.structure?.functions || 0, pieceVmChampion.structure?.arguments || 0,
+      pieceVmChampion.structure?.layouts || 0, pieceVmChampion.structure?.layoutBytes || 0,
+      nativeField(pieceVmEcology.environmentCapability || ""), nativeField(pieceVmEcology.environmentDonor || ""),
+      nativeField(marginProbe.id || ""), Number.isInteger(marginProbe.address) ? marginProbe.address : -1,
+      nativeField(marginProbe.track || ""), nativeField(marginProbe.capability || ""),
+      nativeField(marginProbe.requestedBy || ""),
+      nativeField(marginProbe.status || ""), nativeField(marginProbe.descendantId || ""),
+      marginProbe.attempts || 0, nativeField(marginProbe.descendant?.state || ""),
+      marginProbe.descendant?.descendants || 0, marginProbe.descendant?.generation || 0,
+      marginProbe.descendant?.children || 0,
+      marginProbe.descendant?.propagation?.descendants || 0,
+      marginProbe.descendant?.propagation?.residents || 0,
+      marginProbe.descendant?.propagation?.maxGeneration || 0,
+      nativeField(marginProbe.descendant?.propagation?.frontierId || ""),
+      marginProbe.descendant?.propagation?.champion ? 1 : 0,
+      nativeField(pieceVmSelection.parentId || ""), pieceVmPhenotype.reports || 0,
+      pieceVmPhenotype.ready ? 1 : 0, Number(pieceVmPhenotype.score || 0).toFixed(4),
+      Number(pieceVmPhenotype.selectionBias || 0).toFixed(4), pieceVmPhenotype.sonicVoices || 0,
+      nativeField(pieceVmPhenotype.role || ""),
+      nativeField(pieceVmPolicy.nextBonus || ""),
+      phenotypePolicy.trials || 0, Number(phenotypePolicy.meanReward || 0).toFixed(4),
+      Number(phenotypePolicy.admissionRate || 0).toFixed(4), Number(phenotypePolicy.capabilityRate || 0).toFixed(4),
+      championPolicy.trials || 0, Number(championPolicy.meanReward || 0).toFixed(4),
+      Number(championPolicy.admissionRate || 0).toFixed(4), Number(championPolicy.capabilityRate || 0).toFixed(4),
+      diversityPolicy.trials || 0, Number(diversityPolicy.meanReward || 0).toFixed(4),
+      Number(diversityPolicy.admissionRate || 0).toFixed(4), Number(diversityPolicy.capabilityRate || 0).toFixed(4),
+      nativeField(pieceVmOperator.nextBonus || ""),
+      variationOperator.trials || 0, Number(variationOperator.meanReward || 0).toFixed(4),
+      Number(variationOperator.capabilityRate || 0).toFixed(4),
+      machineryOperator.trials || 0, Number(machineryOperator.meanReward || 0).toFixed(4),
+      Number(machineryOperator.capabilityRate || 0).toFixed(4),
+      exchangeOperator.trials || 0, Number(exchangeOperator.meanReward || 0).toFixed(4),
+      Number(exchangeOperator.capabilityRate || 0).toFixed(4),
+      nativeField(pieceVmOutcome.next?.[pieceVmOperator.nextBonus] || ""),
+      pieceVmCurriculum.nextLead ? 1 : 0, pieceVmCurriculum.trials || 0,
+      pieceVmCurriculum.advancements || 0, pieceVmCurriculum.compoundAdmissions || 0,
+      pieceVmCurriculum.maxBreadth || 0, pieceVmDevelopmentState.breadth || 0,
+      nativeField(pieceVmDevelopmentState.signature || "00000"),
+    ].join("\t"),
+  ];
+  const displayPrograms = state.displayPrograms || state.programs.filter((program) => program.domain === "raster").slice(-12);
+  for (const [programIndex, program] of displayPrograms.entries()) {
+    const nativeRgb = resampleRgbHex(program.sample?.rgb, Number(program.sample?.width), Number(program.sample?.height));
+    const profile = program.address === "A1" || (!program.address && programIndex === 0) ? { resolution: 64, key: "half" }
+      : program.address === "B1" ? { resolution: 128, key: "standard" }
+      : program.address === "C1" ? { resolution: 256, key: "double" } : null;
+    const assignment = assignmentByAddress.get(program.address || (programIndex === 0 ? "A1" : ""));
+    const pieceVmProgram = assignment?.program || null;
+    const profileEvidence = profile?.resolution === 64 ? pieceVmProgram?.native
+      : pieceVmProgram?.native?.profiles?.[profile?.key];
+    const hasPieceVm = Boolean(pieceVmProgram && profile && (profile.resolution === 64 || profileEvidence?.valid));
+    lines.push([
+      "P", nativeField(program.id), nativeField(program.origin),
+      nativeField(program.status), program.generation || 0,
+      Number(program.novelty || 0).toFixed(6),
+      Number(program.quality || 0).toFixed(6),
+      Number(program.metrics?.operations || 0), program.retained ? 1 : 0,
+      nativeField(program.parent), nativeField(program.source || program.error),
+      (program.sample?.input || []).slice(0, 32).map(Number).join(","),
+      nativeField(program.domain || "sort"), nativeField(nativeRgb),
+      nativeRgb ? 128 : 0, nativeRgb ? 128 : 0,
+      nativeField(program.sample?.bytecode || ""), nativeField(program.address || ""),
+      nativeField(program.sample?.groove || ""),
+      hasPieceVm ? pieceVmProgram.bytecode : "",
+      hasPieceVm ? profile.resolution : 0,
+      hasPieceVm && (assignment?.probeCarrier ?? pieceVmCarriesProbe(pieceVmProgram, marginProbe)) ? 1 : 0,
+      hasPieceVm ? nativeField(pieceVmProgram.id || "") : "",
+      hasPieceVm ? nativeField(assignment?.role || "resident") : "",
+    ].join("\t"));
+  }
+  return `${lines.join("\n")}\n`;
+}
+
+// Proposals are derived from one authoritative archive state, evaluated by a
+// bounded worker queue, then admitted in their original order. A window deeper
+// than the worker count keeps the queue work-conserving across heterogeneous
+// 32/64/128/256 fields without allowing wall-clock completion order to rewrite
+// the Git-grown lineage.
+const EVALUATION_WEIGHTS = Object.freeze({
+  cellular: 2.4, blur: 1.8, flood: 1.55, edges: 1.3, mix: 1.15, box: 1.15,
+  triangle: 1.1, line: 1.05, copy: 1.05, paste: 1.05,
+});
+
+export function proposalEvaluationCost({ source, options = {} } = {}) {
+  let resolution = 128;
+  try { resolution = hardwareProfile(options.profile || "standard").resolution; }
+  catch { /* Invalid profiles are still evaluated and rejected by the worker. */ }
+  const operations = String(source || "").match(/\((?:add|xor|and|or|shift|mix|solarize|blur|edges|rotate|mirror|channels|line|triangle|flood|box|copy|paste|cellular)\b/g) || [];
+  const weightedStages = operations.reduce((sum, token) => {
+    const name = token.slice(1);
+    return sum + (EVALUATION_WEIGHTS[name] || 1);
+  }, 0);
+  return resolution * resolution * Math.max(1, weightedStages);
+}
+
+export function scheduleProposalEvaluations(proposals) {
+  if (!Array.isArray(proposals)) throw new TypeError("proposal schedule needs an array");
+  return proposals.map((proposal, index) => ({ proposal, index, cost: proposalEvaluationCost(proposal) }))
+    .sort((a, b) => b.cost - a.cost || a.index - b.index);
+}
+
+export function prioritizePieceVmAdaptation(candidates, adaptivePolicy, adaptiveOperator = null) {
+  if (!Array.isArray(candidates)) throw new TypeError("PieceVM policy priority needs candidates");
+  if (!adaptivePolicy && !adaptiveOperator) return candidates;
+  const priority = (candidate) => Number(candidate?.selectionEvidence?.policy === adaptivePolicy) +
+    Number(candidate?.operatorFamily === adaptiveOperator);
+  return candidates.sort((left, right) => priority(right) - priority(left));
+}
+
+export function prioritizePieceVmPolicy(candidates, adaptivePolicy) {
+  return prioritizePieceVmAdaptation(candidates, adaptivePolicy);
+}
+
+export async function evaluateProposalWindow({ archive, evaluationPool, count, authorityUtcMs = 0 }) {
+  if (!archive || !evaluationPool) throw new TypeError("evaluation window needs an archive and worker pool");
+  if (!Number.isInteger(count) || count < 1 || count > 256) throw new RangeError("evaluation window count must be 1..256");
+  const proposals = Array.from({ length: count }, () => archive.proposeMutation(null, { authorityUtcMs }));
+  const dispatch = scheduleProposalEvaluations(proposals);
+  const completed = await Promise.all(dispatch.map(({ proposal }) => evaluationPool.evaluate(proposal)));
+  const evaluations = Array(count);
+  for (let scheduled = 0; scheduled < dispatch.length; scheduled++)
+    evaluations[dispatch[scheduled].index] = completed[scheduled];
+  const costs = dispatch.map(({ cost }) => cost);
+  return {
+    proposals,
+    evaluations,
+    candidates: evaluations.map((evaluation) => archive.submitEvaluation(evaluation)),
+    scheduling: {
+      policy: "predicted-cost-descending/original-admission",
+      predictedCost: costs.reduce((sum, cost) => sum + cost, 0),
+      predictedMin: costs.length ? Math.min(...costs) : 0,
+      predictedMax: costs.length ? Math.max(...costs) : 0,
+    },
+  };
+}
+
+export async function createSortSoupServer({
+  host = "127.0.0.1",
+  port = 0,
+  seed = "piecefarm-sort-soup-v1",
+  cycleMs = 700,
+  webRoot = defaultWebRoot,
+  proposalToken = null,
+  proposalLog = null,
+  historyRoot = null,
+  ledgerPath = null,
+  editionEvery = 2048,
+  now = Date.now,
+  clockAuthorityUrl = null,
+  musicalBpm = 60,
+  openaiApiKey = null,
+  visualModel = "gpt-5.6-sol",
+  visualReviewCooldownMs = 10 * 60_000,
+  performanceWindowMs = 60_000,
+  workerCount = 1,
+  evaluationWindow = workerCount * 8,
+  pieceVmCycleMs = cycleMs > 0 ? 30_000 : 0,
+  pieceVmBatch = 4,
+  pieceVmNativeRunner = resolve(here, "../native/piece-vm-runner"),
+  pieceVmNativeVerifier = null,
+} = {}) {
+  if (!LOOPBACK.has(host)) throw new Error("sort-soup server refuses non-loopback binding");
+  if (!Number.isInteger(workerCount) || workerCount < 1 || workerCount > 8) throw new RangeError("evaluation worker count must be 1..8");
+  if (!Number.isInteger(evaluationWindow) || evaluationWindow < workerCount || evaluationWindow > 256) {
+    throw new RangeError("evaluation window must be worker count..256");
+  }
+  if (!Number.isInteger(pieceVmCycleMs) || pieceVmCycleMs < 0 || pieceVmCycleMs > 86_400_000) throw new RangeError("PieceVM cycle must be 0..86400000ms");
+  if (!Number.isInteger(pieceVmBatch) || pieceVmBatch < 1 || pieceVmBatch > 32) throw new RangeError("PieceVM batch must be 1..32");
+  if (pieceVmNativeVerifier !== null && typeof pieceVmNativeVerifier !== "function") throw new TypeError("PieceVM native verifier must be a function");
+  let archive;
+  let history = null;
+  let ledger = null;
+  let restored = false;
+  if (historyRoot) {
+    ({ history, archive, restored } = await SoupHistory.open(historyRoot, { seed }));
+  } else {
+    archive = new NoveltyArchive({ seed });
+  }
+  if (!restored) archive.seedClassics();
+  archive.seedFoundations();
+  const historicalPieceVm = history ? await history.pieceVmLineage() : [];
+  const mergedPieceVmLineage = new Map();
+  for (const value of [...historicalPieceVm, ...(archive.pieceVm?.lineage || [])]) {
+    if (value?.id && !mergedPieceVmLineage.has(value.id)) mergedPieceVmLineage.set(value.id, value);
+  }
+  const storedPieceVm = archive.pieceVm ? { ...archive.pieceVm, lineage: [...mergedPieceVmLineage.values()] } : null;
+  const pieceVmNursery = PieceVmNursery.fromJSON(storedPieceVm, { foundingSource: pieceVmCanarySource });
+  const pieceVmPhenotypes = PieceVmPhenotypeOracle.fromJSON(storedPieceVm?.phenotypes);
+  const pieceVmPolicyBandit = PieceVmPolicyBandit.fromJSON(storedPieceVm?.policyBandit);
+  const pieceVmOperatorBandit = PieceVmOperatorBandit.fromJSON(storedPieceVm?.operatorBandit);
+  const pieceVmOutcomeModel = PieceVmOutcomeModel.fromJSON(storedPieceVm?.outcomeModel);
+  const pieceVmCurriculum = PieceVmCurriculum.fromJSON(storedPieceVm?.curriculum);
+  const pieceVmArchiveState = () => ({ ...pieceVmNursery.toJSON(),
+    phenotypes: pieceVmPhenotypes.toJSON(), policyBandit: pieceVmPolicyBandit.toJSON(),
+    operatorBandit: pieceVmOperatorBandit.toJSON(), outcomeModel: pieceVmOutcomeModel.toJSON(),
+    curriculum: pieceVmCurriculum.toJSON() });
+  archive.pieceVm = pieceVmArchiveState();
+  let marginProbe = null;
+  if (ledgerPath) {
+    ledger = await SpecimenLedger.open(ledgerPath);
+    const known = new Map([...archive.cells.values(), ...archive.recent].map((candidate) => [candidate.id, candidate]));
+    for (const candidate of known.values()) {
+      ledger.observe(candidate);
+      const storedReview = ledger.get(candidate.id)?.visual_review_json;
+      if (storedReview) {
+        try { archive.recordVisualReview(candidate.id, JSON.parse(storedReview)); }
+        catch { /* Malformed historical advice remains inert. */ }
+      }
+    }
+    ledger.reconcileResidents([...archive.cells.values()].filter((candidate) => candidate.domain === "raster").map((candidate) => candidate.id));
+    marginProbe = ledger.latestMarginProbe();
+  }
+  const streams = new Set();
+  let selected = null;
+  let persistTail = Promise.resolve();
+  let lastSavedIteration = restored ? archive.iteration : 0;
+  let nextEdition = (Math.floor(archive.iteration / editionEvery) + 1) * editionEvery;
+  let clockOffsetMs = 0;
+  let clockSynced = false;
+  let lastLifecycleAction = null;
+  let liveTelemetry = { receivedAt: null, displayFps: 0, vmHz: 240, deadlineMisses: 0, residents: [], analysis: [] };
+  let evaluationPool = null;
+  let batchPromise = null;
+  let pieceVmPromise = null;
+  let lastPieceVmEvolution = null;
+  const pieceVmLeaseTtlMs = 90_000;
+  const pieceVmNativeLeases = new Map();
+  let evaluationWindowsCompleted = 0;
+  let lastEvaluationWindowMs = 0;
+  let lastEvaluationScheduling = {
+    policy: "predicted-cost-descending/original-admission",
+    predictedCost: 0, predictedMin: 0, predictedMax: 0,
+  };
+  let persistedCuration = ledger?.curationStats() || {
+    specimens: 0, observations: 0, reviews: 0,
+    recommendations: { retain: 0, watch: 0, reject: 0 },
+  };
+  const evaluationStartedAt = performance.now();
+  const evaluationCompletions = [];
+
+  function measuredEvaluationRate(at = performance.now()) {
+    const cutoff = at - 10_000;
+    while (evaluationCompletions.length && evaluationCompletions[0] < cutoff) evaluationCompletions.shift();
+    const windowMs = Math.max(1_000, Math.min(10_000, at - evaluationStartedAt));
+    return evaluationCompletions.length * 1_000 / windowMs;
+  }
+  const performanceOracle = new PerformanceOracle({
+    now, windowMs: performanceWindowMs, random: () => archive.rng.float(),
+  });
+  const visualCurator = new VisualCurator({
+    apiKey: openaiApiKey,
+    model: visualModel,
+    now,
+    cooldownMs: visualReviewCooldownMs,
+    onReview(candidate, review) {
+      archive.recordVisualReview(candidate.id, review);
+      ledger?.recordVisualReview(candidate.id, review);
+      if (ledger) persistedCuration = ledger.curationStats();
+      broadcast("visual-review", { candidateId: candidate.id, review });
+    },
+  });
+
+  async function syncClock() {
+    if (!clockAuthorityUrl) return;
+    const sent = now();
+    try {
+      const response = await fetch(clockAuthorityUrl, { signal: AbortSignal.timeout(3000) });
+      const authorityMs = Date.parse(await response.text());
+      const received = now();
+      if (!response.ok || !Number.isFinite(authorityMs)) throw new Error("invalid UTC response");
+      clockOffsetMs = authorityMs - (sent + received) / 2;
+      clockSynced = true;
+    } catch (error) {
+      console.error("clock authority sync failed:", error.message);
+    }
+  }
+  void syncClock();
+  const clockInterval = clockAuthorityUrl ? setInterval(() => void syncClock(), 60_000) : null;
+  clockInterval?.unref();
+
+  if (proposalLog) await mkdir(dirname(proposalLog), { recursive: true });
+  if (history && !restored) await history.save(archive, { commit: true, reason: "genesis" });
+
+  function persist({ commit = false, reason = "checkpoint" } = {}) {
+    if (!history) return Promise.resolve(null);
+    archive.pieceVm = pieceVmArchiveState();
+    persistTail = persistTail.then(() => history.save(archive, { commit, reason }));
+    return persistTail;
+  }
+
+  function pieceVmSelectionScore(record) {
+    return Number(record?.score || 0) + pieceVmPhenotypes.selectionBias(record?.id);
+  }
+
+  function pieceVmSelectionParent() {
+    return [...pieceVmNursery.residents].sort((left, right) =>
+      pieceVmSelectionScore(right) - pieceVmSelectionScore(left) ||
+      right.generation - left.generation || String(left.id).localeCompare(String(right.id)))[0] ||
+      pieceVmNursery.champion;
+  }
+
+  function pieceVmSelectionEvidence(parentId, policy) {
+    const parent = pieceVmNursery.residents.find((value) => value.id === parentId) ||
+      pieceVmNursery.champion;
+    if (!parent) return null;
+    const phenotype = pieceVmPhenotypes.summary(parent.id);
+    const nativeBias = phenotype?.selectionBias || 0;
+    return Object.freeze({ schema: 1, parentId: parent.id, policy,
+      staticScore: Number(parent.score || 0), phenotypeReports: phenotype?.reports || 0,
+      phenotypeReady: Boolean(phenotype?.ready), phenotypeScore: Number(phenotype?.score || 0),
+      nativeBias, combinedScore: Number(parent.score || 0) + nativeBias,
+      sonicVoices: phenotype?.sonicVoices || 0, capturedAt: now() });
+  }
+
+  function pieceVmCapabilityDelta(candidate) {
+    const parent = pieceVmNursery.lineage.find((value) => value.id === candidate?.parent) ||
+      pieceVmNursery.residents.find((value) => value.id === candidate?.parent);
+    if (!parent || !candidate?.structure) return {};
+    const fields = ["functions", "arguments", "layouts", "layoutBytes", "memory", "senses", "transforms"];
+    return Object.fromEntries([...fields.map((field) => [field, Math.max(0,
+      Number(candidate.structure[field] || 0) - Number(parent.structure?.[field] || 0))]),
+    ["capabilityLineage", Math.max(0, (candidate.capabilityLineage?.length || 0) -
+      (parent.capabilityLineage?.length || 0))]]);
+  }
+
+  function pieceVmCapabilityGain(candidate) {
+    return Object.values(pieceVmCapabilityDelta(candidate)).some((value) => value > 0);
+  }
+
+  function recordPieceVmPolicyTrial(candidate, nativeValid, admitted) {
+    const parent = pieceVmNursery.lineage.find((value) => value.id === candidate?.parent) ||
+      pieceVmNursery.residents.find((value) => value.id === candidate?.parent);
+    const capabilityDelta = pieceVmCapabilityDelta(candidate);
+    const outcome = { at: now(),
+      parentId: candidate?.parent, candidateId: candidate?.id, mutation: candidate?.mutation,
+      nativeValid, admitted: Boolean(admitted), capabilityGain: Boolean(admitted && pieceVmCapabilityGain(candidate)),
+      capabilityDelta: admitted ? capabilityDelta : {}, requestedMutation: candidate?.requestedMutation,
+      preferredMutation: candidate?.preferredMutation,
+      compatibilityFallback: Boolean(candidate?.compatibilityFallback),
+      staticDelta: Number(candidate?.score || 0) - Number(parent?.score || 0) };
+    const lane = candidate?.selectionEvidence?.policy;
+    const learnedLane = lane !== "probe-focus" && lane !== "curriculum-chain";
+    const policy = learnedLane ? pieceVmPolicyBandit.record({ ...outcome, policy: lane }) : null;
+    const operator = learnedLane ?
+      pieceVmOperatorBandit.record({ ...outcome, policy: candidate?.operatorFamily }) : null;
+    const specific = lane === "probe-focus" ? null :
+      pieceVmOutcomeModel.record(outcome);
+    const curriculum = lane === "probe-focus" ? null :
+      pieceVmCurriculum.record({ ...outcome, lead: candidate?.curriculumLead,
+        evidence: candidate?.curriculumEvidence });
+    return { policy, operator, specific, curriculum };
+  }
+
+  function pieceVmEmbodiment() {
+    const eligible = pieceVmNursery.residents.filter((value) => value?.bytecode && value.native?.valid &&
+      value.native?.profiles?.standard?.valid && value.native?.profiles?.double?.valid);
+    if (!eligible.length) return [{ address: "A1", resolution: 64, role: "canary",
+      probeCarrier: false, program: pieceVmCanary }];
+    const byScore = [...eligible].sort((left, right) => pieceVmSelectionScore(right) - pieceVmSelectionScore(left) ||
+      right.generation - left.generation || String(left.id).localeCompare(String(right.id)));
+    const lead = eligible.find((value) => value.id === pieceVmSelectionParent()?.id) || byScore[0];
+    const curriculumResident = pieceVmCurriculumParent(eligible);
+    const carriers = eligible.filter((value) => pieceVmCarriesProbe(value, marginProbe))
+      .sort((left, right) => right.generation - left.generation ||
+        right.iteration - left.iteration || String(left.id).localeCompare(String(right.id)));
+    const carrier = carriers[0] || null;
+    const reserved = new Set([lead.id, carrier?.id, curriculumResident?.id].filter(Boolean));
+    const explorationPool = byScore.filter((value) => !reserved.has(value.id));
+    const minimumReports = explorationPool.length ? Math.min(...explorationPool.map((value) =>
+      pieceVmPhenotypes.summary(value.id)?.reports || 0)) : 0;
+    const leastObserved = explorationPool.filter((value) =>
+      (pieceVmPhenotypes.summary(value.id)?.reports || 0) === minimumReports);
+    const explorationEpoch = Math.floor(pieceVmNursery.iteration / 16);
+    const explorer = leastObserved.length ? leastObserved[explorationEpoch % leastObserved.length] : null;
+    const assignments = [{ address: "A1", resolution: 64, role: "phenotype-lead",
+      probeCarrier: pieceVmCarriesProbe(lead, marginProbe), program: lead }];
+    if (explorer) assignments.push({ address: "B1", resolution: 128, role: "explorer",
+      probeCarrier: pieceVmCarriesProbe(explorer, marginProbe), program: explorer });
+    if (carrier) assignments.push({ address: "C1", resolution: 256, role: "probe-carrier",
+      probeCarrier: true, program: carrier });
+    else {
+      const third = curriculumResident && !assignments.some((entry) => entry.program.id === curriculumResident.id)
+        ? curriculumResident : byScore.find((value) => !assignments.some((entry) => entry.program.id === value.id));
+      if (third) assignments.push({ address: "C1", resolution: 256,
+        role: third.id === curriculumResident?.id ? "curriculum" : "ecology",
+        probeCarrier: false, program: third });
+    }
+    return assignments;
+  }
+
+  function prunePieceVmNativeLeases(at = now()) {
+    for (const [key, lease] of pieceVmNativeLeases) {
+      if (at - lease.servedAt > pieceVmLeaseTtlMs) pieceVmNativeLeases.delete(key);
+    }
+    while (pieceVmNativeLeases.size > 96) pieceVmNativeLeases.delete(pieceVmNativeLeases.keys().next().value);
+  }
+
+  function recordPieceVmNativeLeases(state, assignments, servedAt = now()) {
+    prunePieceVmNativeLeases(servedAt);
+    const displayByAddress = new Map((state.displayPrograms || [])
+      .filter((program) => program?.id && program?.address)
+      .map((program) => [program.address, program]));
+    for (const assignment of assignments) {
+      const raster = displayByAddress.get(assignment.address);
+      const program = assignment.program;
+      if (!raster || !program?.id || !program.native?.valid) continue;
+      const profileValid = assignment.resolution === 64 ||
+        assignment.resolution === 128 && program.native?.profiles?.standard?.valid ||
+        assignment.resolution === 256 && program.native?.profiles?.double?.valid;
+      if (!profileValid) continue;
+      const lease = Object.freeze({ rasterId: raster.id, address: assignment.address,
+        pieceVmId: program.id, role: assignment.role, resolution: assignment.resolution,
+        probeCarrier: Boolean(assignment.probeCarrier), servedAt });
+      const key = `${lease.rasterId}:${lease.address}:${lease.pieceVmId}:${lease.role}:${lease.resolution}:${Number(lease.probeCarrier)}`;
+      pieceVmNativeLeases.delete(key);
+      pieceVmNativeLeases.set(key, lease);
+    }
+    prunePieceVmNativeLeases(servedAt);
+  }
+
+  function hasPieceVmNativeLease({ rasterId, pieceVmId, role, resolution, probeCarrier }, at = now()) {
+    prunePieceVmNativeLeases(at);
+    for (const lease of pieceVmNativeLeases.values()) {
+      if (lease.rasterId === rasterId && lease.pieceVmId === pieceVmId && lease.role === role &&
+          lease.resolution === resolution && lease.probeCarrier === probeCarrier) return true;
+    }
+    return false;
+  }
+
+  function marginProbeState() {
+    if (!marginProbe) return null;
+    const descendantId = marginProbe.descendantId;
+    if (!descendantId) return { ...marginProbe };
+    const lineage = pieceVmNursery.lineage;
+    const record = lineage.find((value) => value.id === descendantId) || null;
+    const family = new Set([descendantId]);
+    let changed = true;
+    while (changed) {
+      changed = false;
+      for (const value of lineage) if (value.parent && family.has(value.parent) && !family.has(value.id)) {
+        family.add(value.id); changed = true;
+      }
+    }
+    const resident = pieceVmNursery.residents.some((value) => value.id === descendantId);
+    const children = lineage.filter((value) => value.parent === descendantId).length;
+    const carriers = lineage.filter((value) => pieceVmCarriesProbe(value, marginProbe));
+    const descendantCarriers = carriers.filter((value) => value.id !== descendantId);
+    const residentIds = new Set(pieceVmNursery.residents.map((value) => value.id));
+    const frontier = carriers.reduce((latest, value) => !latest || value.generation > latest.generation ||
+      (value.generation === latest.generation && value.iteration > latest.iteration) ? value : latest, null);
+    return { ...marginProbe, descendant: {
+      id: descendantId, state: resident ? "resident" : record ? "lineage" : "historical",
+      generation: record?.generation || 0, mutation: record?.mutation || "environment-graft",
+      score: Number(record?.score || 0), children, descendants: Math.max(0, family.size - 1),
+      nativeValid: Boolean(record?.native?.valid),
+      profilesValid: Boolean(record?.native?.profiles?.half?.valid &&
+        record?.native?.profiles?.standard?.valid && record?.native?.profiles?.double?.valid),
+      propagation: {
+        descendants: descendantCarriers.length,
+        residents: carriers.filter((value) => residentIds.has(value.id)).length,
+        maxGeneration: frontier?.generation || record?.generation || 0,
+        frontierId: frontier?.id || descendantId,
+        champion: pieceVmCarriesProbe(pieceVmNursery.champion, marginProbe),
+      },
+    } };
+  }
+
+  function snapshot({ includeGrooves = false } = {}) {
+    const state = archive.snapshot({ selected, includeGrooves });
+    const environmentLineage = pieceVmNursery.lineage.filter((value) => value.mutation === "environment-graft");
+    const lastEnvironmentGraft = environmentLineage.at(-1) || null;
+    const measuredRate = measuredEvaluationRate();
+    const targetRate = cycleMs > 0 ? workerCount * 1000 / cycleMs : 0;
+    const estimateRate = measuredRate || targetRate;
+    if (ledger) {
+      const visible = new Map(state.programs.map((program) => [program.id, program]));
+      state.displayPrograms = ledger.addressed().map((record) => {
+        const program = visible.get(record.id);
+        return program ? { ...program, address: record.address, tags: record.tags, visualReview: record.visualReview } : null;
+      }).filter(Boolean);
+    }
+    return {
+      ...state,
+      history: history?.snapshot() || { head: null, shortHead: null, editions: 0, lastEdition: null },
+      checkpoint: {
+        nextIteration: nextEdition,
+        iterationsRemaining: Math.max(0, nextEdition - state.iteration),
+        estimatedMs: estimateRate > 0 ? Math.max(0, nextEdition - state.iteration) * 1000 / estimateRate : 0,
+      },
+      runtime: {
+        cycleMs, workerCount: cycleMs > 0 ? workerCount : 0,
+        evaluationWindow: cycleMs > 0 ? evaluationWindow : 0,
+        evaluationsPerSecond: measuredRate,
+        targetEvaluationsPerSecond: targetRate,
+        evaluationBatchInFlight: Boolean(batchPromise),
+        evaluationWindowsCompleted,
+        lastEvaluationWindowMs,
+        evaluationScheduling: lastEvaluationScheduling,
+        evaluationPool: evaluationPool?.snapshot() || null,
+        utcMs: now() + clockOffsetMs, musicalBpm, clockSynced,
+        clockAuthority: clockAuthorityUrl || "local-utc",
+        visualCurator: visualCurator.status(),
+        visualModel: visualCurator.status() === "armed" ? visualModel : null,
+        visualCuration: { session: visualCurator.telemetry(), persisted: persistedCuration },
+        vm: {
+          sequenceHz: 30, readerHz: 240, slotsPerSequence: 8,
+          continuousExecution: true,
+          hpRubric: {
+            version: 2, meaning: "viability, not aesthetic quality",
+            state: "alive 1.00; dormant .42; collapsed .08; flicker .24",
+            weights: { baseline: .65, boundedResponse: .20, differentiation: .15, continuity: ".75..1.00" },
+            descriptiveOnly: ["noise", "coherence", "muddiness", "colorfulness"],
+            intervention: "population-relative sustained windows; never one sample",
+          },
+          telemetry: liveTelemetry,
+        },
+        marginProbe: marginProbeState(),
+        pieceVm: {
+          schema: 1, cycleMs: pieceVmCycleMs, batch: pieceVmBatch,
+          iteration: pieceVmNursery.iteration, accepted: pieceVmNursery.accepted, rejected: pieceVmNursery.rejected,
+          residents: pieceVmNursery.residents.length, lineage: pieceVmNursery.lineage.length,
+          crossovers: pieceVmNursery.lineage.filter((value) => value.mutation === "lineage-crossover").length,
+          environmentGrafts: environmentLineage.length,
+          embodiment: pieceVmEmbodiment().map(({ address, resolution, role, probeCarrier, program }) => ({
+            address, resolution, role, probeCarrier, id: program.id,
+            generation: program.generation || 0, score: Number(program.score || 0),
+          })),
+          phenotypes: pieceVmPhenotypes.snapshot(),
+          policyBandit: pieceVmPolicyBandit.snapshot(),
+          operatorBandit: pieceVmOperatorBandit.snapshot(),
+          outcomeModel: pieceVmOutcomeModel.snapshot(),
+          curriculum: pieceVmCurriculum.snapshot(pieceVmCurriculumParent(pieceVmNursery.residents),
+            pieceVmNursery.iteration, pieceVmBatch),
+          selection: (() => {
+            const parent = pieceVmSelectionParent();
+            return parent ? { parentId: parent.id, staticScore: Number(parent.score || 0),
+              nativeBias: pieceVmPhenotypes.selectionBias(parent.id),
+              combinedScore: pieceVmSelectionScore(parent) } : null;
+          })(),
+          nativeLease: { ttlMs: pieceVmLeaseTtlMs, active: pieceVmNativeLeases.size },
+          lastEnvironmentGraft: lastEnvironmentGraft ? {
+            id: lastEnvironmentGraft.id, environmentDonor: lastEnvironmentGraft.environmentDonor,
+            environmentCapability: lastEnvironmentGraft.environmentCapability,
+            environmentProbe: lastEnvironmentGraft.environmentProbe || null,
+            generation: lastEnvironmentGraft.generation,
+          } : null,
+          champion: pieceVmNursery.champion ? {
+            id: pieceVmNursery.champion.id, parent: pieceVmNursery.champion.parent,
+            donor: pieceVmNursery.champion.donor || null,
+            environmentDonor: pieceVmNursery.champion.environmentDonor || null,
+            environmentCapability: pieceVmNursery.champion.environmentCapability || null,
+            environmentProbe: pieceVmNursery.champion.environmentProbe || null,
+            capabilityLineage: pieceVmNursery.champion.capabilityLineage || [],
+            generation: pieceVmNursery.champion.generation, mutation: pieceVmNursery.champion.mutation,
+            operatorFamily: pieceVmNursery.champion.operatorFamily || null,
+            requestedOperatorFamily: pieceVmNursery.champion.requestedOperatorFamily || null,
+            preferredMutation: pieceVmNursery.champion.preferredMutation || null,
+            requestedMutation: pieceVmNursery.champion.requestedMutation || null,
+            compatibilityFallback: Boolean(pieceVmNursery.champion.compatibilityFallback),
+            development: pieceVmDevelopment(pieceVmNursery.champion),
+            curriculumEvidence: pieceVmNursery.champion.curriculumEvidence || null,
+            bytecodeHash: pieceVmNursery.champion.bytecodeHash,
+            instructionCount: pieceVmNursery.champion.instructionCount,
+            registerCount: pieceVmNursery.champion.registerCount,
+            score: pieceVmNursery.champion.score, traits: pieceVmNursery.champion.traits,
+            structure: pieceVmNursery.champion.structure, native: pieceVmNursery.champion.native,
+            selectionEvidence: pieceVmNursery.champion.selectionEvidence || null,
+          } : null,
+          lastEvolution: lastPieceVmEvolution,
+        },
+        lifecycle: { windowMs: performanceWindowMs, terminalWindowMs: performanceOracle.terminalWindowMs,
+          lastAction: lastLifecycleAction },
+      },
+    };
+  }
+
+  function broadcast(type = "snapshot", extra = {}) {
+    if (!streams.size) return;
+    const line = `${JSON.stringify({ type, state: snapshot(), ...extra })}\n`;
+    for (const response of streams) {
+      if (!response.write(line)) {
+        response.end();
+        streams.delete(response);
+      }
+    }
+  }
+
+  const server = createServer(async (request, response) => {
+    try {
+      const url = new URL(request.url, `http://${request.headers.host || "127.0.0.1"}`);
+      if (request.method === "GET" && STATIC.has(url.pathname)) {
+        const filename = STATIC.get(url.pathname);
+        const data = await readFile(join(webRoot, filename));
+        response.writeHead(200, {
+          "content-type": contentType(filename),
+          "content-length": data.length,
+          "cache-control": "no-store",
+          "content-security-policy": "default-src 'self'; script-src 'self'; style-src 'self'; connect-src 'self'",
+          "x-content-type-options": "nosniff",
+          "x-frame-options": "DENY",
+        });
+        response.end(data);
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/piecevm") {
+        const state = snapshot();
+        json(response, 200, {
+          iteration: state.iteration, history: state.history,
+          marginProbe: state.runtime.marginProbe,
+          pieceVm: state.runtime.pieceVm,
+          nativePhenotypes: state.runtime.vm.telemetry.pieceVmPhenotypes || [],
+        });
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/state") {
+        json(response, 200, snapshot());
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/native") {
+        const state = snapshot({ includeGrooves: true });
+        const assignments = pieceVmEmbodiment();
+        recordPieceVmNativeLeases(state, assignments);
+        const data = Buffer.from(nativeSnapshot(state, assignments));
+        response.writeHead(200, {
+          "content-type": "text/plain; charset=utf-8",
+          "content-length": data.length,
+          "cache-control": "no-store",
+          "x-content-type-options": "nosniff",
+        });
+        response.end(data);
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/specimens") {
+        json(response, 200, { specimens: ledger?.addressed() || [] });
+        return;
+      }
+      if (request.method === "GET" && url.pathname.startsWith("/api/groove/")) {
+        const id = decodeURIComponent(url.pathname.slice("/api/groove/".length));
+        if (!/^[a-f0-9]{12}$/.test(id)) throw new Error("invalid groove id");
+        const candidate = [...archive.cells.values(), ...archive.recent]
+          .find((value) => value.id === id && value.domain === "raster" && value.sample?.groove);
+        if (!candidate) {
+          json(response, 404, { error: "unknown groove" });
+          return;
+        }
+        const bytes = new Uint8Array(Buffer.from(candidate.sample.groove, "hex"));
+        const record = inspectPixelGroove(bytes);
+        if (url.searchParams.get("format") === "ppm") {
+          const data = printPixelGroove(bytes, { field: Buffer.from(candidate.sample.rgb, "hex") });
+          response.writeHead(200, { "content-type": "image/x-portable-pixmap",
+            "content-length": data.length, "cache-control": "no-store", "x-content-type-options": "nosniff" });
+          response.end(data);
+        } else {
+          json(response, 200, { id, record, groove: candidate.sample.groove });
+        }
+        return;
+      }
+      if (request.method === "GET" && url.pathname === "/api/stream") {
+        response.writeHead(200, {
+          "content-type": "application/x-ndjson; charset=utf-8",
+          "cache-control": "no-store",
+          connection: "keep-alive",
+          "x-content-type-options": "nosniff",
+        });
+        response.write(`${JSON.stringify({ type: "welcome", state: snapshot() })}\n`);
+        streams.add(response);
+        request.on("close", () => streams.delete(response));
+        return;
+      }
+      if (request.method === "POST" && url.pathname === "/api/select") {
+        const input = await body(request);
+        const id = String(input.id || "");
+        if (!snapshot().programs.some((program) => program.id === id)) throw new Error("unknown program id");
+        selected = id;
+        broadcast("selection");
+        json(response, 200, { selected });
+        return;
+      }
+      if (request.method === "POST" && url.pathname === "/api/margin-probe") {
+        const input = await body(request);
+        const id = String(input.id || ""), address = Number(input.address);
+        const state = snapshot({ includeGrooves: true });
+        const visible = (state.displayPrograms || []).find((program) => program.id === id);
+        if (!visible) throw new Error("probe specimen is not on the visible wall");
+        marginProbe = { ...decodeMarginProbe(visible, address, { at: now(), requestedBy: input.requestedBy }),
+          status: "pending", attempts: 0, descendantId: null };
+        selected = id;
+        ledger?.recordMarginProbe(id, marginProbe);
+        broadcast("margin-probe", { probe: marginProbe });
+        json(response, 200, { probe: marginProbe, nurseryEligible: Boolean(marginProbe.capability) });
+        return;
+      }
+      if (request.method === "POST" && url.pathname === "/api/groove-state") {
+        const input = await body(request, 64 * 1024);
+        const id = String(input.id || ""), groove = String(input.groove || "");
+        if (!/^[a-f0-9]{12}$/.test(id) || groove.length !== 55_296 || !/^[a-f0-9]+$/.test(groove)) {
+          throw new Error("invalid live groove envelope");
+        }
+        const record = inspectPixelGroove(groove);
+        if (!record.valid || record.id !== id) throw new Error("invalid live groove record");
+        const candidates = [...archive.cells.values(), ...archive.recent]
+          .filter((candidate) => candidate.id === id && candidate.domain === "raster" && candidate.sample);
+        if (!candidates.length || candidates.some((candidate) => candidate.source !== record.source)) {
+          throw new Error("unknown live groove record");
+        }
+        for (const candidate of candidates) {
+          candidate.sample.groove = groove;
+          candidate.sample.grooveVersion = record.version;
+          candidate.sample.grooveBytes = GROOVE_LAYOUT.bytes;
+          candidate.sample.grooveHash = record.protectedHash;
+          candidate.sample.groovePc = record.pc;
+        }
+        json(response, 200, { id, pc: record.pc, needlePixel: record.needlePixel, protectedHash: record.protectedHash });
+        return;
+      }
+      if (request.method === "POST" && url.pathname === "/api/health") {
+        const input = await body(request, 16_384);
+        if (!Array.isArray(input.residents) || input.residents.length > 12) throw new Error("invalid health membrane");
+        const candidatesById = new Map();
+        for (const candidate of [...archive.recent, ...archive.cells.values()])
+          if (candidate?.id && candidate.domain === "raster") candidatesById.set(candidate.id, candidate);
+        const addressed = ledger?.addressed() || [...candidatesById.values()].slice(-12)
+          .map((candidate, index) => ({ id: candidate.id, address: candidate.address ||
+            `${String.fromCharCode(65 + index % 4)}${1 + Math.floor(index / 4)}` }));
+        const visible = new Map(addressed.map((record) => {
+          const candidate = candidatesById.get(record.id);
+          return [record.id, candidate ? { ...candidate, address: record.address } : { id: record.id, address: record.address }];
+        }));
+        const embodimentByAddress = new Map(pieceVmEmbodiment().map((value) => [value.address, value]));
+        const rows = input.residents.flatMap((value) => {
+          const id = String(value.id || "");
+          const program = visible.get(id);
+          /* SDL keeps a fixed tile stable through brief ledger churn. An old
+             raster id may therefore survive one health envelope after its
+             address has been reassigned. Ignore that stale row; every row we
+             do ingest still has to match the current ledger and PieceVM
+             authority exactly. */
+          if (!program) return [];
+          const hp = Number(value.hp), ageMs = Number(value.ageMs);
+          if (!Number.isFinite(hp) || hp < 0 || hp > 100 || !Number.isFinite(ageMs) || ageMs < 0) throw new Error("invalid health value");
+          const life = Number(value.life), failedReprobes = Number(value.failedReprobes);
+          if (!Number.isInteger(life) || life < 0 || life > 3 || !Number.isInteger(failedReprobes) || failedReprobes < 0 || failedReprobes > 1_000_000) {
+            throw new Error("invalid native lifecycle value");
+          }
+          const trait = (name) => Math.max(0, Math.min(1, Number(value[name]) || 0));
+          const resolution = [32, 64, 128, 256].includes(Number(value.resolution)) ? Number(value.resolution) : 128;
+          const pieceVmId = String(value.pieceVmId || "");
+          let pieceVm = null;
+          if (pieceVmId) {
+            const expected = embodimentByAddress.get(program.address || "");
+            const role = String(value.pieceVmRole || "");
+            const probeCarrier = Boolean(value.pieceVmProbeCarrier);
+            const sonicVoices = Number(value.sonicVoices);
+            const currentIdentity = expected?.program?.id === pieceVmId && expected.role === role &&
+              expected.probeCarrier === probeCarrier && expected.resolution === resolution;
+            const leasedIdentity = hasPieceVmNativeLease({ rasterId: id, pieceVmId, role,
+              resolution, probeCarrier });
+            if (!/^[a-f0-9]{12}$/.test(pieceVmId) || (!currentIdentity && !leasedIdentity) ||
+                !Number.isInteger(sonicVoices) || sonicVoices < 0 || sonicVoices > 5) {
+              throw new Error("invalid PieceVM phenotype identity");
+            }
+            pieceVm = { id: pieceVmId, role, probeCarrier, sonicVoices };
+          }
+          return [{ id, hp, ageMs: Math.min(ageMs, 365 * 86400_000),
+            life, failedReprobes, pc: Number(value.pc) || 0, needlePixel: Number(value.needlePixel) || 0,
+            sequencePasses: Number(value.sequencePasses) || 0, lifecycleVector: Number(value.lifecycleVector) || 0,
+            resolution,
+            traits: { actual: trait("actual"), variance: trait("variance"), spatial: trait("spatial"),
+              noise: trait("noise"), coherence: trait("coherence"), muddiness: trait("muddiness") },
+            vmHz: Number(value.vmHz) || 240, deadlineMisses: Number(value.deadlineMisses) || 0,
+            address: program.address || "", pieceVm }];
+        });
+        const counts = new Map(rows.map((row) => [row.id, Number(ledger?.get(row.id)?.interventions || 0)]));
+        const displayFps = Math.max(0, Math.min(1000, Number(input.displayFps) || 0));
+        const result = performanceOracle.ingest(rows, counts, displayFps);
+        const receivedAt = now();
+        const phenotypeSummaries = pieceVmPhenotypes.ingest(rows.filter((row) => row.pieceVm).map((row) => ({
+          id: row.pieceVm.id, role: row.pieceVm.role, sonicVoices: row.pieceVm.sonicVoices,
+          hp: row.hp, life: row.life, resolution: row.resolution, traits: row.traits,
+        })), receivedAt);
+        pieceVmPolicyBandit.observePhenotypes(phenotypeSummaries);
+        pieceVmOperatorBandit.observePhenotypes(phenotypeSummaries);
+        pieceVmOutcomeModel.observePhenotypes(phenotypeSummaries);
+        pieceVmCurriculum.observePhenotypes(phenotypeSummaries);
+        archive.pieceVm = pieceVmArchiveState();
+        liveTelemetry = {
+          receivedAt, displayFps, vmHz: 240,
+          deadlineMisses: Math.max(0, ...rows.map((row) => row.deadlineMisses)),
+          residents: rows, analysis: result.metrics, pieceVmPhenotypes: phenotypeSummaries,
+        };
+        for (const metric of result.metrics) ledger?.recordHealth(metric.id, {
+          hp: metric.hp, at: now(), strikes: metric.strikes,
+        });
+        let lifecycleReviewRequested = false;
+        for (const metric of result.metrics) {
+          const candidate = visible.get(metric.id);
+          if (!candidate) continue;
+          const triggers = [];
+          if (metric.healthRange >= 24 && metric.healthStdDev >= 7) triggers.push("health-variability");
+          if (metric.healthMean >= 82 && metric.healthyRatio >= .75) triggers.push("high-health");
+          for (const trigger of triggers) {
+            lifecycleReviewRequested = true;
+            void visualCurator.consider(candidate, { trigger, lifecycle: metric })
+              .catch((error) => console.error("visual curator failed:", error.message));
+          }
+        }
+        /* Health gets first refusal on the one bounded review lane. Visual
+           novelty is only a fallback after every current resident has had an
+           eight-sample lifecycle window, so proposal churn cannot starve it. */
+        if (!lifecycleReviewRequested && result.metrics.length && result.metrics.every((metric) => metric.samples >= 8)) {
+          const novelty = [...visible.values()].sort((a, b) => (b.quality || 0) - (a.quality || 0))
+            .find((candidate) => visualCurator.eligible(candidate));
+          if (novelty) void visualCurator.consider(novelty)
+            .catch((error) => console.error("visual curator failed:", error.message));
+        }
+        const commands = [];
+        if (result.action?.type === "prod") {
+          const action = { ...result.action, at: now() };
+          ledger?.recordIntervention(action.id, { at: action.at, strategy: action.strategy,
+            donorId: action.donorId, beforeHp: action.hp });
+          lastLifecycleAction = action;
+          commands.push(["PROD", nativeField(action.id), nativeField(action.strategy),
+            nativeField(action.donorId || "-")].join("\t"));
+          broadcast("lifecycle", { action });
+        } else if (result.action?.type === "recovered") {
+          ledger?.recordOutcome(result.action.id, "recovered");
+          lastLifecycleAction = { ...result.action, at: now() };
+          broadcast("lifecycle", { action: lastLifecycleAction });
+        } else if (result.action?.type === "fork") {
+          const child = archive.fork(result.action.id);
+          if (child) {
+            ledger?.observe(child);
+            ledger?.reconcileResidents([...archive.cells.values()].filter((value) => value.domain === "raster").map((value) => value.id));
+          }
+          lastLifecycleAction = { ...result.action, childId: child?.id || null, at: now() };
+          broadcast("lifecycle", { action: lastLifecycleAction });
+        } else if (result.action?.type === "cull") {
+          const retired = archive.retire(result.action.id, result.action.reason);
+          if (retired) {
+            ledger?.recordOutcome(result.action.id, "culled");
+            ledger?.cull(result.action.id, result.action.reason);
+            ledger?.fillVacancies([...archive.cells.values()]);
+          }
+          lastLifecycleAction = { ...result.action, at: now() };
+          broadcast("lifecycle", { action: lastLifecycleAction });
+        }
+        broadcast("telemetry", { telemetry: liveTelemetry });
+        const data = Buffer.from(commands.length ? `${commands.join("\n")}\n` : "OK\n");
+        response.writeHead(200, { "content-type": "text/plain; charset=utf-8",
+          "content-length": data.length, "cache-control": "no-store" });
+        response.end(data);
+        return;
+      }
+      if (request.method === "POST" && url.pathname === "/api/propose") {
+        if (!proposalToken || bearer(request) !== proposalToken) {
+          json(response, 401, { error: "proposal capability required" });
+          return;
+        }
+        const input = await body(request);
+        const source = String(input.source || "");
+        const origin = String(input.origin || "prox").slice(0, 64);
+        const parent = input.parent ? String(input.parent).slice(0, 64) : null;
+        const candidate = archive.submit(source, { origin, parent, generation: Number(input.generation) || 0 });
+        ledger?.observe(candidate);
+        if (candidate.retained) ledger?.reconcileResidents([...archive.cells.values()].filter((value) => value.domain === "raster").map((value) => value.id));
+        void visualCurator.consider(candidate).catch((error) => console.error("visual curator failed:", error.message));
+        if (proposalLog) {
+          const record = { at: new Date(now()).toISOString(), origin, parent, source: source.slice(0, 512), result: candidate.status, id: candidate.id };
+          await appendFile(proposalLog, `${JSON.stringify(record)}\n`, { mode: 0o600 });
+        }
+        broadcast("proposal", { candidateId: candidate.id });
+        json(response, candidate.status === "rejected" ? 422 : 202, { candidate });
+        return;
+      }
+      json(response, 404, { error: "not found" });
+    } catch (error) {
+      json(response, /too large/.test(error.message) ? 413 : 400, { error: error.message });
+    }
+  });
+
+  await new Promise((resolveListen, reject) => {
+    server.once("error", reject);
+    server.listen(port, host, resolveListen);
+  });
+
+  async function verifyPieceVmNative(candidate, resolution = 64) {
+    const profile = resolution === candidate.program.resolution ? candidate
+      : evaluatePieceVmSource(candidate.source, { resolution, frames: 2 });
+    if (pieceVmNativeVerifier) return { ...await pieceVmNativeVerifier(profile, resolution), resolution };
+    const directory = await mkdtemp(join(tmpdir(), "piecevm-diff-"));
+    const frameHashes = [];
+    try {
+      for (let frame = 1; frame <= 2; frame += 1) {
+        const output = join(directory, `frame-${frame}.rgb`);
+        await runFile(pieceVmNativeRunner, [String(resolution), String(frame), profile.program.bytecode, output], {
+          timeout: 5_000, maxBuffer: 1_048_576,
+        });
+        frameHashes.push(createHash("sha256").update(await readFile(output)).digest("hex"));
+      }
+      const valid = frameHashes.every((value, index) => value === profile.frameHashes[index]);
+      return { valid, engine: "native-c11", resolution, bytecodeHash: profile.program.bytecodeHash,
+        frameHashes, checkedFrames: 2, at: new Date(now()).toISOString(),
+        error: valid ? null : "native framebuffer mismatch" };
+    } catch (error) {
+      return { valid: false, engine: "native-c11", resolution, bytecodeHash: profile.program.bytecodeHash,
+        frameHashes, checkedFrames: frameHashes.length, at: new Date(now()).toISOString(),
+        error: String(error?.message || error).slice(0, 240) };
+    } finally {
+      await rm(directory, { recursive: true, force: true });
+    }
+  }
+
+  async function evolvePieceVm() {
+    const probeFocus = Boolean(marginProbe?.capability &&
+      (!marginProbe.status || marginProbe.status === "pending") && (marginProbe.attempts || 0) < 8);
+    const environment = pieceVmEcologyWithProbe(snapshot().displayPrograms || [], probeFocus ? marginProbe : null);
+    const branchParent = pieceVmNursery.residents.length
+      ? pieceVmNursery.residents[Math.floor(pieceVmNursery.iteration / Math.max(1, pieceVmBatch)) % pieceVmNursery.residents.length]
+      : pieceVmNursery.champion;
+    const phenotypeParent = pieceVmSelectionParent();
+    const iterationBase = pieceVmNursery.iteration;
+    const curriculumParent = pieceVmCurriculumParent(pieceVmNursery.residents);
+    const curriculumTarget = pieceVmCurriculumTarget(curriculumParent);
+    const curriculumLead = !probeFocus && pieceVmBatch > 3 && Boolean(curriculumTarget) &&
+      pieceVmCurriculum.shouldLead(iterationBase, pieceVmBatch);
+    const policySchedule = probeFocus ? Array(pieceVmBatch).fill("probe-focus") :
+      pieceVmPolicyBandit.schedule(pieceVmBatch);
+    const operatorSchedule = probeFocus ? Array(pieceVmBatch).fill("exchange") :
+      pieceVmOperatorBandit.schedule(pieceVmBatch);
+    const mutationPreferenceSchedule = probeFocus ? Array.from({ length: pieceVmBatch }, () => []) :
+      pieceVmOutcomeModel.preferenceSchedule(operatorSchedule);
+    if (curriculumLead) {
+      const lane = pieceVmBatch - 1;
+      policySchedule[lane] = "curriculum-chain";
+      operatorSchedule[lane] = curriculumTarget.family;
+      mutationPreferenceSchedule[lane] = [...new Set([...curriculumTarget.mutations,
+        ...pieceVmOutcomeModel.rank(curriculumTarget.family)])];
+    }
+    const mutationSchedule = mutationPreferenceSchedule.map((values) => values[0] || null);
+    const proposed = Array.from({ length: pieceVmBatch }, (_, index) => {
+      const focusedParent = probeFocus && pieceVmNursery.residents.length
+        ? pieceVmNursery.residents[(iterationBase + index) % pieceVmNursery.residents.length]
+        : null;
+      const policy = policySchedule[index];
+      const parentId = focusedParent?.id || (policy === "curriculum-chain" ? curriculumParent?.id :
+        policy === "branch-diversity" ? branchParent?.id :
+        policy === "champion-control" ? pieceVmNursery.championId : phenotypeParent?.id);
+      const candidate = pieceVmNursery.propose(parentId, environment,
+        { operatorFamily: operatorSchedule[index], mutations: mutationPreferenceSchedule[index] });
+      if (candidate?.program) {
+        candidate.selectionEvidence = pieceVmSelectionEvidence(candidate.parent, policy);
+        const parent = pieceVmNursery.lineage.find((value) => value.id === candidate.parent) ||
+          pieceVmNursery.residents.find((value) => value.id === candidate.parent);
+        candidate.curriculumEvidence = pieceVmCurriculumEvidence(parent, candidate);
+        candidate.curriculumLead = curriculumLead;
+      }
+      return candidate;
+    }).filter((candidate) => candidate.program && candidate.behaviorChanged);
+    const proposals = rankPieceVmCandidates(proposed, pieceVmNursery.residents);
+    const adaptivePolicy = !probeFocus && pieceVmBatch > 3 ? pieceVmPolicyBandit.bonusPolicy() : null;
+    const adaptiveOperator = !probeFocus && pieceVmBatch > 3 ? pieceVmOperatorBandit.bonusPolicy() : null;
+    if (adaptivePolicy || adaptiveOperator || curriculumLead)
+      prioritizePieceVmCurriculum(proposals, adaptivePolicy, adaptiveOperator, curriculumLead);
+    if (probeFocus) proposals.sort((left, right) =>
+      Number(Boolean(right.environmentProbe)) - Number(Boolean(left.environmentProbe)));
+    let admitted = null, native = null, verificationAttempts = 0;
+    for (const candidate of proposals) {
+      verificationAttempts += 1;
+      native = await verifyPieceVmNative(candidate);
+      if (!native.valid) {
+        recordPieceVmPolicyTrial(candidate, false, false);
+        continue;
+      }
+      const standard = await verifyPieceVmNative(candidate, 128);
+      const double = standard.valid ? await verifyPieceVmNative(candidate, 256) : null;
+      if (!standard.valid || !double?.valid) {
+        native = double || standard;
+        recordPieceVmPolicyTrial(candidate, false, false);
+        continue;
+      }
+      native = { ...native, profiles: { half: native, standard, double } };
+      admitted = pieceVmNursery.admit(candidate, native);
+      recordPieceVmPolicyTrial(candidate, true, admitted);
+      if (admitted) break;
+    }
+    archive.pieceVm = pieceVmArchiveState();
+    if (probeFocus) {
+      const attempts = (marginProbe.attempts || 0) + 1;
+      const probeAdmitted = admitted?.environmentProbe?.address === marginProbe.address &&
+        admitted.environmentDonor === marginProbe.id && admitted.environmentCapability === marginProbe.capability;
+      marginProbe = { ...marginProbe, attempts,
+        status: probeAdmitted ? "admitted" : attempts >= 8 ? "no-admission" : "pending",
+        descendantId: probeAdmitted ? admitted.id : null,
+        lastAttemptAt: now(), candidates: proposed.filter((candidate) => candidate.environmentProbe).length };
+      ledger?.recordMarginProbe(marginProbe.id, marginProbe);
+    }
+    lastPieceVmEvolution = {
+      at: new Date(now()).toISOString(), proposed: pieceVmBatch, verified: verificationAttempts,
+      admitted: admitted?.id || null, mutation: admitted?.mutation || null,
+      parent: admitted?.parent || null, donor: admitted?.donor || null,
+      environmentDonor: admitted?.environmentDonor || null,
+      environmentCapability: admitted?.environmentCapability || null,
+      environmentProbe: admitted?.environmentProbe || null,
+      marginProbe: probeFocus ? marginProbe : null,
+      selectionParentId: phenotypeParent?.id || null,
+      selectionNativeBias: phenotypeParent ? pieceVmPhenotypes.selectionBias(phenotypeParent.id) : 0,
+      selectionCombinedScore: phenotypeParent ? pieceVmSelectionScore(phenotypeParent) : 0,
+      admittedSelectionEvidence: admitted?.selectionEvidence || null,
+      policySchedule, adaptivePolicy, policyBandit: pieceVmPolicyBandit.snapshot(),
+      operatorSchedule, adaptiveOperator, operatorBandit: pieceVmOperatorBandit.snapshot(),
+      mutationSchedule, mutationPreferenceSchedule, outcomeModel: pieceVmOutcomeModel.snapshot(),
+      curriculumLead, curriculum: pieceVmCurriculum.snapshot(admitted || pieceVmNursery.champion,
+        pieceVmNursery.iteration, pieceVmBatch),
+      curriculumParentId: curriculumParent?.id || null,
+      curriculumTarget: curriculumTarget?.capability || null,
+      generation: admitted?.generation ?? pieceVmNursery.champion?.generation ?? 0,
+      nativeValid: Boolean(native?.valid), error: native?.error || null,
+    };
+    if (admitted) await persist({ commit: true, reason: "piecevm-admission" });
+    broadcast("piecevm-evolution", { evolution: lastPieceVmEvolution });
+    return admitted;
+  }
+
+  async function evaluateBatch() {
+    const startedAt = performance.now();
+    const authorityUtcMs = clockSynced ? Math.floor(now() + clockOffsetMs) : 0;
+    const { candidates, scheduling } = await evaluateProposalWindow({
+      archive, evaluationPool, count: evaluationWindow, authorityUtcMs,
+    });
+    const completedAt = performance.now();
+    lastEvaluationWindowMs = completedAt - startedAt;
+    lastEvaluationScheduling = scheduling;
+    evaluationWindowsCompleted += 1;
+    for (let index = 0; index < candidates.length; index += 1) evaluationCompletions.push(completedAt);
+    for (const candidate of candidates) {
+      ledger?.observe(candidate);
+    }
+    if (candidates.some((candidate) => candidate.retained)) {
+      ledger?.reconcileResidents([...archive.cells.values()].filter((value) => value.domain === "raster").map((value) => value.id));
+    }
+    broadcast();
+    const editionDue = archive.iteration >= nextEdition;
+    if (archive.iteration - lastSavedIteration >= 16 || editionDue) {
+      lastSavedIteration = archive.iteration;
+      if (editionDue) nextEdition += editionEvery;
+      void persist({ commit: editionDue, reason: editionDue ? "scheduled" : "checkpoint" })
+        .catch((error) => console.error("sort-soup persistence failed:", error.message));
+    }
+  }
+
+  if (cycleMs > 0) evaluationPool = new EvaluationPool({ size: workerCount });
+  const interval = cycleMs > 0 ? setInterval(() => {
+    if (batchPromise) return;
+    batchPromise = evaluateBatch()
+      .catch((error) => console.error("sort-soup evaluation batch failed:", error.message))
+      .finally(() => { batchPromise = null; });
+  }, cycleMs) : null;
+  interval?.unref();
+  const pieceVmInterval = pieceVmCycleMs > 0 ? setInterval(() => {
+    if (pieceVmPromise) return;
+    pieceVmPromise = evolvePieceVm()
+      .catch((error) => {
+        lastPieceVmEvolution = { at: new Date(now()).toISOString(), proposed: 0, verified: 0,
+          admitted: null, nativeValid: false, error: String(error?.message || error).slice(0, 240) };
+        console.error("PieceVM evolution failed:", error.message);
+      })
+      .finally(() => { pieceVmPromise = null; });
+  }, pieceVmCycleMs) : null;
+  pieceVmInterval?.unref();
+
+  return {
+    server,
+    archive,
+    history,
+    ledger,
+    pieceVmNursery,
+    evolvePieceVm,
+    restored,
+    address: server.address(),
+    snapshot,
+    async stop() {
+      if (interval) clearInterval(interval);
+      if (pieceVmInterval) clearInterval(pieceVmInterval);
+      if (clockInterval) clearInterval(clockInterval);
+      if (batchPromise) await batchPromise;
+      if (pieceVmPromise) await pieceVmPromise;
+      if (evaluationPool) await evaluationPool.close();
+      for (const response of streams) response.end();
+      await new Promise((resolveClose) => server.close(resolveClose));
+      await persist({ commit: true, reason: "shutdown" });
+      ledger?.close();
+    },
+  };
+}
+
+function option(name, fallback) {
+  const index = process.argv.indexOf(name);
+  return index === -1 ? fallback : process.argv[index + 1];
+}
+
+if (process.argv[1] === fileURLToPath(import.meta.url)) {
+  const host = option("--host", "127.0.0.1");
+  const port = Number(option("--port", "8788"));
+  const root = resolve(option("--root", "./piecefarm-state"));
+  const app = await createSortSoupServer({
+    host,
+    port,
+    seed: option("--seed", "piecefarm-sort-soup-v1"),
+    cycleMs: Number(option("--cycle-ms", "700")),
+    proposalToken: process.env.PIECEFARM_PROPOSAL_TOKEN || null,
+    proposalLog: join(root, "inbox", "proposals.ndjson"),
+    historyRoot: join(root, "history"),
+    ledgerPath: join(root, "specimens.sqlite"),
+    clockAuthorityUrl: process.env.PIECEFARM_CLOCK_URL || "https://aesthetic.computer/api/clock",
+    musicalBpm: Number(process.env.PIECEFARM_MUSICAL_BPM || 60),
+    openaiApiKey: process.env.OPENAI_API_KEY || null,
+    visualModel: process.env.PIECEFARM_VISUAL_MODEL || "gpt-5.6-sol",
+    visualReviewCooldownMs: Number(process.env.PIECEFARM_VISUAL_REVIEW_COOLDOWN_MS || 120_000),
+    workerCount: Number(option("--workers", process.env.PIECEFARM_WORKERS || "1")),
+    evaluationWindow: Number(option("--lookahead", process.env.PIECEFARM_LOOKAHEAD || "0")) ||
+      Number(option("--workers", process.env.PIECEFARM_WORKERS || "1")) * 8,
+  });
+  console.log(JSON.stringify({
+    listening: `http://${app.address.address}:${app.address.port}`,
+    board: `http://${app.address.address}:${app.address.port}/board`,
+    soup: `http://${app.address.address}:${app.address.port}/soup`,
+    proposalMembrane: process.env.PIECEFARM_PROPOSAL_TOKEN ? "armed" : "closed",
+    visualCurator: app.snapshot().runtime.visualCurator,
+    restored: app.restored,
+  }));
+  const stop = async () => { await app.stop(); process.exit(0); };
+  process.once("SIGINT", stop);
+  process.once("SIGTERM", stop);
+}
diff --git a/experiments/intelligent-terrarium/src/specimen-ledger.mjs b/experiments/intelligent-terrarium/src/specimen-ledger.mjs
new file mode 100644
index 0000000000..39b02d45b0
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/specimen-ledger.mjs
@@ -0,0 +1,347 @@
+import { DatabaseSync } from "node:sqlite";
+import { mkdir } from "node:fs/promises";
+import { dirname, resolve } from "node:path";
+
+const ADDRESSES = Array.from({ length: 12 }, (_, slot) => `${String.fromCharCode(65 + slot % 4)}${1 + Math.floor(slot / 4)}`);
+const HARDWARE_PROFILES = Object.freeze(["quarter", "half", "standard", "double"]);
+
+function hardwareProfileFromTags(value) {
+  const tags = Array.isArray(value) ? value : JSON.parse(value || "[]");
+  return HARDWARE_PROFILES.find((profile) => tags.includes(`hardware-${profile}`)) || null;
+}
+
+function inferredTag(value) {
+  const tag = String(value || "").toLowerCase().trim().replace(/[^a-z0-9]+/g, "-").replace(/^-|-$/g, "").slice(0, 32);
+  return tag ? `vision:${tag}` : null;
+}
+
+export class SpecimenLedger {
+  constructor(path, database) {
+    this.path = path;
+    this.database = database;
+  }
+
+  static async open(path) {
+    const absolute = resolve(path);
+    await mkdir(dirname(absolute), { recursive: true });
+    const database = new DatabaseSync(absolute);
+    database.exec(`
+      PRAGMA journal_mode = WAL;
+      PRAGMA synchronous = NORMAL;
+      CREATE TABLE IF NOT EXISTS specimens (
+        id TEXT PRIMARY KEY,
+        first_iteration INTEGER NOT NULL,
+        last_iteration INTEGER NOT NULL,
+        address TEXT UNIQUE,
+        domain TEXT NOT NULL,
+        source TEXT NOT NULL,
+        parent TEXT,
+        generation INTEGER NOT NULL,
+        status TEXT NOT NULL,
+        aliveness TEXT,
+        quality REAL NOT NULL,
+        novelty REAL NOT NULL,
+        tags_json TEXT NOT NULL,
+        visual_review_json TEXT,
+        observations INTEGER NOT NULL DEFAULT 1,
+        runtime_health REAL,
+        runtime_health_at INTEGER,
+        performance_strikes INTEGER NOT NULL DEFAULT 0,
+        interventions INTEGER NOT NULL DEFAULT 0,
+        last_intervention_json TEXT,
+        culled_reason TEXT
+      );
+      CREATE TABLE IF NOT EXISTS observations (
+        id INTEGER PRIMARY KEY AUTOINCREMENT,
+        specimen_id TEXT NOT NULL,
+        iteration INTEGER NOT NULL,
+        actual REAL NOT NULL,
+        potential REAL NOT NULL,
+        variance REAL NOT NULL,
+        spatial REAL NOT NULL,
+        noise REAL NOT NULL,
+        coherence REAL NOT NULL,
+        muddiness REAL NOT NULL DEFAULT 0,
+        category TEXT NOT NULL,
+        FOREIGN KEY(specimen_id) REFERENCES specimens(id)
+      );
+      CREATE INDEX IF NOT EXISTS observations_specimen_iteration
+        ON observations(specimen_id, iteration DESC);
+      CREATE TABLE IF NOT EXISTS interventions (
+        id INTEGER PRIMARY KEY AUTOINCREMENT,
+        specimen_id TEXT NOT NULL,
+        at_ms INTEGER NOT NULL,
+        strategy TEXT NOT NULL,
+        donor_id TEXT,
+        before_hp REAL NOT NULL,
+        outcome TEXT NOT NULL DEFAULT 'observing',
+        FOREIGN KEY(specimen_id) REFERENCES specimens(id)
+      );
+      CREATE INDEX IF NOT EXISTS interventions_specimen_time
+        ON interventions(specimen_id, at_ms DESC);
+      CREATE TABLE IF NOT EXISTS visual_reviews (
+        id INTEGER PRIMARY KEY AUTOINCREMENT,
+        specimen_id TEXT NOT NULL,
+        at_ms INTEGER NOT NULL,
+        trigger TEXT NOT NULL,
+        review_json TEXT NOT NULL,
+        FOREIGN KEY(specimen_id) REFERENCES specimens(id)
+      );
+      CREATE INDEX IF NOT EXISTS visual_reviews_specimen_time
+        ON visual_reviews(specimen_id, at_ms DESC);
+      CREATE TABLE IF NOT EXISTS margin_probes (
+        id INTEGER PRIMARY KEY AUTOINCREMENT,
+        specimen_id TEXT NOT NULL,
+        at_ms INTEGER NOT NULL,
+        address INTEGER NOT NULL,
+        track TEXT NOT NULL,
+        capability TEXT,
+        requested_by TEXT NOT NULL,
+        record_json TEXT NOT NULL,
+        FOREIGN KEY(specimen_id) REFERENCES specimens(id)
+      );
+      CREATE INDEX IF NOT EXISTS margin_probes_specimen_time
+        ON margin_probes(specimen_id, at_ms DESC);
+    `);
+    const observationColumns = new Set(database.prepare("PRAGMA table_info(observations)").all().map((column) => column.name));
+    if (!observationColumns.has("muddiness")) database.exec("ALTER TABLE observations ADD COLUMN muddiness REAL NOT NULL DEFAULT 0");
+    const specimenColumns = new Set(database.prepare("PRAGMA table_info(specimens)").all().map((column) => column.name));
+    const additions = {
+      runtime_health: "REAL", runtime_health_at: "INTEGER",
+      performance_strikes: "INTEGER NOT NULL DEFAULT 0",
+      interventions: "INTEGER NOT NULL DEFAULT 0", last_intervention_json: "TEXT",
+      culled_reason: "TEXT",
+    };
+    for (const [name, definition] of Object.entries(additions))
+      if (!specimenColumns.has(name)) database.exec(`ALTER TABLE specimens ADD COLUMN ${name} ${definition}`);
+    database.exec(`
+      INSERT INTO visual_reviews (specimen_id, at_ms, trigger, review_json)
+      SELECT specimens.id, COALESCE(specimens.runtime_health_at, 0), 'legacy', specimens.visual_review_json
+      FROM specimens
+      WHERE specimens.visual_review_json IS NOT NULL
+        AND NOT EXISTS (SELECT 1 FROM visual_reviews WHERE visual_reviews.specimen_id=specimens.id)
+    `);
+    return new SpecimenLedger(absolute, database);
+  }
+
+  observe(candidate) {
+    if (!candidate?.id) return null;
+    const energy = candidate.sample?.energy?.at(-1) || {};
+    const tags = candidate.tags || [candidate.aliveness || "unknown"];
+    this.database.prepare(`
+      INSERT INTO specimens (
+        id, first_iteration, last_iteration, domain, source, parent, generation,
+        status, aliveness, quality, novelty, tags_json, observations
+      ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 1)
+      ON CONFLICT(id) DO UPDATE SET
+        last_iteration=excluded.last_iteration, status=excluded.status,
+        aliveness=excluded.aliveness, quality=excluded.quality,
+        novelty=excluded.novelty, tags_json=excluded.tags_json,
+        observations=specimens.observations + 1
+    `).run(candidate.id, candidate.iteration || 0, candidate.iteration || 0,
+      candidate.domain || "sort", candidate.source || "", candidate.parent || null,
+      candidate.generation || 0, candidate.status || "unknown", candidate.aliveness || null,
+      candidate.quality || 0, candidate.novelty || 0, JSON.stringify(tags));
+    if (candidate.domain === "raster" && candidate.status !== "rejected") {
+      this.database.prepare(`
+        INSERT INTO observations (
+          specimen_id, iteration, actual, potential, variance, spatial, noise, coherence, muddiness, category
+        ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+      `).run(candidate.id, candidate.iteration || 0, energy.actual || 0, energy.potential || 0,
+        energy.variance || 0, energy.spatial || 0, energy.noise || 0, energy.coherence || 0, energy.muddiness || 0,
+        tags[0] || "unknown");
+    }
+    if (candidate.domain === "raster" && candidate.retained) this.#considerAddress(candidate.id, candidate.quality || 0);
+    return this.get(candidate.id);
+  }
+
+  #considerAddress(id, quality) {
+    const current = this.database.prepare("SELECT address FROM specimens WHERE id=?").get(id);
+    if (current?.address) return current.address;
+    const occupied = new Map(this.database.prepare("SELECT address, id, quality, tags_json FROM specimens WHERE address IS NOT NULL").all()
+      .map((row) => [row.address, row]));
+    const empty = ADDRESSES.find((address) => !occupied.has(address));
+    if (empty) {
+      this.database.prepare("UPDATE specimens SET address=? WHERE id=?").run(empty, id);
+      return empty;
+    }
+    const incoming = this.database.prepare("SELECT tags_json FROM specimens WHERE id=?").get(id);
+    const incomingProfile = hardwareProfileFromTags(incoming?.tags_json);
+    const profileCounts = new Map(HARDWARE_PROFILES.map((profile) => [profile, 0]));
+    for (const row of occupied.values()) {
+      const profile = hardwareProfileFromTags(row.tags_json);
+      if (profile) profileCounts.set(profile, profileCounts.get(profile) + 1);
+    }
+    const diversityCandidates = incomingProfile && profileCounts.get(incomingProfile) === 0
+      ? [...occupied.values()].filter((row) => {
+        const profile = hardwareProfileFromTags(row.tags_json);
+        return !profile || profileCounts.get(profile) > 1;
+      }) : [];
+    const pool = diversityCandidates.length ? diversityCandidates : [...occupied.values()];
+    const weakest = pool.sort((a, b) => a.quality - b.quality || a.address.localeCompare(b.address))[0];
+    if (diversityCandidates.length || quality > weakest.quality * 1.12) {
+      this.database.exec("BEGIN IMMEDIATE");
+      try {
+        this.database.prepare("UPDATE specimens SET address=NULL, status='archived' WHERE id=?").run(weakest.id);
+        this.database.prepare("UPDATE specimens SET address=? WHERE id=?").run(weakest.address, id);
+        this.database.exec("COMMIT");
+      } catch (error) {
+        this.database.exec("ROLLBACK");
+        throw error;
+      }
+      return weakest.address;
+    }
+    return null;
+  }
+
+  reconcileResidents(ids) {
+    const resident = new Set(ids);
+    for (const row of this.database.prepare("SELECT id, status FROM specimens WHERE domain='raster'").all()) {
+      if (!resident.has(row.id) && row.status === "resident")
+        this.database.prepare("UPDATE specimens SET status='retired', address=NULL WHERE id=?").run(row.id);
+    }
+  }
+
+  recordHealth(id, { hp, at, strikes = 0 }) {
+    this.database.prepare(`
+      UPDATE specimens SET runtime_health=?, runtime_health_at=?, performance_strikes=? WHERE id=?
+    `).run(hp, at, strikes, id);
+  }
+
+  recordIntervention(id, intervention) {
+    const record = {
+      at: intervention.at, strategy: intervention.strategy,
+      donorId: intervention.donorId || null, beforeHp: intervention.beforeHp,
+    };
+    this.database.exec("BEGIN IMMEDIATE");
+    try {
+      this.database.prepare(`
+        INSERT INTO interventions (specimen_id, at_ms, strategy, donor_id, before_hp)
+        VALUES (?, ?, ?, ?, ?)
+      `).run(id, record.at, record.strategy, record.donorId, record.beforeHp);
+      this.database.prepare(`
+        UPDATE specimens SET interventions=interventions + 1,
+          last_intervention_json=?, performance_strikes=0 WHERE id=?
+      `).run(JSON.stringify(record), id);
+      this.database.exec("COMMIT");
+    } catch (error) {
+      this.database.exec("ROLLBACK");
+      throw error;
+    }
+  }
+
+  recordOutcome(id, outcome) {
+    this.database.prepare(`
+      UPDATE interventions SET outcome=? WHERE id=(
+        SELECT id FROM interventions WHERE specimen_id=? ORDER BY at_ms DESC LIMIT 1
+      )
+    `).run(outcome, id);
+  }
+
+  cull(id, reason) {
+    this.database.prepare(`
+      UPDATE specimens SET status='culled', address=NULL, culled_reason=?, performance_strikes=0 WHERE id=?
+    `).run(reason, id);
+  }
+
+  fillVacancies(candidates) {
+    const occupied = new Set(this.database.prepare("SELECT address FROM specimens WHERE address IS NOT NULL").all().map((row) => row.address));
+    const addressedIds = new Set(this.database.prepare("SELECT id FROM specimens WHERE address IS NOT NULL").all().map((row) => row.id));
+    const available = [...candidates]
+      .filter((candidate) => candidate?.id && candidate.domain === "raster" && !addressedIds.has(candidate.id))
+      .sort((a, b) => (b.quality || 0) - (a.quality || 0) || (b.novelty || 0) - (a.novelty || 0));
+    const profileCounts = new Map(HARDWARE_PROFILES.map((profile) => [profile, 0]));
+    for (const row of this.database.prepare("SELECT tags_json FROM specimens WHERE address IS NOT NULL").all()) {
+      const profile = hardwareProfileFromTags(row.tags_json);
+      if (profile) profileCounts.set(profile, profileCounts.get(profile) + 1);
+    }
+    const assigned = [];
+    for (const address of ADDRESSES.filter((value) => !occupied.has(value))) {
+      const diversityIndex = available.findIndex((candidate) => {
+        const profile = hardwareProfileFromTags(candidate.tags);
+        return profile && profileCounts.get(profile) === 0;
+      });
+      const candidate = diversityIndex >= 0 ? available.splice(diversityIndex, 1)[0] : available.shift();
+      if (!candidate) break;
+      this.database.prepare("UPDATE specimens SET address=?, status='resident' WHERE id=?").run(address, candidate.id);
+      const profile = hardwareProfileFromTags(candidate.tags);
+      if (profile) profileCounts.set(profile, profileCounts.get(profile) + 1);
+      assigned.push({ address, id: candidate.id });
+    }
+    return assigned;
+  }
+
+  addressed() {
+    return this.database.prepare(`
+      SELECT id, address, status, aliveness, quality, novelty, tags_json, visual_review_json,
+        runtime_health, runtime_health_at, performance_strikes, interventions,
+        last_intervention_json, culled_reason
+      FROM specimens WHERE address IS NOT NULL ORDER BY substr(address, 2, 1), substr(address, 1, 1)
+    `).all().map((row) => ({ ...row, tags: JSON.parse(row.tags_json),
+      visualReview: row.visual_review_json ? JSON.parse(row.visual_review_json) : null,
+      lastIntervention: row.last_intervention_json ? JSON.parse(row.last_intervention_json) : null }));
+  }
+
+  recordVisualReview(id, review) {
+    const row = this.database.prepare("SELECT tags_json FROM specimens WHERE id=?").get(id);
+    if (!row) return false;
+    const existing = JSON.parse(row.tags_json || "[]");
+    const inferred = (review?.tags || []).map(inferredTag).filter(Boolean);
+    if (review?.artifact && review.artifact !== "none") inferred.push(inferredTag(`artifact-${review.artifact}`));
+    const tags = [...new Set([...existing, ...inferred])].slice(0, 16);
+    const encoded = JSON.stringify(review);
+    const at = Number.isFinite(Date.parse(review?.at)) ? Date.parse(review.at) : Date.now();
+    this.database.exec("BEGIN IMMEDIATE");
+    try {
+      this.database.prepare("UPDATE specimens SET visual_review_json=?, tags_json=? WHERE id=?")
+        .run(encoded, JSON.stringify(tags), id);
+      this.database.prepare("INSERT INTO visual_reviews (specimen_id, at_ms, trigger, review_json) VALUES (?, ?, ?, ?)")
+        .run(id, at, String(review?.trigger || "visual-novelty"), encoded);
+      this.database.exec("COMMIT");
+    } catch (error) {
+      this.database.exec("ROLLBACK");
+      throw error;
+    }
+    return true;
+  }
+
+  recordMarginProbe(id, probe) {
+    if (!this.database.prepare("SELECT 1 FROM specimens WHERE id=?").get(id)) return false;
+    const record = { ...probe, id };
+    this.database.prepare(`
+      INSERT INTO margin_probes (specimen_id, at_ms, address, track, capability, requested_by, record_json)
+      VALUES (?, ?, ?, ?, ?, ?, ?)
+    `).run(id, Number(probe.at) || Date.now(), probe.address, probe.track,
+      probe.capability || null, probe.requestedBy || "loopback", JSON.stringify(record));
+    return true;
+  }
+
+  latestMarginProbe() {
+    const row = this.database.prepare("SELECT record_json FROM margin_probes ORDER BY id DESC LIMIT 1").get();
+    if (!row) return null;
+    try { return JSON.parse(row.record_json); }
+    catch { return null; }
+  }
+
+  curationStats() {
+    const specimenCount = Number(this.database.prepare("SELECT count(*) AS count FROM specimens").get().count);
+    const observationCount = Number(this.database.prepare("SELECT count(*) AS count FROM observations").get().count);
+    const reviews = this.database.prepare("SELECT review_json FROM visual_reviews").all();
+    const recommendations = { retain: 0, watch: 0, reject: 0 };
+    for (const row of reviews) {
+      try {
+        const recommendation = JSON.parse(row.review_json).recommendation;
+        if (recommendation in recommendations) recommendations[recommendation] += 1;
+      } catch { /* An old malformed row is evidence, not authority. */ }
+    }
+    return { specimens: specimenCount, observations: observationCount, reviews: reviews.length, recommendations };
+  }
+
+  get(id) {
+    return this.database.prepare("SELECT * FROM specimens WHERE id=?").get(id) || null;
+  }
+
+  close() { this.database.close(); }
+}
+
+export { ADDRESSES };
diff --git a/experiments/intelligent-terrarium/src/visual-curator.mjs b/experiments/intelligent-terrarium/src/visual-curator.mjs
new file mode 100644
index 0000000000..28278f880c
--- /dev/null
+++ b/experiments/intelligent-terrarium/src/visual-curator.mjs
@@ -0,0 +1,171 @@
+import { deflateSync } from "node:zlib";
+
+function crc32(buffer) {
+  let crc = 0xffffffff;
+  for (const byte of buffer) {
+    crc ^= byte;
+    for (let bit = 0; bit < 8; bit += 1) crc = (crc >>> 1) ^ (0xedb88320 & -(crc & 1));
+  }
+  return (crc ^ 0xffffffff) >>> 0;
+}
+
+function pngChunk(type, data) {
+  const name = Buffer.from(type);
+  const output = Buffer.alloc(12 + data.length);
+  output.writeUInt32BE(data.length, 0); name.copy(output, 4); data.copy(output, 8);
+  output.writeUInt32BE(crc32(Buffer.concat([name, data])), 8 + data.length);
+  return output;
+}
+
+export function rgbPng(width, height, rgb) {
+  if (rgb.length !== width * height * 3) throw new Error("invalid RGB field dimensions");
+  const scanlines = Buffer.alloc((width * 3 + 1) * height);
+  for (let y = 0; y < height; y += 1) {
+    const output = y * (width * 3 + 1); scanlines[output] = 0;
+    rgb.copy(scanlines, output + 1, y * width * 3, (y + 1) * width * 3);
+  }
+  const header = Buffer.alloc(13);
+  header.writeUInt32BE(width, 0); header.writeUInt32BE(height, 4);
+  header[8] = 8; header[9] = 2;
+  return Buffer.concat([
+    Buffer.from([137, 80, 78, 71, 13, 10, 26, 10]),
+    pngChunk("IHDR", header), pngChunk("IDAT", deflateSync(scanlines, { level: 6 })), pngChunk("IEND", Buffer.alloc(0)),
+  ]);
+}
+
+const REVIEW_SCHEMA = {
+  type: "object",
+  additionalProperties: false,
+  properties: {
+    quality: { type: "number", minimum: 0, maximum: 1 },
+    coherence: { type: "number", minimum: 0, maximum: 1 },
+    distinctiveness: { type: "number", minimum: 0, maximum: 1 },
+    artifact: { type: "string", enum: ["none", "rainbow-noise", "muddy", "gray-wash", "raw-buffer", "flat", "banding", "flicker-risk", "other"] },
+    tags: { type: "array", items: { type: "string" }, minItems: 1, maxItems: 5 },
+    description: { type: "string", maxLength: 180 },
+    criticism: { type: "string", maxLength: 180 },
+    capability: { type: "string", enum: ["none", "feedback", "masking", "symmetry", "tiling", "displacement", "cellular", "sprite-memory", "projection", "color-dynamics"] },
+    mutationHints: { type: "array", items: { type: "string", enum: ["add-feedback", "add-masking", "add-symmetry", "add-tiling", "add-displacement", "add-cellular", "use-sprites", "deepen-boxes", "diversify-color", "stabilize-temporal", "increase-contrast", "reduce-noise"] }, minItems: 1, maxItems: 3 },
+    recommendation: { type: "string", enum: ["retain", "watch", "reject"] },
+  },
+  required: ["quality", "coherence", "distinctiveness", "artifact", "tags", "description", "criticism", "capability", "mutationHints", "recommendation"],
+};
+
+const CAPABILITIES = new Set(REVIEW_SCHEMA.properties.capability.enum);
+const MUTATION_HINTS = new Set(REVIEW_SCHEMA.properties.mutationHints.items.enum);
+
+function outputText(response) {
+  for (const item of response.output || []) for (const content of item.content || []) {
+    if (content.type === "refusal") throw new Error(`visual review refused: ${content.refusal}`);
+    if (content.type === "output_text") return content.text;
+  }
+  throw new Error("visual review returned no structured output");
+}
+
+function validReview(value) {
+  return value && ["retain", "watch", "reject"].includes(value.recommendation)
+    && ["none", "rainbow-noise", "muddy", "gray-wash", "raw-buffer", "flat", "banding", "flicker-risk", "other"].includes(value.artifact)
+    && [value.quality, value.coherence, value.distinctiveness].every((number) => Number.isFinite(number) && number >= 0 && number <= 1)
+    && Array.isArray(value.tags) && value.tags.length >= 1 && value.tags.length <= 5
+    && typeof value.criticism === "string" && value.criticism.length <= 180
+    && CAPABILITIES.has(value.capability)
+    && Array.isArray(value.mutationHints) && value.mutationHints.length >= 1 && value.mutationHints.length <= 3
+    && value.mutationHints.every((hint) => MUTATION_HINTS.has(hint));
+}
+
+export class VisualCurator {
+  constructor({ apiKey, model = "gpt-5.6-sol", now = Date.now, cooldownMs = 10 * 60_000,
+    onReview = null, request = fetch, maxOutputTokens = 600 } = {}) {
+    this.apiKey = apiKey || null;
+    this.model = model;
+    this.now = now;
+    this.cooldownMs = cooldownMs;
+    this.onReview = onReview;
+    this.request = request;
+    this.maxOutputTokens = maxOutputTokens;
+    this.inflight = false;
+    this.lastReviewAt = -Infinity;
+    this.seen = new Set();
+    this.disabledReason = apiKey ? null : "no-key";
+    this.reviewed = 0;
+    this.failures = 0;
+    this.lastReview = null;
+    this.lastError = null;
+  }
+
+  status() { return this.apiKey ? "armed" : this.disabledReason || "closed"; }
+
+  telemetry() {
+    return {
+      status: this.status(), inflight: this.inflight, reviewed: this.reviewed,
+      failures: this.failures, seen: this.seen.size,
+      lastReviewAt: Number.isFinite(this.lastReviewAt) ? this.lastReviewAt : null,
+      lastSpecimenId: this.lastReview?.specimenId || null,
+      lastTrigger: this.lastReview?.trigger || null,
+      lastRecommendation: this.lastReview?.recommendation || null,
+      lastError: this.lastError,
+    };
+  }
+
+  eligible(candidate, { trigger = "visual-novelty", lifecycle = null } = {}) {
+    const energy = candidate?.sample?.energy?.at(-1) || {};
+    const key = `${candidate?.id}:${trigger}`;
+    const common = Boolean(this.apiKey && candidate?.domain === "raster" && candidate.retained
+      && candidate.sample?.rgb && !this.seen.has(key));
+    if (!common) return false;
+    if (trigger === "high-health") return lifecycle?.samples >= 8 && lifecycle.healthMean >= 82 && lifecycle.healthyRatio >= .75;
+    if (trigger === "health-variability") return lifecycle?.samples >= 8 && lifecycle.healthRange >= 24 && lifecycle.healthStdDev >= 7;
+    return candidate.aliveness === "alive" && energy.actual >= .05 && energy.noise <= .20
+      && (energy.muddiness || 0) <= .45 && energy.coherence >= .48 && candidate.quality >= .04;
+  }
+
+  async consider(candidate, context = {}) {
+    const trigger = context.trigger || "visual-novelty";
+    const seenKey = `${candidate?.id}:${trigger}`;
+    if (!this.eligible(candidate, context) || this.inflight || this.now() - this.lastReviewAt < this.cooldownMs) return null;
+    this.inflight = true; this.seen.add(seenKey);
+    this.lastReviewAt = this.now();
+    try {
+      const sample = candidate.sample;
+      const image = rgbPng(sample.width, sample.height, Buffer.from(sample.rgb, "hex"));
+      const response = await this.request("https://api.openai.com/v1/responses", {
+        method: "POST",
+        headers: { authorization: `Bearer ${this.apiKey}`, "content-type": "application/json" },
+        signal: AbortSignal.timeout(30_000),
+        body: JSON.stringify({
+          model: this.model,
+          store: false,
+          max_output_tokens: this.maxOutputTokens,
+          input: [{ role: "user", content: [
+            { type: "input_text", text: `This is one output from a bounded evolving Lisp RGB memory. Review trigger=${trigger}. Programmatic tests measured temporal actual=${sample.energy.at(-1)?.actual || 0}, noise=${sample.energy.at(-1)?.noise || 0}, coherence=${sample.energy.at(-1)?.coherence || 0}; lifecycle=${JSON.stringify(context.lifecycle || {})}. Curate visual structure conservatively. Penalize unstructured rainbow noise, flat fields, and generic static. Give one concise criticism, then nominate only bounded mutation hints from the schema that could add a real capability to verified descendants. The criticism is advisory: it cannot alter this specimen's health or bypass verification. Return JSON.` },
+            { type: "input_image", image_url: `data:image/png;base64,${image.toString("base64")}`, detail: "low" },
+          ] }],
+          text: { format: { type: "json_schema", name: "piecefarm_visual_review", strict: true, schema: REVIEW_SCHEMA } },
+        }),
+      });
+      if (!response.ok) {
+        if (response.status === 401 || response.status === 403) {
+          this.apiKey = null;
+          this.disabledReason = "auth-failed";
+        }
+        throw new Error(`OpenAI visual review failed (${response.status})`);
+      }
+      const review = JSON.parse(outputText(await response.json()));
+      if (!validReview(review)) throw new Error("OpenAI visual review failed local validation");
+      const record = { ...review, model: this.model, at: new Date(this.now()).toISOString(), specimenId: candidate.id, trigger };
+      await this.onReview?.(candidate, record);
+      this.reviewed += 1;
+      this.lastReview = record;
+      this.lastError = null;
+      return record;
+    } catch (error) {
+      this.failures += 1;
+      this.lastError = String(error?.message || error).slice(0, 180);
+      throw error;
+    } finally {
+      this.inflight = false;
+    }
+  }
+}
+
+export { REVIEW_SCHEMA };
diff --git a/experiments/intelligent-terrarium/test/piece-vm-curriculum.test.mjs b/experiments/intelligent-terrarium/test/piece-vm-curriculum.test.mjs
new file mode 100644
index 0000000000..b71cec0865
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm-curriculum.test.mjs
@@ -0,0 +1,75 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { PieceVmCurriculum, pieceVmCurriculumEvidence, pieceVmDevelopment,
+  pieceVmCurriculumParent, pieceVmCurriculumTarget, prioritizePieceVmCurriculum } from "../src/piece-vm-curriculum.mjs";
+
+const parent = { id: "parent", structure: { layouts: 1, layoutBytes: 256, memory: 4,
+  functions: 1, arguments: 1, senses: 0 }, capabilityLineage: [{ capability: "cellular" }] };
+const sensingChild = { id: "child", structure: { ...parent.structure, senses: 1 },
+  capabilityLineage: parent.capabilityLineage };
+
+test("development fingerprint measures retained compound machinery rather than isolated mutation names", () => {
+  assert.deepEqual(pieceVmDevelopment(parent), { schema: 1,
+    flags: { "named-memory": true, "temporal-memory": true, abstraction: true, sensing: false, ecology: true },
+    attained: ["named-memory", "temporal-memory", "abstraction", "ecology"], missing: ["sensing"],
+    breadth: 4, signature: "11101" });
+  const evidence = pieceVmCurriculumEvidence(parent, sensingChild);
+  assert.deepEqual(evidence.gained, ["sensing"]);
+  assert.deepEqual(evidence.lost, []);
+  assert.equal(evidence.afterBreadth, 5);
+  assert.equal(evidence.complete, true);
+});
+
+test("bounded curriculum lane periodically outranks one-step UCB while ordinary cycles preserve UCB priority", () => {
+  const adaptive = { id: "adaptive", operatorFamily: "exchange",
+    selectionEvidence: { policy: "branch-diversity" },
+    curriculumEvidence: pieceVmCurriculumEvidence(parent, parent) };
+  const developing = { id: "developing", operatorFamily: "machinery",
+    selectionEvidence: { policy: "champion-control" },
+    curriculumEvidence: pieceVmCurriculumEvidence(parent, sensingChild) };
+  assert.equal(prioritizePieceVmCurriculum([adaptive, developing], "branch-diversity", "exchange", true)[0].id,
+    "developing");
+  assert.equal(prioritizePieceVmCurriculum([adaptive, developing], "branch-diversity", "exchange", false)[0].id,
+    "adaptive");
+  const chain = { id: "chain", operatorFamily: "machinery",
+    selectionEvidence: { policy: "curriculum-chain" },
+    curriculumEvidence: pieceVmCurriculumEvidence(parent, parent) };
+  assert.equal(prioritizePieceVmCurriculum([developing, chain], "branch-diversity", "exchange", true)[0].id,
+    "chain");
+});
+
+test("curriculum chains from the broadest resident toward its first missing capability", () => {
+  const sensingBranch = { id: "sensing-branch", generation: 8,
+    structure: { layouts: 1, layoutBytes: 256, memory: 4, functions: 0, arguments: 0, senses: 1 },
+    capabilityLineage: [{ capability: "cellular" }] };
+  assert.equal(pieceVmCurriculumParent([sensingBranch, parent]).id, "sensing-branch");
+  const saturated = { ...parent, id: "saturated", generation: 100, registerCount: 32, instructionCount: 180 };
+  const compatible = { ...parent, id: "compatible", generation: 1, registerCount: 31, instructionCount: 100 };
+  assert.equal(pieceVmCurriculumParent([saturated, compatible]).id, "compatible");
+  assert.deepEqual(pieceVmCurriculumTarget(parent),
+    { capability: "sensing", family: "machinery", mutations: ["sense-graft"] });
+  assert.deepEqual(pieceVmCurriculumTarget(sensingBranch),
+    { capability: "abstraction", family: "machinery",
+      mutations: ["argument-function-graft", "function-graft"] });
+  assert.equal(pieceVmCurriculumTarget(sensingChild), null);
+});
+
+test("curriculum outcomes persist, mature phenotype evidence, and lead only one cycle in four", () => {
+  const curriculum = new PieceVmCurriculum();
+  assert.equal(curriculum.shouldLead(0, 4), false);
+  assert.equal(curriculum.shouldLead(4, 4), false);
+  assert.equal(curriculum.shouldLead(12, 4), true);
+  assert.equal(curriculum.shouldLead(16, 4), false);
+  curriculum.record({ at: 1, parentId: parent.id, candidateId: sensingChild.id, mutation: "sense-graft",
+    lead: true, nativeValid: true, admitted: true,
+    evidence: pieceVmCurriculumEvidence(parent, sensingChild) });
+  assert.equal(curriculum.observePhenotypes([{ id: sensingChild.id, ready: true, score: .91 }]), 1);
+  const snapshot = curriculum.snapshot(sensingChild, 4, 4);
+  assert.deepEqual({ trials: snapshot.trials, admissions: snapshot.admissions,
+    advancements: snapshot.advancements, compoundAdmissions: snapshot.compoundAdmissions,
+    completeAdmissions: snapshot.completeAdmissions, maxBreadth: snapshot.maxBreadth,
+    phenotypeReady: snapshot.phenotypeReady },
+  { trials: 1, admissions: 1, advancements: 1, compoundAdmissions: 1,
+    completeAdmissions: 1, maxBreadth: 5, phenotypeReady: 1 });
+  assert.equal(PieceVmCurriculum.fromJSON(curriculum.toJSON()).snapshot().trials, 1);
+});
diff --git a/experiments/intelligent-terrarium/test/piece-vm-nursery.test.mjs b/experiments/intelligent-terrarium/test/piece-vm-nursery.test.mjs
new file mode 100644
index 0000000000..d5c4323783
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm-nursery.test.mjs
@@ -0,0 +1,227 @@
+import assert from "node:assert/strict";
+import { readFile } from "node:fs/promises";
+import test from "node:test";
+import { evaluatePieceVmSource, PieceVmNursery, pieceVmMutationFamily,
+  rankPieceVmCandidates } from "../src/piece-vm-nursery.mjs";
+
+const foundingSource = await readFile(new URL("../examples/piece-vm-canary.lisp", import.meta.url), "utf8");
+
+test("PieceVM nursery evaluates temporal, spatial, and structural behavior", () => {
+  const candidate = evaluatePieceVmSource(foundingSource);
+  assert.equal(candidate.proof.valid, true);
+  assert.equal(candidate.frameHashes.length, 8);
+  assert.notEqual(candidate.frameHashes[0], candidate.frameHashes[1]);
+  assert.ok(candidate.traits.coverage > 0);
+  assert.ok(candidate.traits.temporal > 0);
+  assert.ok(candidate.structure.calls >= 3);
+  assert.ok(candidate.structure.draws >= 12);
+  assert.ok(candidate.score > 0 && candidate.score <= 1);
+});
+
+test("typed PieceVM mutations are deterministic and native evidence gates admission", () => {
+  const left = new PieceVmNursery({ seed: "nursery-test", foundingSource });
+  const right = new PieceVmNursery({ seed: "nursery-test", foundingSource });
+  const seen = new Set();
+  let accepted = null;
+  for (let index = 0; index < 24; index += 1) {
+    const a = left.propose(), b = right.propose();
+    assert.deepEqual({ source: a.source, mutation: a.mutation, donor: a.donor, error: a.error },
+      { source: b.source, mutation: b.mutation, donor: b.donor, error: b.error });
+    if (a.program) {
+      seen.add(a.mutation);
+      assert.equal(a.proof.valid, true);
+      if (!accepted && a.behaviorChanged) accepted = a;
+    }
+  }
+  assert.ok(seen.size >= 4);
+  assert.ok(accepted);
+  assert.equal(left.admit(accepted, { valid: true, bytecodeHash: "wrong", frameHashes: accepted.frameHashes.slice(0, 2) }), null);
+  accepted.selectionEvidence = { policy: "phenotype-lead", staticScore: .72,
+    phenotypeReports: 18, phenotypeReady: true, phenotypeScore: .81,
+    nativeBias: .037, combinedScore: 99, sonicVoices: 2, capturedAt: 1234 };
+  const stored = left.admit(accepted, { valid: true, bytecodeHash: accepted.program.bytecodeHash,
+    frameHashes: accepted.frameHashes.slice(0, 2), engine: "native-c11" });
+  assert.equal(stored.id, accepted.id);
+  assert.equal(left.championId, accepted.id);
+  assert.ok(left.lineage.some((value) => value.id === accepted.parent));
+  assert.ok(left.lineage.some((value) => value.id === accepted.id));
+  assert.deepEqual(stored.selectionEvidence, { schema: 1, parentId: accepted.parent,
+    policy: "phenotype-lead", staticScore: .72, phenotypeReports: 18,
+    phenotypeReady: true, phenotypeScore: .81, nativeBias: .037,
+    combinedScore: .757, sonicVoices: 2, capturedAt: 1234 });
+  const restored = PieceVmNursery.fromJSON(left.toJSON(), { foundingSource });
+  assert.equal(restored.champion.bytecodeHash, accepted.program.bytecodeHash);
+  assert.equal(restored.champion.native.engine, "native-c11");
+  assert.deepEqual(restored.champion.selectionEvidence, stored.selectionEvidence);
+  assert.deepEqual(restored.lineage.map((value) => value.id), left.lineage.map((value) => value.id));
+});
+
+test("PieceVM lineage remains bounded when the founding record is reconstructed", () => {
+  const nursery = new PieceVmNursery({ seed: "lineage-bound", foundingSource });
+  const resident = nursery.champion;
+  const stored = nursery.toJSON();
+  stored.lineage = Array.from({ length: 128 }, (_, index) => ({ ...resident, id: index.toString(16).padStart(12, "0") }));
+  const restored = PieceVmNursery.fromJSON(stored, { foundingSource });
+  assert.equal(restored.lineage.length, 128);
+});
+
+test("PieceVM can grow a reusable procedure and an independent memory oscillator", () => {
+  const nursery = new PieceVmNursery({ seed: "capability-probe", foundingSource });
+  const candidates = Array.from({ length: 24 }, () => nursery.propose()).filter((value) => value.program);
+  const graft = candidates.find((value) => value.mutation === "function-graft" && value.behaviorChanged);
+  const oscillator = candidates.find((value) => value.mutation === "memory-oscillator" && value.behaviorChanged);
+  assert.ok(graft);
+  assert.ok(graft.structure.calls > nursery.champion.structure.calls);
+  assert.ok(graft.source.includes("(label graft1)"));
+  assert.ok(oscillator);
+  assert.equal(oscillator.structure.memory, nursery.champion.structure.memory + 2);
+  assert.ok(oscillator.program.registerCount > nursery.champion.registerCount);
+});
+
+test("requested operator families constrain mutation search without weakening verification", () => {
+  assert.equal(pieceVmMutationFamily("color"), "variation");
+  assert.equal(pieceVmMutationFamily("memory-oscillator"), "machinery");
+  assert.equal(pieceVmMutationFamily("lineage-crossover"), "exchange");
+  const nursery = new PieceVmNursery({ seed: "operator-family-probe", foundingSource });
+  for (const family of ["variation", "machinery"]) {
+    let candidate = null;
+    for (let attempt = 0; attempt < 24 && !candidate; attempt += 1) {
+      const value = nursery.propose(nursery.championId, [], { operatorFamily: family });
+      if (value.program && value.behaviorChanged) candidate = value;
+    }
+    assert.ok(candidate);
+    assert.equal(candidate.requestedOperatorFamily, family);
+    assert.equal(candidate.operatorFamily, family);
+    assert.equal(candidate.proof.valid, true);
+  }
+  const exactNursery = new PieceVmNursery({ seed: "exact-operator-probe", foundingSource });
+  const exact = exactNursery.propose(exactNursery.championId, [],
+    { operatorFamily: "machinery", mutation: "data-layout" });
+  assert.equal(exact.requestedMutation, "data-layout");
+  assert.equal(exact.mutation, "data-layout");
+  assert.equal(exact.operatorFamily, "machinery");
+  assert.equal(exact.proof.valid, true);
+  const compatibilityNursery = new PieceVmNursery({ seed: "compatibility-probe", foundingSource: exact.source });
+  const compatible = compatibilityNursery.propose(compatibilityNursery.championId, [],
+    { operatorFamily: "machinery", mutations: ["data-layout", "function-graft"] });
+  assert.equal(compatible.preferredMutation, "data-layout");
+  assert.equal(compatible.requestedMutation, "function-graft");
+  assert.equal(compatible.mutation, "function-graft");
+  assert.equal(compatible.compatibilityFallback, true);
+  assert.equal(compatible.proof.valid, true);
+});
+
+test("an unoccupied structural niche outranks a familiar high score", () => {
+  const residents = [{ structure: { niche: "familiar" } }];
+  const ranked = rankPieceVmCandidates([
+    { id: "tweak", score: .99, iteration: 1, structure: { niche: "familiar" } },
+    { id: "capability", score: .51, iteration: 2, structure: { niche: "new-machine-shape" } },
+  ], residents);
+  assert.deepEqual(ranked.map((value) => value.id), ["capability", "tweak"]);
+});
+
+test("a missing crossover capability receives verification priority without bypassing admission", () => {
+  const residents = [{ mutation: "color", structure: { niche: "familiar" } }];
+  const ranked = rankPieceVmCandidates([
+    { id: "tweak", mutation: "color", score: .99, iteration: 1, structure: { niche: "new-shape" } },
+    { id: "two-parent", mutation: "lineage-crossover", score: .51, iteration: 2,
+      structure: { niche: "familiar" } },
+  ], residents);
+  assert.deepEqual(ranked.map((value) => value.id), ["two-parent", "tweak"]);
+});
+
+test("PieceVM can graft a bounded sensing channel into spatial behavior", () => {
+  const nursery = new PieceVmNursery({ seed: "sensing-probe", foundingSource });
+  let sensed = null;
+  for (let index = 0; index < 96 && !sensed; index += 1) {
+    const candidate = nursery.propose();
+    if (candidate.mutation === "sense-graft" && candidate.behaviorChanged) sensed = candidate;
+  }
+  assert.ok(sensed);
+  assert.equal(sensed.structure.senses, 1);
+  assert.equal(sensed.program.registerCount, nursery.champion.registerCount + 1);
+  assert.match(sensed.source, /\(sense8 sense1 (?:beat|bar|fringe)\)/);
+});
+
+test("PieceVM evolves argument-bearing functions and bounded named data layouts", () => {
+  const nursery = new PieceVmNursery({ seed: "v4-growth", foundingSource });
+  let argumentFunction = null, dataLayout = null;
+  for (let index = 0; index < 64 && (!argumentFunction || !dataLayout); index += 1) {
+    const candidate = nursery.propose();
+    if (candidate.mutation === "argument-function-graft" && candidate.behaviorChanged) argumentFunction = candidate;
+    if (candidate.mutation === "data-layout" && candidate.behaviorChanged) dataLayout = candidate;
+  }
+  assert.ok(argumentFunction);
+  assert.equal(argumentFunction.structure.functions, 1);
+  assert.equal(argumentFunction.structure.arguments, 1);
+  assert.match(argumentFunction.source, /\(function arg1 \(angle\)/);
+  assert.match(argumentFunction.source, /\(call arg1 [a-z0-9._-]+\)/);
+  assert.equal(argumentFunction.proof.valid, true);
+  assert.ok(dataLayout);
+  assert.equal(dataLayout.structure.layouts, 1);
+  assert.equal(dataLayout.structure.layoutBytes, 256);
+  assert.match(dataLayout.source, /\(data region1 256\)/);
+  assert.match(dataLayout.source, /\(read8 [a-z0-9._-]+ region1 [a-z0-9._-]+\)/);
+  assert.match(dataLayout.source, /\(write8 region1 [a-z0-9._-]+ [a-z0-9._-]+\)/);
+  assert.equal(dataLayout.proof.valid, true);
+});
+
+test("PieceVM maps bounded capabilities from a running neighbor into a provenance-bearing graft", () => {
+  const nursery = new PieceVmNursery({ seed: "ecology-probe", foundingSource });
+  const probe = { address: 64, track: "sequence", requestedBy: "loopboy", at: 1000 };
+  const ecology = [{ id: "outer-cell", capabilities: ["copy"], probe, priority: true }];
+  let graft = null;
+  for (let index = 0; index < 64 && !graft; index += 1) {
+    const candidate = nursery.propose(nursery.championId, ecology);
+    if (candidate.mutation === "environment-graft" && candidate.behaviorChanged) graft = candidate;
+  }
+  assert.ok(graft);
+  assert.equal(graft.environmentDonor, "outer-cell");
+  assert.equal(graft.environmentCapability, "copy");
+  assert.deepEqual(graft.environmentProbe, probe);
+  assert.deepEqual(graft.capabilityLineage, [{ donor: "outer-cell", capability: "copy",
+    probeAt: 1000, probeAddress: 64, probeTrack: "sequence", requestedBy: "loopboy" }]);
+  assert.ok(graft.structure.functions === 1 || graft.structure.layouts === 1);
+  assert.equal(graft.proof.valid, true);
+
+  const admitted = nursery.admit(graft, { valid: true, engine: "native-c11",
+    bytecodeHash: graft.program.bytecodeHash, frameHashes: graft.frameHashes.slice(0, 2) });
+  assert.ok(admitted);
+  let child = null;
+  for (let index = 0; index < 64 && !child; index += 1) {
+    const candidate = nursery.propose(admitted.id);
+    if (candidate.program && candidate.behaviorChanged) child = candidate;
+  }
+  assert.ok(child);
+  assert.deepEqual(child.capabilityLineage, admitted.capabilityLineage);
+  const admittedChild = nursery.admit(child, { valid: true, engine: "native-c11",
+    bytecodeHash: child.program.bytecodeHash, frameHashes: child.frameHashes.slice(0, 2) });
+  assert.ok(admittedChild);
+  const restored = PieceVmNursery.fromJSON(nursery.toJSON(), { foundingSource });
+  assert.deepEqual(restored.lineage.find((value) => value.id === admittedChild.id).capabilityLineage,
+    admitted.capabilityLineage);
+});
+
+test("PieceVM crossover imports a closed block from a verified ancestor", () => {
+  const nursery = new PieceVmNursery({ seed: "capability-probe", foundingSource });
+  const founder = nursery.champion;
+  let graft = null;
+  for (let index = 0; index < 96 && !graft; index += 1) {
+    const candidate = nursery.propose();
+    if (candidate.mutation === "function-graft" && candidate.behaviorChanged) graft = candidate;
+  }
+  assert.ok(graft);
+  const admittedGraft = nursery.admit(graft, { valid: true, engine: "native-c11",
+    bytecodeHash: graft.program.bytecodeHash, frameHashes: graft.frameHashes.slice(0, 2) });
+  assert.ok(admittedGraft);
+  let crossover = null;
+  for (let index = 0; index < 160 && !crossover; index += 1) {
+    const candidate = nursery.propose(founder.id);
+    if (candidate.mutation === "lineage-crossover" && candidate.behaviorChanged) crossover = candidate;
+  }
+  assert.ok(crossover);
+  assert.equal(crossover.parent, founder.id);
+  assert.equal(crossover.donor, admittedGraft.id);
+  assert.ok(crossover.structure.transforms > founder.structure.transforms);
+  assert.equal(crossover.proof.valid, true);
+});
diff --git a/experiments/intelligent-terrarium/test/piece-vm-operator-bandit.test.mjs b/experiments/intelligent-terrarium/test/piece-vm-operator-bandit.test.mjs
new file mode 100644
index 0000000000..a9746ac837
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm-operator-bandit.test.mjs
@@ -0,0 +1,24 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { PieceVmOperatorBandit } from "../src/piece-vm-operator-bandit.mjs";
+
+function trial(policy, index, overrides = {}) {
+  return { at: index, policy, parentId: `parent-${index}`, candidateId: `child-${index}`,
+    mutation: policy, nativeValid: true, admitted: true, capabilityGain: policy === "machinery",
+    staticDelta: 0, ...overrides };
+}
+
+test("operator UCB preserves variation, machinery, and exchange before its bonus", () => {
+  const bandit = new PieceVmOperatorBandit();
+  assert.deepEqual(bandit.schedule(4), ["variation", "machinery", "exchange", "variation"]);
+  assert.equal(bandit.snapshot().dimension, "mutation-operator-family");
+});
+
+test("operator UCB spends its adaptive slot on measured machinery gains", () => {
+  const bandit = new PieceVmOperatorBandit();
+  for (const family of ["variation", "machinery", "exchange"]) for (let index = 0; index < 20; index += 1)
+    bandit.record(trial(family, index, { admitted: family !== "exchange" }));
+  assert.equal(bandit.bonusPolicy(), "machinery");
+  assert.equal(bandit.schedule(4).at(-1), "machinery");
+  assert.equal(bandit.snapshot().policies.find((value) => value.policy === "machinery").capabilityRate, 1);
+});
diff --git a/experiments/intelligent-terrarium/test/piece-vm-outcome-model.test.mjs b/experiments/intelligent-terrarium/test/piece-vm-outcome-model.test.mjs
new file mode 100644
index 0000000000..68e2845f43
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm-outcome-model.test.mjs
@@ -0,0 +1,48 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { PieceVmOutcomeModel } from "../src/piece-vm-outcome-model.mjs";
+
+function trial(requestedMutation, mutation = requestedMutation, overrides = {}) {
+  return { at: 1, requestedMutation, mutation, parentId: "parent", candidateId: "child",
+    nativeValid: true, admitted: true, capabilityDelta: {}, ...overrides };
+}
+
+test("specific outcome model explores every known mutation within its requested family", () => {
+  const model = new PieceVmOutcomeModel();
+  assert.deepEqual(model.schedule(["variation", "machinery", "exchange"]),
+    ["color", "function-graft", "lineage-crossover"]);
+  model.record(trial("function-graft", "color"));
+  assert.equal(model.snapshot().mutations.find((value) => value.mutation === "function-graft").availabilityRate, 0);
+  assert.equal(model.bonusMutation("machinery"), "argument-function-graft");
+});
+
+test("compatibility misses demote an unavailable preference while crediting its feasible fallback", () => {
+  const model = new PieceVmOutcomeModel();
+  model.record(trial("data-layout", "data-layout", { preferredMutation: "function-graft",
+    capabilityDelta: { layouts: 1, layoutBytes: 256 } }));
+  const snapshot = model.snapshot();
+  const missed = snapshot.mutations.find((value) => value.mutation === "function-graft");
+  const selected = snapshot.mutations.find((value) => value.mutation === "data-layout");
+  assert.deepEqual({ exposures: missed.exposures, preferences: missed.preferences,
+    compatibilityMisses: missed.compatibilityMisses, compatibilityRate: missed.compatibilityRate },
+  { exposures: 1, preferences: 1, compatibilityMisses: 1, compatibilityRate: 0 });
+  assert.equal(selected.requests, 1);
+  assert.equal(selected.honored, 1);
+  assert.ok(selected.meanReward > 0);
+  assert.equal(model.bonusMutation("machinery"), "argument-function-graft");
+});
+
+test("specific outcome model rewards honored causal capability breadth and matures phenotype evidence", () => {
+  const model = new PieceVmOutcomeModel();
+  model.record(trial("data-layout", "data-layout", { candidateId: "layout-child",
+    capabilityDelta: { layouts: 1, layoutBytes: 256, memory: 2 } }));
+  const before = model.snapshot().mutations.find((value) => value.mutation === "data-layout");
+  assert.equal(before.capabilityGains, 1);
+  assert.deepEqual({ layouts: before.deltas.layouts, layoutBytes: before.deltas.layoutBytes,
+    memory: before.deltas.memory }, { layouts: 1, layoutBytes: 256, memory: 2 });
+  assert.equal(model.observePhenotypes([{ id: "layout-child", ready: true, score: .9 }]), 1);
+  const after = model.snapshot().mutations.find((value) => value.mutation === "data-layout");
+  assert.equal(after.phenotypeReady, 1);
+  assert.ok(after.meanReward > before.meanReward);
+  assert.equal(PieceVmOutcomeModel.fromJSON(model.toJSON()).snapshot().trials, 1);
+});
diff --git a/experiments/intelligent-terrarium/test/piece-vm-phenotype.test.mjs b/experiments/intelligent-terrarium/test/piece-vm-phenotype.test.mjs
new file mode 100644
index 0000000000..7af25bcff0
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm-phenotype.test.mjs
@@ -0,0 +1,46 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { PieceVmPhenotypeOracle, PIECE_VM_PHENOTYPE_LIMITS } from "../src/piece-vm-phenotype.mjs";
+
+function sample(id, overrides = {}) {
+  return { id, hp: 90, life: 0, resolution: 128, sonicVoices: 1, role: "diverse",
+    traits: { actual: .06, variance: .12, spatial: .15, noise: .08, coherence: .8, muddiness: .1 },
+    ...overrides };
+}
+
+test("PieceVM phenotype requires a sustained native window before biasing selection", () => {
+  const oracle = new PieceVmPhenotypeOracle();
+  for (let index = 0; index < PIECE_VM_PHENOTYPE_LIMITS.minReports - 1; index += 1)
+    oracle.ingest([sample("aaaaaaaaaaaa")], index * 1000);
+  assert.equal(oracle.summary("aaaaaaaaaaaa").ready, false);
+  assert.equal(oracle.selectionBias("aaaaaaaaaaaa"), 0);
+  oracle.ingest([sample("aaaaaaaaaaaa")], 11_000);
+  const summary = oracle.summary("aaaaaaaaaaaa");
+  assert.equal(summary.ready, true);
+  assert.ok(summary.score > .5);
+  assert.ok(summary.selectionBias > 0 && summary.selectionBias <= .06);
+  assert.deepEqual(summary.resolutions, [128]);
+  assert.equal(summary.sonicVoices, 1);
+});
+
+test("PieceVM phenotype penalizes sustained collapse without bypassing its bound", () => {
+  const oracle = new PieceVmPhenotypeOracle();
+  for (let index = 0; index < 80; index += 1) oracle.ingest([sample("bbbbbbbbbbbb", {
+    hp: 4, life: 2, sonicVoices: 0,
+    traits: { actual: 0, variance: 0, spatial: 0, noise: 1, coherence: 0, muddiness: 1 },
+  })], index * 1000);
+  const summary = oracle.summary("bbbbbbbbbbbb");
+  assert.equal(summary.samples, PIECE_VM_PHENOTYPE_LIMITS.maxSamples);
+  assert.equal(summary.ready, true);
+  assert.ok(summary.selectionBias < 0 && summary.selectionBias >= -.06);
+});
+
+test("PieceVM phenotype windows survive bounded Git serialization", () => {
+  const oracle = new PieceVmPhenotypeOracle();
+  oracle.ingest([sample("cccccccccccc", { resolution: 64 })], 1000);
+  oracle.ingest([sample("cccccccccccc", { resolution: 256, role: "probe-carrier" })], 2000);
+  const restored = PieceVmPhenotypeOracle.fromJSON(oracle.toJSON());
+  assert.deepEqual(restored.summary("cccccccccccc"), oracle.summary("cccccccccccc"));
+  assert.equal(restored.summary("cccccccccccc").role, "probe-carrier");
+  assert.deepEqual(restored.summary("cccccccccccc").resolutions, [64, 256]);
+});
diff --git a/experiments/intelligent-terrarium/test/piece-vm-policy-bandit.test.mjs b/experiments/intelligent-terrarium/test/piece-vm-policy-bandit.test.mjs
new file mode 100644
index 0000000000..b53785e996
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm-policy-bandit.test.mjs
@@ -0,0 +1,44 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { PIECE_VM_POLICY_BANDIT, PieceVmPolicyBandit } from "../src/piece-vm-policy-bandit.mjs";
+
+function trial(policy, index, overrides = {}) {
+  return { at: index, policy, parentId: `parent-${index}`, candidateId: `child-${index}`,
+    mutation: "color", nativeValid: true, admitted: true, capabilityGain: false,
+    staticDelta: 0, ...overrides };
+}
+
+test("UCB1 schedule preserves three controls and gives the adaptive slot to unseen evidence", () => {
+  const bandit = new PieceVmPolicyBandit();
+  for (let index = 0; index < 4; index += 1) bandit.record(trial("phenotype-lead", index));
+  assert.deepEqual(bandit.schedule(4),
+    ["phenotype-lead", "champion-control", "branch-diversity", "champion-control"]);
+  assert.equal(bandit.snapshot().algorithm, "ucb1");
+  assert.equal(bandit.snapshot().policies.find((value) => value.policy === "champion-control").exploring, true);
+});
+
+test("bounded rewards prefer demonstrated capability without removing baseline exploration", () => {
+  const bandit = new PieceVmPolicyBandit();
+  for (const policy of PIECE_VM_POLICY_BANDIT.policies) for (let index = 0; index < 24; index += 1) {
+    bandit.record(trial(policy, index + 100, { admitted: policy !== "champion-control",
+      capabilityGain: policy === "branch-diversity" }));
+  }
+  assert.deepEqual(bandit.schedule(4),
+    ["phenotype-lead", "champion-control", "branch-diversity", "branch-diversity"]);
+  const diversity = bandit.snapshot().policies.find((value) => value.policy === "branch-diversity");
+  assert.equal(diversity.meanReward, 1);
+  assert.equal(diversity.capabilityRate, 1);
+});
+
+test("ready native phenotypes revise only matching admitted trials and serialization stays bounded", () => {
+  const bandit = new PieceVmPolicyBandit();
+  bandit.record(trial("phenotype-lead", 1, { candidateId: "abc123abc123", capabilityGain: true }));
+  assert.equal(bandit.observePhenotypes([{ id: "abc123abc123", ready: true, score: .78 }]), 1);
+  const phenotype = bandit.snapshot().policies.find((value) => value.policy === "phenotype-lead");
+  assert.equal(phenotype.phenotypeReady, 1);
+  assert.equal(phenotype.meanReward, (1 + 1 + .78) / 3);
+  for (let index = 0; index < 240; index += 1) bandit.record(trial("champion-control", index));
+  const restored = PieceVmPolicyBandit.fromJSON(bandit.toJSON());
+  assert.equal(restored.toJSON().trials.length, PIECE_VM_POLICY_BANDIT.maxTrials);
+  assert.ok(restored.toJSON().trials.every((value) => PIECE_VM_POLICY_BANDIT.policies.includes(value.policy)));
+});
diff --git a/experiments/intelligent-terrarium/test/piece-vm.test.mjs b/experiments/intelligent-terrarium/test/piece-vm.test.mjs
new file mode 100644
index 0000000000..99ec8333f4
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/piece-vm.test.mjs
@@ -0,0 +1,239 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { compilePieceLisp, createPieceVmState, defaultPieceSenses, PIECE_VM, runPieceVm, verifyPieceProgram } from "../src/piece-vm.mjs";
+
+const branchingText = `(piece
+  (constant x 2)
+  (constant y 3)
+  (constant cursor 0)
+  (constant one 1)
+  (constant limit 6)
+  (clear back 1 2 3)
+  (label loop)
+  (pixel back cursor y 255 0 0)
+  (add cursor cursor one)
+  (less again cursor limit)
+  (jump-if again loop)
+  (glyph back 65 x y 0 255 0)
+  (swap)
+  (halt))`;
+
+test("PieceVM branches, renders a glyph, and atomically alternates framebuffers", () => {
+  const program = compilePieceLisp(branchingText, { resolution: 32 });
+  assert.equal(program.version, 4);
+  assert.equal(program.labels.loop, 6);
+  assert.equal(program.bytecode.length, program.instructionCount * PIECE_VM.instructionBytes * 2);
+  const state = createPieceVmState(32);
+  const first = runPieceVm(program, { state });
+  assert.equal(first.fault, null);
+  assert.equal(first.state.front, 1);
+  assert.equal(first.state.frame, 1);
+  const front = first.state.buffers[first.state.front];
+  assert.deepEqual([...front.slice((3 * 32) * 3, (3 * 32) * 3 + 3)], [255, 0, 0]);
+  assert.ok(Array.from({ length: front.length / 3 }, (_, pixel) => front[pixel * 3 + 1]).some((green) => green === 255));
+  const second = runPieceVm(program, { state: first.state });
+  assert.equal(second.fault, null);
+  assert.equal(second.state.front, 0);
+  assert.equal(second.state.frame, 2);
+  assert.equal(second.frontHash, first.frontHash);
+  assert.equal(verifyPieceProgram(program).valid, true);
+});
+
+test("PieceVM calls hierarchical transform code and projects a 3D point", () => {
+  const source = `(piece
+    (jump main)
+    (label child)
+    (push-transform)
+    (translate dx dy dz)
+    (rotate-y turn)
+    (point3 back px py pz 20 80 255)
+    (pop-transform)
+    (return)
+    (label main)
+    (constant zero 0)
+    (constant dx (ratio 1 2))
+    (constant dy (ratio 1 4))
+    (constant dz (ratio 1 8))
+    (constant turn (ratio 1 8))
+    (constant px 0)
+    (constant py 0)
+    (constant pz 0)
+    (clear back 0 0 0)
+    (identity)
+    (call child)
+    (swap)
+    (halt))`;
+  const program = compilePieceLisp(source, { resolution: 32 });
+  const result = runPieceVm(program);
+  assert.equal(result.fault, null);
+  const front = result.state.buffers[result.state.front];
+  const bluePixels = Array.from({ length: front.length / 3 }, (_, pixel) =>
+    front[pixel * 3] === 20 && front[pixel * 3 + 1] === 80 && front[pixel * 3 + 2] === 255).filter(Boolean);
+  assert.equal(bluePixels.length, 1);
+  assert.equal(verifyPieceProgram(program).valid, true);
+});
+
+test("PieceVM composes vec3 lines, triangles, and stack-preserved sibling branches", () => {
+  const source = `(piece
+    (jump main)
+    (label branch)
+    (line3 back origin tip 255 0 128)
+    (triangle3 back origin tip wing 0 180 255)
+    (less again one depth)
+    (jump-if again child)
+    (return)
+    (label child)
+    (push depth)
+    (sub depth depth one)
+    (push-transform)
+    (translate tip.x tip.y tip.z)
+    (rotate-z turn)
+    (call branch)
+    (pop-transform)
+    (pop depth)
+    (return)
+    (label main)
+    (vec3 origin 0 0 0)
+    (vec3 tip (ratio 1 2) 0 0)
+    (vec3 wing (ratio 1 4) (ratio 1 8) 0)
+    (constant one 1)
+    (constant depth 4)
+    (constant turn (ratio 1 12))
+    (clear back 0 0 0)
+    (identity)
+    (call branch)
+    (swap)
+    (halt))`;
+  const program = compilePieceLisp(source, { resolution: 64 });
+  assert.equal(program.vectors.origin, 0);
+  assert.equal(program.vectors.tip, 3);
+  assert.equal(program.registers["tip.z"], 5);
+  const result = runPieceVm(program);
+  assert.equal(result.fault, null);
+  const front = result.state.buffers[result.state.front];
+  const colored = Array.from({ length: front.length / 3 }, (_, pixel) =>
+    front[pixel * 3] || front[pixel * 3 + 1] || front[pixel * 3 + 2]).filter(Boolean).length;
+  assert.ok(colored > 12);
+  assert.equal(verifyPieceProgram(program).valid, true);
+});
+
+test("PieceVM fuel faults cannot publish a partial back buffer", () => {
+  const program = compilePieceLisp("(piece (label spin) (jump spin) (swap) (halt))", { resolution: 32 });
+  const state = createPieceVmState(32), originalFront = state.front;
+  const result = runPieceVm(program, { state, fuel: 32 });
+  assert.match(result.fault, /fuel exhausted/);
+  assert.equal(result.state.front, originalFront);
+  assert.equal(result.state.frame, 0);
+  assert.equal(verifyPieceProgram(program, { fuel: 32 }).valid, false);
+});
+
+test("PieceVM data memory can drive deterministic change across double-buffered frames", () => {
+  const source = `(piece
+    (constant address 0)
+    (constant one 1)
+    (constant x 4)
+    (load8 value address)
+    (add value value one)
+    (store8 address value)
+    (clear back 0 0 0)
+    (pixel back x value 255 255 255)
+    (swap)
+    (halt))`;
+  const program = compilePieceLisp(source, { resolution: 32 });
+  const first = runPieceVm(program);
+  const second = runPieceVm(program, { state: first.state });
+  assert.equal(first.fault, null);
+  assert.equal(second.fault, null);
+  assert.equal(second.state.data[0], 2);
+  assert.notEqual(first.frontHash, second.frontHash);
+  const proof = verifyPieceProgram(program);
+  assert.equal(proof.valid, true);
+  assert.notEqual(proof.frontHashes[0], proof.frontHashes[1]);
+});
+
+test("PieceVM function signatures pass scalar arguments and restore caller registers", () => {
+  const source = `(piece
+    (jump main)
+    (function dot (px py)
+      (pixel back px py 255 40 20)
+      (constant px 20)
+      (return))
+    (label main)
+    (constant x 5)
+    (constant y 6)
+    (constant one 1)
+    (clear back 0 0 0)
+    (call dot x y)
+    (add x x one)
+    (pixel back x y 20 255 80)
+    (swap)
+    (halt))`;
+  const program = compilePieceLisp(source, { resolution: 32 });
+  assert.deepEqual(program.functions.dot.parameters, ["px", "py"]);
+  assert.equal(program.functions.dot.registers.length, 2);
+  assert.match(program.source, /\(function dot \(px py\)/);
+  const result = runPieceVm(program);
+  assert.equal(result.fault, null);
+  const front = result.state.buffers[result.state.front];
+  assert.deepEqual([...front.slice((6 * 32 + 5) * 3, (6 * 32 + 5) * 3 + 3)], [255, 40, 20]);
+  assert.deepEqual([...front.slice((6 * 32 + 6) * 3, (6 * 32 + 6) * 3 + 3)], [20, 255, 80]);
+  assert.equal(result.state.registers[program.registers.x], 6 * PIECE_VM.fixedOne);
+  assert.equal(verifyPieceProgram(program).valid, true);
+});
+
+test("PieceVM named data regions enforce their own runtime bounds", () => {
+  const source = `(piece
+    (data trail 4)
+    (data counters 2)
+    (constant index 0)
+    (constant one 1)
+    (constant x 4)
+    (read8 value trail index)
+    (add value value one)
+    (write8 trail index value)
+    (clear back 0 0 0)
+    (pixel back x value 220 240 255)
+    (swap)
+    (halt))`;
+  const program = compilePieceLisp(source, { resolution: 32 });
+  assert.deepEqual(program.data, { trail: { offset: 0, length: 4 }, counters: { offset: 4, length: 2 } });
+  const first = runPieceVm(program), second = runPieceVm(program, { state: first.state });
+  assert.equal(first.fault, null);
+  assert.equal(second.fault, null);
+  assert.equal(second.state.data[0], 2);
+  assert.notEqual(first.frontHash, second.frontHash);
+  const escaped = compilePieceLisp(source.replace("(constant index 0)", "(constant index 4)"), { resolution: 32 });
+  assert.match(runPieceVm(escaped).fault, /read8 index exceeds data region/);
+});
+
+test("PieceVM sensing is read-only, normalized, bounded, and frame-deterministic", () => {
+  const source = `(piece
+    (sense8 beat beat)
+    (constant y 8)
+    (constant scale 31)
+    (mul x beat scale)
+    (clear back 0 0 0)
+    (pixel back x y 255 255 255)
+    (swap)
+    (halt))`;
+  const program = compilePieceLisp(source, { resolution: 32 });
+  const left = runPieceVm(program, { senses: Uint8Array.of(255, 0, 0, 0, 0, 0, 0, 0) });
+  const right = runPieceVm(program, { senses: Uint8Array.of(0, 0, 0, 0, 0, 0, 0, 0) });
+  assert.equal(left.fault, null);
+  assert.notEqual(left.frontHash, right.frontHash);
+  assert.equal(left.state.registers[program.registers.beat], PIECE_VM.fixedOne);
+  assert.deepEqual([...defaultPieceSenses(0)], [0, 0, 255, 128, 192, 96, 160, 17]);
+  assert.deepEqual([...defaultPieceSenses(1)], [7, 0, 255, 128, 192, 96, 160, 46]);
+  assert.throws(() => runPieceVm(program, { senses: [0] }), /exactly eight/);
+  assert.throws(() => compilePieceLisp("(piece (sense8 x internet) (swap) (halt))"), /invalid PieceVM instruction/);
+  assert.equal(verifyPieceProgram(program).valid, true);
+});
+
+test("PieceVM compiler rejects unproven control and publication shapes", () => {
+  assert.throws(() => compilePieceLisp("(piece (jump nowhere) (swap) (halt))"), /unknown PieceVM label/);
+  assert.throws(() => compilePieceLisp("(piece (clear back 0 0 0) (halt))"), /exactly one swap/);
+  assert.throws(() => compilePieceLisp("(piece (swap) (swap) (halt))"), /exactly one swap/);
+  assert.throws(() => compilePieceLisp("(piece (line3 back missing missing 1 2 3) (swap) (halt))"), /unknown PieceVM vector/);
+  assert.throws(() => compilePieceLisp("(piece (function f (x) (return)) (call f) (swap) (halt))"), /expects 1 arguments/);
+  assert.throws(() => compilePieceLisp("(piece (data tiny 1) (constant i 1) (constant v 2) (write8 missing i v) (swap) (halt))"), /invalid PieceVM instruction/);
+});
diff --git a/experiments/intelligent-terrarium/test/pixel-groove.test.mjs b/experiments/intelligent-terrarium/test/pixel-groove.test.mjs
new file mode 100644
index 0000000000..6e34ff7cfd
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/pixel-groove.test.mjs
@@ -0,0 +1,62 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import {
+  GROOVE_LAYOUT, grooveCoordinates, inspectPixelGroove, printPixelGroove,
+  startPixelGroove, stepPixelGroove,
+} from "../src/pixel-groove.mjs";
+
+const instruction = Buffer.alloc(24, 0);
+instruction[0] = 3;
+
+test("PixelGroove maps every RGB margin pixel exactly once", () => {
+  const coordinates = grooveCoordinates();
+  assert.equal(coordinates.length, GROOVE_LAYOUT.pixels);
+  assert.equal(new Set(coordinates.map(([x, y]) => `${x}:${y}`)).size, GROOVE_LAYOUT.pixels);
+  assert.ok(coordinates.every(([x, y]) => x < 16 || y < 16 || x >= 144 || y >= 144));
+});
+
+test("PixelGroove advances mutable needle state without weakening protected tracks", () => {
+  const sequence = Buffer.concat([instruction, instruction]);
+  const groove = startPixelGroove({ id: "groove-test", source: "(raster (shift 1 0))", bytecode: sequence });
+  const initial = inspectPixelGroove(groove);
+  assert.equal(initial.valid, true);
+  assert.equal(initial.pc, 0);
+  assert.ok(initial.density.tracks.source.occupiedBytes > 0);
+  assert.equal(initial.density.tracks.fringe.occupiedPixels, 0);
+  const stepped = stepPixelGroove(groove);
+  assert.equal(stepped.record.valid, true);
+  assert.equal(stepped.record.pc, 1);
+  assert.deepEqual(Buffer.from(stepped.instruction), instruction);
+
+  const tampered = groove.slice();
+  tampered[GROOVE_LAYOUT.tracks.source.base * 3] ^= 1;
+  const record = inspectPixelGroove(tampered);
+  assert.equal(record.valid, false);
+  assert.ok(record.errors.includes("protected hash mismatch"));
+});
+
+test("PixelGroove prints a pixel-perfect 160x160 PPM substrate", () => {
+  const groove = startPixelGroove({ id: "groove-print", source: "(raster (shift 1 0))", bytecode: instruction });
+  const field = new Uint8Array(128 * 128 * 3).fill(37);
+  const ppm = printPixelGroove(groove, { field });
+  const header = Buffer.from("P6\n160 160\n255\n");
+  assert.deepEqual(ppm.subarray(0, header.length), header);
+  assert.equal(ppm.length, header.length + 160 * 160 * 3);
+});
+
+test("PixelGroove protects hardware class and entropy authority in its header", () => {
+  const groove = startPixelGroove({
+    id: "groove-clock", source: "(raster (shift 1 0))", bytecode: instruction,
+    profile: "double", authorityUtcMs: 1_784_914_267_123,
+    entropySource: "ac-utc+memory", entropySeed: 0xdecafbad,
+  });
+  const record = inspectPixelGroove(groove);
+  assert.equal(record.valid, true);
+  assert.equal(record.hardware.name, "double");
+  assert.equal(record.hardware.resolution, 256);
+  assert.equal(record.authorityUtcMs, 1_784_914_267_123);
+  assert.equal(record.entropySource, "ac-utc+memory");
+  assert.equal(record.entropySeed, 0xdecafbad);
+  const field = new Uint8Array(256 * 256 * 3).fill(61);
+  assert.match(printPixelGroove(groove, { field }).subarray(0, 16).toString(), /^P6\n160 160\n255\n/);
+});
diff --git a/experiments/intelligent-terrarium/test/sort-soup.test.mjs b/experiments/intelligent-terrarium/test/sort-soup.test.mjs
new file mode 100644
index 0000000000..1e7db44412
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/sort-soup.test.mjs
@@ -0,0 +1,223 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { compileRasterLisp, compileSortLisp, evaluateRasterProgram, evaluateSortProgram, NoveltyArchive, RASTER, readLisp } from "../src/sort-soup.mjs";
+import { inspectPixelGroove } from "../src/pixel-groove.mjs";
+
+test("minimal Lisp reader and compiler accept only the sorting score", () => {
+  assert.deepEqual(readLisp("(hybrid 8 insertion merge)"), ["hybrid", 8, "insertion", "merge"]);
+  assert.equal(compileSortLisp("(sort heap)").algorithm, "heap");
+  assert.throws(() => compileSortLisp("(shell rm everything)"), /program must be/);
+  assert.throws(() => readLisp("(sort quick"), /unclosed/);
+});
+
+test("raster Lisp writes deterministic fixed memory and reports its real effects", () => {
+  const source = "(raster (shift 1 0) (mix 0 1 96) (edges) (solarize 80))";
+  assert.equal(compileRasterLisp(source).operations.length, 4);
+  const first = evaluateRasterProgram(source);
+  const second = evaluateRasterProgram(source);
+  assert.deepEqual(first, second);
+  assert.equal(first.domain, "raster");
+  assert.equal(first.sample.rgb.length, 128 * 128 * 3 * 2);
+  assert.equal(first.sample.bytecode.length, 4 * 24 * 2);
+  assert.equal(first.metrics.allocationBytes, RASTER.bytes * 2 + RASTER.pixels * 6 + RASTER.permaBytes);
+  assert.equal(first.sample.groove.length, RASTER.permaBytes * 2);
+  assert.equal(first.sample.grooveBytes, RASTER.permaBytes);
+  assert.ok(first.metrics.reads > 0 && first.metrics.writes > 0);
+  assert.equal(first.metrics.energy.length, 4);
+  assert.ok(first.metrics.energy.every((stage) => stage.actual >= 0 && stage.potential > 0));
+  assert.ok(first.descriptor.every((value) => value >= 0 && value <= 1));
+  assert.throws(() => compileRasterLisp("(raster (network internet))"), /invalid bounded raster/);
+});
+
+test("geometric and flood forms are bounded Lisps with measured energy", () => {
+  for (const source of [
+    "(raster (line 0 0 127 127 255 0 90))",
+    "(raster (triangle 4 120 64 4 124 120 20 240 160))",
+    "(raster (flood 64 64 48 255 255 0))",
+    "(raster (and 240 192 128) (or 3 12 48))",
+  ]) {
+    const candidate = evaluateRasterProgram(source);
+    assert.equal(candidate.sample.width, 128);
+    assert.ok(["alive", "dormant", "collapsed"].includes(candidate.aliveness));
+  }
+  assert.throws(() => compileRasterLisp("(raster (line 0 0 128 2 0 0 0))"), /invalid bounded raster/);
+});
+
+test("mixed hardware profiles execute in distinct fixed memory spaces", () => {
+  const expected = { quarter: 32, half: 64, standard: 128, double: 256 };
+  for (const [profile, resolution] of Object.entries(expected)) {
+    const candidate = evaluateRasterProgram("(raster (line 0 0 127 127 255 0 90) (mix 1 0 96))", { profile });
+    const record = inspectPixelGroove(candidate.sample.groove);
+    assert.equal(candidate.sample.width, resolution);
+    assert.equal(candidate.sample.height, resolution);
+    assert.equal(candidate.sample.rgb.length, resolution * resolution * 3 * 2);
+    assert.equal(candidate.hardware.fieldBytes, resolution * resolution * 3);
+    assert.equal(candidate.hardware.readerHz, 240);
+    assert.equal(record.hardware.name, profile);
+    assert.equal(record.hardware.fieldBytes, resolution * resolution * 3);
+  }
+});
+
+test("boxed computation verifies nested permeable worlds in fixed memory", () => {
+  const candidate = evaluateRasterProgram("(raster (box 8 8 112 112 32 0) (box 32 32 64 64 96 3))");
+  assert.equal(candidate.metrics.boxes, 2);
+  assert.ok(candidate.tags.includes("boxed-computation"));
+  assert.ok(candidate.tags.includes("nested-worlds"));
+  assert.equal(Buffer.from(candidate.sample.bytecode, "hex")[0], 16);
+  assert.equal(candidate.sample.width, 128);
+  assert.equal(candidate.sample.height, 128);
+});
+
+test("sprite copy and paste are verified margin instructions with visible consequences", () => {
+  const candidate = evaluateRasterProgram("(raster (copy 8 12 16 20 2) (shift 3 1) (paste 2 80 72 xor))");
+  const bytecode = Buffer.from(candidate.sample.bytecode, "hex");
+  assert.equal(bytecode[0], 17);
+  assert.equal(bytecode[24], 3);
+  assert.equal(bytecode[48], 18);
+  assert.equal(candidate.metrics.energy[0].op, "copy");
+  assert.equal(candidate.metrics.energy[0].abstract, true);
+  assert.ok(candidate.metrics.energy[2].actual > 0);
+  assert.ok(candidate.tags.includes("sprite-memory"));
+  assert.equal(candidate.metrics.allocationBytes, RASTER.bytes * 2 + RASTER.pixels * 6 + RASTER.permaBytes);
+  assert.throws(() => compileRasterLisp("(raster (copy 0 0 33 8 0))"), /invalid bounded raster/);
+});
+
+test("cellular field rules are bounded bytecode and create measured spatial behavior", () => {
+  const candidate = evaluateRasterProgram("(raster (cellular 8 12) (mix 1 0 72))", { profile: "quarter" });
+  assert.equal(compileRasterLisp(candidate.source).operations[0].name, "cellular");
+  assert.equal(Buffer.from(candidate.sample.bytecode, "hex")[0], 19);
+  assert.equal(candidate.metrics.cellularOps, 1);
+  assert.ok(candidate.sample.energy.some((stage) => stage.op === "cellular" && stage.actual > 0));
+  assert.ok(candidate.tags.includes("cellular-field"));
+  assert.throws(() => compileRasterLisp("(raster (cellular 512 12))"), /invalid bounded raster/);
+});
+
+test("structured review hints become verifier-gated capability lineage", () => {
+  const archive = new NoveltyArchive({ seed: "review-inheritance" });
+  archive.seedClassics();
+  const parent = [...archive.cells.values()].find((candidate) => candidate.domain === "raster");
+  assert.ok(parent);
+  assert.equal(archive.recordVisualReview(parent.id, {
+    capability: "none", mutationHints: ["add-cellular"], recommendation: "watch",
+  }), true);
+  let proposal;
+  for (let attempt = 0; attempt < 24 && !proposal?.options.reviewParent; attempt += 1)
+    proposal = archive.proposeMutation(parent.id);
+  assert.equal(proposal.options.reviewParent, parent.id);
+  assert.match(proposal.source, /\(cellular /);
+  const child = archive.submit(proposal.source, proposal.options);
+  assert.equal(child.status === "rejected", false);
+  assert.equal(child.capabilityLineage.reviewParent, parent.id);
+  assert.equal(child.capabilityLineage.capability, "cellular");
+  assert.equal(child.capabilityLineage.verifier, "bounded-js");
+});
+
+test("review advice survives specimen churn as a bounded bake recipe", () => {
+  const archive = new NoveltyArchive({ seed: "orphan-review-advice" });
+  archive.seedClassics();
+  assert.equal(archive.recordVisualReview("evicted-specimen", {
+    trigger: "health-variability", criticism: "The temporal field needs a stable counter-current.",
+    capability: "feedback", mutationHints: ["add-feedback"], recommendation: "watch",
+  }), false);
+  let proposal;
+  for (let attempt = 0; attempt < 100 && proposal?.options.reviewParent !== "evicted-specimen"; attempt += 1)
+    proposal = archive.proposeMutation();
+  assert.equal(proposal.options.reviewParent, "evicted-specimen");
+  assert.match(proposal.source, /^\(raster \(mix /);
+  const child = archive.submit(proposal.source, proposal.options);
+  assert.equal(child.status === "rejected", false);
+  assert.equal(child.capabilityLineage.criticism, "The temporal field needs a stable counter-current.");
+  const restored = NoveltyArchive.fromJSON(archive.toJSON());
+  assert.equal(restored.snapshot().capabilityBakes.advice, 1);
+});
+
+test("new margin foundations are injected once into restored farms", () => {
+  const archive = new NoveltyArchive({ seed: "foundation-migration" });
+  archive.submit("(raster (shift 1 0))");
+  assert.equal(archive.seedFoundations().length, 1);
+  assert.equal(archive.seedFoundations().length, 0);
+  assert.ok([...archive.cells.values(), ...archive.recent].some((candidate) => candidate.tags?.includes("sprite-memory")));
+});
+
+test("every founding sorting program verifies and leaves an actual execution trace", () => {
+  for (const algorithm of ["bubble", "insertion", "selection", "merge", "quick", "heap"]) {
+    const candidate = evaluateSortProgram(`(sort ${algorithm})`, { origin: "classic" });
+    assert.equal(candidate.status, "verified");
+    assert.equal(candidate.type, "Vector<Int,n> -> SortedPermutation<Int,n>");
+    assert.ok(candidate.sample.trace.length > 0);
+    assert.deepEqual(candidate.sample.output, [...candidate.sample.output].sort((a, b) => a - b));
+    assert.equal(candidate.descriptor.length, 5);
+  }
+});
+
+test("novelty archive is deterministic, bounded, and distinguishes rejected syntax", () => {
+  const first = new NoveltyArchive({ seed: "same-soup", maxRecent: 12 });
+  const second = new NoveltyArchive({ seed: "same-soup", maxRecent: 12 });
+  first.seedClassics(); second.seedClassics();
+  for (let i = 0; i < 40; i += 1) { first.mutate(); second.mutate(); }
+  assert.deepEqual(first.snapshot(), second.snapshot());
+  assert.deepEqual(NoveltyArchive.fromJSON(first.toJSON()).snapshot(), first.snapshot());
+  for (const candidate of first.recent.filter((item) => item.domain === "raster" && item.source?.includes("(paste "))) {
+    const initialized = new Set();
+    for (const operation of compileRasterLisp(candidate.source).operations) {
+      if (operation.name === "copy") initialized.add(operation.args[4]);
+      if (operation.name === "paste") assert.ok(initialized.has(operation.args[0]), `paste reads initialized sprite slot in ${candidate.source}`);
+    }
+  }
+  assert.ok(first.snapshot().programs.length <= first.snapshot().capacity + 12);
+  const rejected = first.submit("(network unrestricted)", { origin: "llm" });
+  assert.equal(rejected.status, "rejected");
+  assert.match(rejected.error, /program must be/);
+  assert.ok(first.snapshot().domains.raster.coverage > 0);
+  assert.equal(first.snapshot().memory.workingBytes, first.snapshot().active.hardware.workingBytes);
+  assert.deepEqual(new Set(first.snapshot().programs.map((program) => program.hardware?.name).filter(Boolean)),
+    new Set(["quarter", "half", "standard", "double"]));
+});
+
+test("mutation proposals remain deterministic before ordered worker admission", () => {
+  const first = new NoveltyArchive({ seed: "worker-batch" });
+  const second = new NoveltyArchive({ seed: "worker-batch" });
+  first.seedClassics(); second.seedClassics();
+  const a = Array.from({ length: 4 }, () => first.proposeMutation());
+  const b = Array.from({ length: 4 }, () => second.proposeMutation());
+  assert.deepEqual(a, b);
+  for (let index = 0; index < a.length; index += 1) {
+    first.submitEvaluation({ ...a[index], candidate: evaluateRasterProgram(a[index].source, a[index].options) });
+    second.submitEvaluation({ ...b[index], candidate: evaluateRasterProgram(b[index].source, b[index].options) });
+  }
+  assert.deepEqual(first.toJSON(), second.toJSON());
+});
+
+test("legacy resident sets upconvert in place of identity into mixed groove hardware", () => {
+  const archive = new NoveltyArchive({ seed: "legacy-mixed" });
+  for (const source of ["(raster (shift 1 0))", "(raster (mix 1 0 96))", "(raster (edges))", "(raster (solarize 128))"])
+    archive.submit(source, { origin: "legacy" });
+  const legacy = archive.toJSON();
+  legacy.cells = legacy.recent.map((candidate, index) => [`legacy:${index}`, structuredClone(candidate)]);
+  for (const [, candidate] of legacy.cells) { delete candidate.hardware; delete candidate.groove; }
+  for (const candidate of legacy.recent) { delete candidate.hardware; delete candidate.groove; }
+  const ids = new Set(legacy.cells.map(([, candidate]) => candidate.id));
+  const restored = NoveltyArchive.fromJSON(legacy);
+  assert.deepEqual(new Set([...restored.cells.values()].map((candidate) => candidate.id)), ids);
+  assert.deepEqual(new Set([...restored.cells.values()].map((candidate) => candidate.hardware.name)),
+    new Set(["quarter", "half", "standard", "double"]));
+  assert.ok([...restored.cells.values()].every((candidate) => inspectPixelGroove(candidate.sample.groove).valid));
+});
+
+test("archive retirement removes a resident without confusing red with death", () => {
+  const archive = new NoveltyArchive({ seed: "retirement-test" });
+  const resident = archive.submit("(raster (shift 1 0))");
+  assert.equal(resident.retained, true);
+  assert.equal(archive.retire(resident.id, "statistical-low-performer")?.id, resident.id);
+  assert.equal([...archive.cells.values()].some((candidate) => candidate.id === resident.id), false);
+  assert.equal(resident.status, "retired");
+});
+
+test("forking a yellow resident preserves its parent", () => {
+  const archive = new NoveltyArchive({ seed: "fork-test" });
+  const parent = archive.submit("(raster (mix 1 0 96))");
+  const child = archive.fork(parent.id);
+  assert.ok(child);
+  assert.equal(child.parent, parent.id);
+  assert.ok([...archive.cells.values()].some((candidate) => candidate.id === parent.id));
+});
diff --git a/experiments/intelligent-terrarium/test/soup-history.test.mjs b/experiments/intelligent-terrarium/test/soup-history.test.mjs
new file mode 100644
index 0000000000..7273738af1
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/soup-history.test.mjs
@@ -0,0 +1,40 @@
+import assert from "node:assert/strict";
+import { mkdtemp } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import { promisify } from "node:util";
+import { execFile } from "node:child_process";
+import test from "node:test";
+import { SoupHistory } from "../src/soup-history.mjs";
+
+const run = promisify(execFile);
+
+test("soup history restores behavior and commits compact local editions", async () => {
+  const root = await mkdtemp(join(tmpdir(), "sort-soup-history-"));
+  const opened = await SoupHistory.open(root, { seed: "history-seed" });
+  assert.deepEqual(opened.history.snapshot(), {
+    head: null, shortHead: null, editions: 0, lastEdition: null,
+  });
+  opened.archive.seedClassics();
+  for (let i = 0; i < 12; i += 1) opened.archive.mutate();
+  const expected = opened.archive.snapshot();
+  const commit = await opened.history.save(opened.archive, { commit: true, reason: "test" });
+  assert.match(commit, /^[a-f0-9]{40}$/);
+  assert.deepEqual(opened.history.snapshot(), {
+    head: commit, shortHead: commit.slice(0, 8), editions: 1,
+    lastEdition: {
+      schema: 1, reason: "test", iteration: expected.iteration,
+      accepted: expected.accepted, rejected: expected.rejected,
+      coverage: expected.coverage, capacity: expected.capacity,
+      selected: expected.selected,
+      pieceVm: null,
+    },
+  });
+  const restored = await SoupHistory.open(root, { seed: "ignored-after-restore" });
+  assert.equal(restored.restored, true);
+  assert.deepEqual(restored.archive.snapshot(), expected);
+  assert.deepEqual(restored.history.snapshot(), opened.history.snapshot());
+  assert.deepEqual(await restored.history.pieceVmLineage(), []);
+  const files = (await run("git", ["-C", root, "show", "--name-only", "--format="])).stdout.trim().split("\n");
+  assert.deepEqual(files, ["archive.json", "edition.json"]);
+});
diff --git a/experiments/intelligent-terrarium/test/soup-server.test.mjs b/experiments/intelligent-terrarium/test/soup-server.test.mjs
new file mode 100644
index 0000000000..2d804d4d46
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/soup-server.test.mjs
@@ -0,0 +1,652 @@
+import assert from "node:assert/strict";
+import { mkdtemp, readFile } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import test from "node:test";
+import { createSortSoupServer, decodeMarginProbe, evaluateProposalWindow, nativeSnapshot, PerformanceOracle,
+  pieceVmEcology, pieceVmEcologyWithProbe, prioritizePieceVmAdaptation, prioritizePieceVmPolicy,
+  proposalEvaluationCost, scheduleProposalEvaluations } from "../src/soup-server.mjs";
+import { GROOVE_LAYOUT } from "../src/pixel-groove.mjs";
+import { NoveltyArchive } from "../src/sort-soup.mjs";
+import { EvaluationPool } from "../src/evaluation-pool.mjs";
+
+test("PieceVM ecology membrane extracts only bounded capabilities from visible residents", () => {
+  assert.deepEqual(pieceVmEcology([
+    { id: "neighbor-a", address: "B2", source: "(raster (triangle 1 2 3) (cellular 40 12) (internet nope))" },
+    { id: "neighbor-b", address: "C2", source: "(raster (copy 0 0 4 4 1) (paste 1 2 3 xor))" },
+  ]), [
+    { id: "neighbor-a", address: "B2", capabilities: ["triangle", "cellular"] },
+    { id: "neighbor-b", address: "C2", capabilities: ["copy", "paste"] },
+  ]);
+  assert.deepEqual(pieceVmEcologyWithProbe([
+    { id: "neighbor-a", address: "B2", source: "(raster (triangle 1 2 3) (cellular 40 12))" },
+  ], { id: "neighbor-a", address: 64, track: "sequence", capability: "cellular", requestedBy: "loopboy", at: 9 }), [{
+    id: "neighbor-a", address: "B2", capabilities: ["cellular"], priority: true,
+    probe: { address: 64, track: "sequence", requestedBy: "loopboy", at: 9 },
+  }]);
+});
+
+test("the UCB-selected PieceVM arm receives the scarce native-verification position", () => {
+  const candidates = [
+    { id: "capability-ranked", selectionEvidence: { policy: "phenotype-lead" } },
+    { id: "adaptive-a", selectionEvidence: { policy: "branch-diversity" } },
+    { id: "control", selectionEvidence: { policy: "champion-control" } },
+    { id: "adaptive-b", selectionEvidence: { policy: "branch-diversity" } },
+  ];
+  assert.deepEqual(prioritizePieceVmPolicy(candidates, "branch-diversity").map((value) => value.id),
+    ["adaptive-a", "adaptive-b", "capability-ranked", "control"]);
+});
+
+test("paired parent-policy and operator bonuses receive joint verification priority", () => {
+  const candidates = [
+    { id: "operator-only", operatorFamily: "machinery", selectionEvidence: { policy: "phenotype-lead" } },
+    { id: "policy-only", operatorFamily: "variation", selectionEvidence: { policy: "branch-diversity" } },
+    { id: "paired", operatorFamily: "machinery", selectionEvidence: { policy: "branch-diversity" } },
+    { id: "baseline", operatorFamily: "variation", selectionEvidence: { policy: "champion-control" } },
+  ];
+  assert.equal(prioritizePieceVmAdaptation(candidates, "branch-diversity", "machinery")[0].id, "paired");
+});
+
+test("every fourth PieceVM evolution reserves one chained proposal from the broadest developmental parent", async (context) => {
+  const verifier = async (candidate) => ({ valid: true, engine: "test-native",
+    bytecodeHash: candidate.program.bytecodeHash, frameHashes: candidate.frameHashes.slice(0, 2), checkedFrames: 2 });
+  const app = await createSortSoupServer({ cycleMs: 0, pieceVmCycleMs: 0, pieceVmBatch: 4,
+    pieceVmNativeVerifier: verifier });
+  context.after(() => app.stop());
+  for (let evolution = 0; evolution < 4; evolution += 1) await app.evolvePieceVm();
+  const last = app.snapshot().runtime.pieceVm.lastEvolution;
+  assert.equal(last.curriculumLead, true);
+  assert.deepEqual(last.policySchedule.slice(0, 3),
+    ["phenotype-lead", "champion-control", "branch-diversity"]);
+  assert.deepEqual(last.operatorSchedule.slice(0, 3), ["variation", "machinery", "exchange"]);
+  assert.equal(last.policySchedule.at(-1), "curriculum-chain");
+  assert.match(last.curriculumParentId, /^[0-9a-f]{12}$/);
+  const targetMutation = { "named-memory": "data-layout", "temporal-memory": "memory-oscillator",
+    abstraction: "argument-function-graft", sensing: "sense-graft", ecology: "environment-graft" };
+  assert.equal(last.mutationPreferenceSchedule.at(-1)[0], targetMutation[last.curriculumTarget]);
+});
+
+test("performance oracle rescues red once, then culls sustained red", () => {
+  let clock = 0;
+  const oracle = new PerformanceOracle({ now: () => clock, windowMs: 60_000, random: () => 0 });
+  const rows = Array.from({ length: 12 }, (_, slot) => ({
+    id: `resident-${slot}`, address: `${String.fromCharCode(65 + slot % 4)}${1 + Math.floor(slot / 4)}`,
+    hp: slot === 0 ? 4 : 78, ageMs: 61_000,
+  }));
+  assert.equal(oracle.ingest(rows).action, null);
+  clock = 30_001;
+  const action = oracle.ingest(rows).action;
+  assert.equal(action.type, "prod");
+  assert.equal(action.id, "resident-0");
+  assert.equal(action.strategy, "copy");
+  assert.equal(action.donorId, "resident-1");
+  clock = 90_002;
+  assert.equal(oracle.ingest(rows).action.type, "cull");
+});
+
+test("performance oracle keeps and forks sustained yellow when rendering has headroom", () => {
+  let clock = 0;
+  const oracle = new PerformanceOracle({ now: () => clock, windowMs: 60_000, random: () => .9 });
+  const rows = Array.from({ length: 12 }, (_, slot) => ({
+    id: `yellow-${slot}`, address: `${String.fromCharCode(65 + slot % 4)}${1 + Math.floor(slot / 4)}`,
+    hp: slot === 0 ? 52 : 82, ageMs: 61_000,
+  }));
+  assert.equal(oracle.ingest(rows, new Map(), 143.6).action, null);
+  clock = 60_001;
+  const action = oracle.ingest(rows, new Map(), 143.6).action;
+  assert.equal(action.type, "fork");
+  assert.equal(action.id, "yellow-0");
+});
+
+test("terminal residents die quickly only after repeated native reprobes", () => {
+  let clock = 0;
+  const oracle = new PerformanceOracle({ now: () => clock, windowMs: 60_000, terminalWindowMs: 5_000 });
+  const rows = Array.from({ length: 12 }, (_, slot) => ({
+    id: `terminal-${slot}`, address: `${String.fromCharCode(65 + slot % 4)}${1 + Math.floor(slot / 4)}`,
+    hp: slot === 0 ? 3 : 78, ageMs: 15_000,
+    life: slot === 0 ? 2 : 0, failedReprobes: slot === 0 ? 3 : 0,
+  }));
+  assert.equal(oracle.ingest(rows).action, null);
+  clock = 5_001;
+  const action = oracle.ingest(rows).action;
+  assert.equal(action.type, "cull");
+  assert.equal(action.id, "terminal-0");
+  assert.equal(action.reason, "terminal-after-failed-reprobes");
+});
+
+test("performance oracle exposes sustained high-health and variability review signals", () => {
+  let clock = 0;
+  const oracle = new PerformanceOracle({ now: () => clock, windowMs: 120_000 });
+  let result;
+  for (let sample = 0; sample < 20; sample += 1) {
+    const rows = Array.from({ length: 12 }, (_, slot) => ({
+      id: `review-${slot}`, hp: slot === 0 ? (sample % 2 ? 94 : 54) : 90,
+      ageMs: 20_000, failedReprobes: 0,
+    }));
+    result = oracle.ingest(rows);
+    clock += 1_000;
+  }
+  const variable = result.metrics.find((metric) => metric.id === "review-0");
+  const healthy = result.metrics.find((metric) => metric.id === "review-1");
+  assert.equal(variable.samples, 20);
+  assert.ok(variable.healthRange >= 40);
+  assert.ok(variable.healthStdDev >= 20);
+  assert.equal(healthy.healthMean, 90);
+  assert.equal(healthy.healthyRatio, 1);
+});
+
+test("sort-soup serves distinct board and tiled population surfaces", async (context) => {
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0 });
+  context.after(() => app.stop());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const [board, soup, soupJs] = await Promise.all([
+    fetch(`${base}/board`).then((response) => response.text()),
+    fetch(`${base}/soup`).then((response) => response.text()),
+    fetch(`${base}/soup.mjs`).then((response) => response.text()),
+  ]);
+  assert.match(board, /PIECEFARM MISSION/);
+  assert.match(board, /SEARCH PROGRAM-OUTPUT SPACE WITHOUT SURRENDERING VERIFICATION/);
+  assert.match(board, /Live search measurements/);
+  assert.match(soup, /Tiled live visualization of programs/);
+  assert.match(soupJs, /columns: 4, rows: 3/);
+  assert.match(soupJs, /fetch\(`\/api\/groove\/\$\{encodeURIComponent\(program.id\)\}`\)/);
+  assert.match(soupJs, /groovePixels\[pixel\]/);
+  assert.match(soupJs, /needlePixel/);
+  assert.match(soupJs, /GROOVE_TRACKS/);
+  assert.match(soupJs, /\["lifecycle", "LIFECYCLE", "#38d9e6"\]/);
+  assert.match(soupJs, /density\[key\]\?\.pixelFill/);
+  assert.match(soupJs, /healthGradient\.addColorStop\(\.34, "#ff7a1a"\)/);
+  assert.ok(app.snapshot().programs.every((program) => ["resident", "dissolving", "rejected"].includes(program.status)));
+  assert.equal(app.snapshot().checkpoint.nextIteration, 2048);
+  assert.ok(app.snapshot().checkpoint.iterationsRemaining > 0);
+});
+
+test("sort-soup exposes a bounded native display membrane", async (context) => {
+  const app = await createSortSoupServer({ cycleMs: 0 });
+  context.after(() => app.stop());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const response = await fetch(`${base}/api/native`);
+  const text = await response.text();
+  assert.equal(response.headers.get("content-type"), "text/plain; charset=utf-8");
+  assert.match(text, /^S\t\d+\t\d+\t\d+\t\d+\t24672\t/m);
+  const summary = text.split("\n").find((line) => line.startsWith("S\t")).split("\t");
+  assert.equal(summary.length, 102);
+  assert.deepEqual(summary.slice(19, 23).map(Number), [0, 0, 0, 0]);
+  assert.deepEqual([Number(summary[23]), summary[24], Number(summary[25])], [0, "", 0]);
+  assert.deepEqual([
+    Number(summary[26]), summary[27], Number(summary[28]), Number(summary[29]), Number(summary[30]),
+  ], [0, "foundation", 1, 0, 1]);
+  assert.match(summary[31], /^[0-9a-f]{12}$/);
+  assert.deepEqual(summary.slice(32, 36).map(Number), [27, 3, 2, 0]);
+  assert.ok(Number(summary[36]) > 0);
+  assert.deepEqual(summary.slice(37, 40).map(Number), [0, 0, 0]);
+  assert.equal(Number(summary[40]), 0);
+  assert.deepEqual(summary.slice(41, 45).map(Number), [0, 0, 0, 0]);
+  assert.deepEqual(summary.slice(45, 47), ["", ""]);
+  assert.deepEqual(summary.slice(47, 52), ["", "-1", "", "", ""]);
+  assert.deepEqual(summary.slice(52, 59), ["", "", "0", "", "0", "0", "0"]);
+  assert.deepEqual(summary.slice(59, 64), ["0", "0", "0", "", "0"]);
+  assert.match(summary[64], /^[0-9a-f]{12}$/);
+  assert.deepEqual(summary.slice(65, 71), ["0", "0", "0.0000", "0.0000", "0", ""]);
+  assert.deepEqual(summary.slice(71, 84), ["phenotype-lead",
+    "0", "0.0000", "0.0000", "0.0000",
+    "0", "0.0000", "0.0000", "0.0000",
+    "0", "0.0000", "0.0000", "0.0000"]);
+  assert.deepEqual(summary.slice(84, 94), ["variation",
+    "0", "0.0000", "0.0000", "0", "0.0000", "0.0000",
+    "0", "0.0000", "0.0000"]);
+  assert.equal(summary[94], "color");
+  assert.deepEqual(summary.slice(95, 102), ["0", "0", "0", "0", "0", "0", "00000"]);
+  const ecologyState = app.snapshot();
+  ecologyState.runtime.pieceVm.lastEnvironmentGraft = {
+    id: "eco-child", environmentCapability: "cellular", environmentDonor: "neighbor123456",
+  };
+  const ecologySummary = nativeSnapshot(ecologyState).split("\n")[0].split("\t");
+  assert.deepEqual(ecologySummary.slice(45, 47), ["cellular", "neighbor123456"]);
+  assert.match(text, /^P\t[^\t]+\t(?:classic|grammar)\t/m);
+  assert.ok(Buffer.byteLength(text) < 2 * 1024 * 1024);
+  assert.doesNotMatch(text, /\[\s*\[\s*"[csw]"/);
+  assert.match(text, /^P\t.*\traster\t[0-9a-f]{98304}\t128\t128\t[0-9a-f]+\t(?:[A-D][1-3])?\t[0-9a-f]{55296}\t(?:[0-9a-f]{1232})?\t(?:0|64)\t[01]\t(?:[0-9a-f]{12})?\t(?:canary)?$/m);
+  const nativeRows = text.split("\n").filter((line) => line.startsWith("P\t")).map((line) => line.split("\t"));
+  assert.ok(nativeRows.every((row) => row.length === 24));
+  const canaryRows = nativeRows.filter((row) => row[19]);
+  assert.equal(canaryRows.length, 1);
+  assert.equal(canaryRows[0][19].length, 1232);
+  assert.equal(Number(canaryRows[0][20]), 64);
+  assert.ok(canaryRows[0][17] === "" || canaryRows[0][17] === "A1");
+  const pieceVmResponse = await fetch(`${base}/api/piecevm`);
+  const pieceVmText = await pieceVmResponse.text();
+  const pieceVmState = JSON.parse(pieceVmText);
+  assert.equal(pieceVmResponse.status, 200);
+  assert.ok(Buffer.byteLength(pieceVmText) < 256 * 1024);
+  assert.match(pieceVmState.pieceVm.selection.parentId, /^[0-9a-f]{12}$/);
+  assert.deepEqual(pieceVmState.pieceVm.phenotypes, []);
+  assert.deepEqual(app.snapshot().runtime.visualCuration.persisted, {
+    specimens: 0, observations: 0, reviews: 0,
+    recommendations: { retain: 0, watch: 0, reject: 0 },
+  });
+});
+
+test("PieceVM nursery admits native-matched typed descendants into the A1 membrane", async (context) => {
+  const app = await createSortSoupServer({ cycleMs: 0, pieceVmCycleMs: 0, pieceVmBatch: 8,
+    pieceVmNativeVerifier: async (candidate) => ({ valid: true, engine: "test-native",
+      bytecodeHash: candidate.program.bytecodeHash, frameHashes: candidate.frameHashes.slice(0, 2), checkedFrames: 2 }) });
+  context.after(() => app.stop());
+  const founding = app.pieceVmNursery.championId;
+  const admitted = await app.evolvePieceVm();
+  assert.ok(admitted);
+  assert.notEqual(admitted.id, founding);
+  assert.ok(["clone-child", "prune-child", "duplicate-draw", "delete-draw", "insert-rotation", "rotate-axis", "vector-component", "branch-depth", "color", "function-graft", "argument-function-graft", "data-layout", "environment-graft", "memory-oscillator", "sense-graft", "lineage-crossover"].includes(admitted.mutation));
+  const state = app.snapshot();
+  assert.equal(state.runtime.pieceVm.champion.id, admitted.id);
+  assert.equal(state.runtime.pieceVm.champion.native.engine, "test-native");
+  assert.deepEqual(Object.fromEntries(Object.entries(admitted.native.profiles)
+    .map(([name, evidence]) => [name, [evidence.valid, evidence.resolution]])), {
+    half: [true, 64], standard: [true, 128], double: [true, 256],
+  });
+  const displayPrograms = state.programs.filter((program) => program.domain === "raster").slice(-12)
+    .map((program, index) => ({ ...program, address: ["A1", "B1", "C1"][index] || program.address }));
+  const profileRows = nativeSnapshot({ ...state, displayPrograms }, admitted).split("\n")
+    .filter((line) => line.startsWith("P\t")).map((line) => line.split("\t"));
+  assert.deepEqual(profileRows.slice(0, 3).map((row) => [row[19] === admitted.bytecode, Number(row[20])]),
+    [[true, 64], [true, 128], [true, 256]]);
+  const response = await fetch(`http://127.0.0.1:${app.address.port}/api/native`);
+  const row = (await response.text()).split("\n").find((line) => line.startsWith("P\t")).split("\t");
+  assert.equal(row[19], admitted.bytecode);
+});
+
+test("sustained native PieceVM phenotype becomes bounded nursery selection evidence", async (context) => {
+  const root = await mkdtemp(join(tmpdir(), "piecevm-phenotype-"));
+  let clock = 0;
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0, pieceVmCycleMs: 0,
+    ledgerPath: join(root, "specimens.sqlite"), now: () => clock,
+    pieceVmNativeVerifier: async (candidate) => ({ valid: true, engine: "test-native",
+      bytecodeHash: candidate.program.bytecodeHash, frameHashes: candidate.frameHashes.slice(0, 2), checkedFrames: 2 }) });
+  context.after(() => app.stop());
+  assert.ok(await app.evolvePieceVm());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const state = app.snapshot();
+  const lead = state.runtime.pieceVm.embodiment.find((value) => value.address === "A1");
+  const raster = state.displayPrograms.find((value) => value.address === "A1");
+  assert.ok(lead && raster);
+  for (let sample = 0; sample < 12; sample += 1) {
+    const response = await fetch(`${base}/api/health`, { method: "POST",
+      headers: { "content-type": "application/json" }, body: JSON.stringify({ displayFps: 142, residents: [{
+        id: raster.id, hp: 92, ageMs: 20_000, life: 0, failedReprobes: 0,
+        resolution: lead.resolution, actual: .06, variance: .12, spatial: .15,
+        noise: .08, coherence: .8, muddiness: .1,
+        pieceVmId: lead.id, pieceVmRole: lead.role,
+        pieceVmProbeCarrier: lead.probeCarrier, sonicVoices: 1,
+      }] }) });
+    assert.equal(response.status, 200);
+    clock += 1_000;
+  }
+  const after = app.snapshot();
+  const phenotype = after.runtime.pieceVm.phenotypes.find((value) => value.id === lead.id);
+  assert.equal(phenotype.reports, 12);
+  assert.equal(phenotype.ready, true);
+  assert.ok(phenotype.selectionBias > 0 && phenotype.selectionBias <= .06);
+  assert.equal(phenotype.sonicVoices, 1);
+  assert.equal(after.runtime.pieceVm.selection.parentId, lead.id);
+  assert.equal(after.runtime.pieceVm.selection.nativeBias, phenotype.selectionBias);
+  const summary = nativeSnapshot(after).split("\n")[0].split("\t");
+  assert.deepEqual(summary.slice(64, 71), [lead.id, "12", "1", phenotype.score.toFixed(4),
+    phenotype.selectionBias.toFixed(4), "1", lead.role]);
+  assert.ok(app.archive.pieceVm.phenotypes.windows.some(([id]) => id === lead.id));
+  let descendant = null;
+  for (let attempt = 0; attempt < 4 && !descendant; attempt += 1) descendant = await app.evolvePieceVm();
+  assert.ok(descendant?.selectionEvidence);
+  const evidence = descendant.selectionEvidence;
+  assert.equal(evidence.parentId, descendant.parent);
+  assert.ok(["phenotype-lead", "champion-control", "branch-diversity", "curriculum-chain"].includes(evidence.policy));
+  assert.equal(evidence.combinedScore, evidence.staticScore + evidence.nativeBias);
+  assert.ok(evidence.nativeBias >= -.06 && evidence.nativeBias <= .06);
+  const parentPhenotype = app.snapshot().runtime.pieceVm.phenotypes
+    .find((value) => value.id === descendant.parent);
+  assert.equal(evidence.phenotypeReports, parentPhenotype?.reports || 0);
+  assert.equal(evidence.nativeBias, parentPhenotype?.selectionBias || 0);
+  assert.deepEqual(app.archive.pieceVm.lineage.find((value) => value.id === descendant.id).selectionEvidence,
+    evidence);
+  const policyState = app.snapshot().runtime.pieceVm;
+  assert.equal(policyState.policyBandit.algorithm, "ucb1");
+  assert.ok(policyState.policyBandit.trials >= 1);
+  assert.deepEqual(policyState.lastEvolution.policySchedule.slice(0, 3),
+    ["phenotype-lead", "champion-control", "branch-diversity"]);
+  assert.deepEqual(policyState.lastEvolution.operatorSchedule.slice(0, 3),
+    ["variation", "machinery", "exchange"]);
+  assert.equal(policyState.operatorBandit.algorithm, "ucb1");
+  assert.equal(policyState.operatorBandit.dimension, "mutation-operator-family");
+  assert.ok(policyState.operatorBandit.trials >= 1);
+  assert.equal(policyState.outcomeModel.dimension, "requested-mutation");
+  assert.ok(policyState.outcomeModel.trials >= 1);
+  assert.equal(policyState.curriculum.strategy, "retained-capability-breadth");
+  assert.ok(policyState.curriculum.trials >= 1);
+  assert.equal(policyState.lastEvolution.mutationSchedule.length, 4);
+  assert.equal(policyState.lastEvolution.mutationPreferenceSchedule.length, 4);
+  assert.ok(policyState.lastEvolution.mutationPreferenceSchedule.every((value) => value.length >= 2));
+  assert.ok(app.archive.pieceVm.policyBandit.trials.some((value) =>
+    value.candidateId === descendant.id && value.policy === evidence.policy && value.admitted));
+  assert.ok(app.archive.pieceVm.operatorBandit.trials.some((value) =>
+    value.candidateId === descendant.id && value.policy === descendant.operatorFamily && value.admitted));
+  assert.ok(app.archive.pieceVm.outcomeModel.trials.some((value) =>
+    value.candidateId === descendant.id && value.requestedMutation === descendant.requestedMutation && value.admitted));
+  assert.ok(app.archive.pieceVm.curriculum.trials.some((value) =>
+    value.candidateId === descendant.id && value.admitted));
+});
+
+test("recent native PieceVM lease survives embodiment churn without weakening identity checks", async (context) => {
+  const root = await mkdtemp(join(tmpdir(), "piecevm-lease-"));
+  let clock = 10_000;
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0, pieceVmCycleMs: 0, pieceVmBatch: 8,
+    ledgerPath: join(root, "specimens.sqlite"), now: () => clock,
+    pieceVmNativeVerifier: async (candidate) => ({ valid: true, engine: "test-native",
+      bytecodeHash: candidate.program.bytecodeHash, frameHashes: candidate.frameHashes.slice(0, 2), checkedFrames: 2 }) });
+  context.after(() => app.stop());
+  assert.ok(await app.evolvePieceVm());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  assert.equal((await fetch(`${base}/api/native`)).status, 200);
+  const before = app.snapshot();
+  const leased = before.runtime.pieceVm.embodiment.find((value) => value.address === "B1") ||
+    before.runtime.pieceVm.embodiment[0];
+  const raster = before.displayPrograms.find((value) => value.address === leased.address);
+  assert.ok(leased && raster);
+  let current = leased;
+  for (let attempt = 0; attempt < 32 && current.id === leased.id; attempt += 1) {
+    await app.evolvePieceVm();
+    current = app.snapshot().runtime.pieceVm.embodiment.find((value) => value.address === leased.address) || current;
+  }
+  assert.notEqual(current.id, leased.id);
+  const resident = { id: raster.id, hp: 88, ageMs: 15_000, life: 0, failedReprobes: 0,
+    resolution: leased.resolution, actual: .08, variance: .16, spatial: .2,
+    noise: .09, coherence: .78, muddiness: .08,
+    pieceVmId: leased.id, pieceVmRole: leased.role,
+    pieceVmProbeCarrier: leased.probeCarrier, sonicVoices: 2 };
+  const report = (value) => fetch(`${base}/api/health`, { method: "POST",
+    headers: { "content-type": "application/json" }, body: JSON.stringify({ displayFps: 141, residents: [value] }) });
+  assert.equal((await report(resident)).status, 200);
+  assert.equal(app.snapshot().runtime.pieceVm.phenotypes.find((value) => value.id === leased.id)?.reports, 1);
+  assert.equal((await report({ ...resident, pieceVmRole: "forged" })).status, 400);
+  clock += 90_001;
+  assert.equal((await report(resident)).status, 400);
+});
+
+test("PieceVM admissions survive through the farm's own Git edition", async () => {
+  const root = await mkdtemp(join(tmpdir(), "piecevm-history-"));
+  const verifier = async (candidate) => ({ valid: true, engine: "test-native",
+    bytecodeHash: candidate.program.bytecodeHash, frameHashes: candidate.frameHashes.slice(0, 2), checkedFrames: 2 });
+  const first = await createSortSoupServer({ cycleMs: 0, pieceVmCycleMs: 0, pieceVmBatch: 8,
+    historyRoot: root, pieceVmNativeVerifier: verifier });
+  const admitted = await first.evolvePieceVm();
+  assert.ok(admitted);
+  const edition = first.history.snapshot();
+  assert.equal(edition.lastEdition.reason, "piecevm-admission");
+  assert.equal(edition.lastEdition.pieceVm.championId, admitted.id);
+  const policyTrials = first.snapshot().runtime.pieceVm.policyBandit.trials;
+  const operatorTrials = first.snapshot().runtime.pieceVm.operatorBandit.trials;
+  const outcomeTrials = first.snapshot().runtime.pieceVm.outcomeModel.trials;
+  const curriculumTrials = first.snapshot().runtime.pieceVm.curriculum.trials;
+  assert.ok(policyTrials >= 1);
+  assert.ok(operatorTrials >= 1);
+  assert.ok(outcomeTrials >= 1);
+  assert.ok(curriculumTrials >= 1);
+  assert.ok((await first.history.pieceVmLineage()).some((value) => value.id === admitted.id));
+  await first.stop();
+  const restored = await createSortSoupServer({ cycleMs: 0, pieceVmCycleMs: 0,
+    historyRoot: root, pieceVmNativeVerifier: verifier });
+  assert.equal(restored.restored, true);
+  assert.equal(restored.pieceVmNursery.championId, admitted.id);
+  assert.equal(restored.pieceVmNursery.champion.native.engine, "test-native");
+  assert.equal(restored.snapshot().runtime.pieceVm.policyBandit.trials, policyTrials);
+  assert.equal(restored.snapshot().runtime.pieceVm.operatorBandit.trials, operatorTrials);
+  assert.equal(restored.snapshot().runtime.pieceVm.outcomeModel.trials, outcomeTrials);
+  assert.equal(restored.snapshot().runtime.pieceVm.curriculum.trials, curriculumTrials);
+  assert.ok(restored.pieceVmNursery.lineage.some((value) => value.id === admitted.parent));
+  await restored.stop();
+});
+
+test("full PixelGrooves stay behind a bounded per-resident loopback endpoint", async (context) => {
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0 });
+  context.after(() => app.stop());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const state = await fetch(`${base}/api/state`).then((response) => response.json());
+  const resident = state.programs.find((program) => program.domain === "raster");
+  assert.ok(resident);
+  assert.equal(resident.sample.groove, undefined);
+  assert.ok(resident.sample.grooveBytes > 0);
+  const groove = await fetch(`${base}/api/groove/${resident.id}`).then((response) => response.json());
+  assert.equal(groove.id, resident.id);
+  assert.equal(groove.record.valid, true);
+  assert.equal(groove.groove.length, resident.sample.grooveBytes * 2);
+  const live = Buffer.from(groove.groove, "hex");
+  live[GROOVE_LAYOUT.tracks.state.base * 3 + 4] ^= 1;
+  const persisted = await fetch(`${base}/api/groove-state`, {
+    method: "POST", headers: { "content-type": "application/json" },
+    body: JSON.stringify({ id: resident.id, groove: live.toString("hex") }),
+  });
+  assert.equal(persisted.status, 200);
+  const reread = await fetch(`${base}/api/groove/${resident.id}`).then((response) => response.json());
+  assert.equal(reread.groove, live.toString("hex"));
+  const ppm = await fetch(`${base}/api/groove/${resident.id}?format=ppm`);
+  assert.equal(ppm.headers.get("content-type"), "image/x-portable-pixmap");
+  assert.match(Buffer.from(await ppm.arrayBuffer()).subarray(0, 16).toString(), /^P6\n160 160\n255\n/);
+});
+
+test("visible margin probes are exact, persisted, and offered to the verified nursery", async (context) => {
+  const root = await mkdtemp(join(tmpdir(), "piecefarm-probes-"));
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0, pieceVmCycleMs: 0,
+    ledgerPath: join(root, "specimens.sqlite"), now: () => 4242,
+    pieceVmNativeVerifier: async (candidate) => ({ valid: true, engine: "test-native",
+      bytecodeHash: candidate.program.bytecodeHash, frameHashes: candidate.frameHashes.slice(0, 2), checkedFrames: 2 }) });
+  context.after(() => app.stop());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const visible = app.snapshot().displayPrograms;
+  let target = null;
+  for (const program of visible) {
+    const groove = await fetch(`${base}/api/groove/${program.id}`).then((response) => response.json());
+    const hydrated = { ...program, sample: { ...program.sample, groove: groove.groove } };
+    for (let address = GROOVE_LAYOUT.tracks.sequence.base;
+         address < GROOVE_LAYOUT.tracks.sequence.base + GROOVE_LAYOUT.tracks.sequence.pixels;
+         address += 8) {
+      const probe = decodeMarginProbe(hydrated, address, { at: 4242, requestedBy: "loopboy" });
+      if (probe.capability) { target = probe; break; }
+    }
+    if (target) break;
+  }
+  assert.ok(target);
+  assert.equal(target.protected, true);
+  assert.equal(target.layer, "core");
+  const response = await fetch(`${base}/api/margin-probe`, {
+    method: "POST", headers: { "content-type": "application/json" },
+    body: JSON.stringify({ id: target.id, address: target.address, requestedBy: "loopboy!!!" }),
+  });
+  assert.equal(response.status, 200);
+  const result = await response.json();
+  assert.equal(result.nurseryEligible, true);
+  assert.equal(result.probe.requestedBy, "loopboy");
+  assert.deepEqual(app.snapshot().runtime.marginProbe, result.probe);
+  assert.deepEqual(app.ledger.latestMarginProbe(), result.probe);
+  const summary = nativeSnapshot(app.snapshot()).split("\n")[0].split("\t");
+  assert.deepEqual(summary.slice(47, 52), [target.id, String(target.address), "sequence", target.capability, "loopboy"]);
+  const rejected = await fetch(`${base}/api/margin-probe`, {
+    method: "POST", headers: { "content-type": "application/json" },
+    body: JSON.stringify({ id: target.id, address: 556, requestedBy: "loopboy" }),
+  });
+  assert.equal(rejected.status, 400);
+  while (app.snapshot().runtime.marginProbe.status === "pending") await app.evolvePieceVm();
+  const outcome = app.snapshot().runtime.marginProbe;
+  assert.ok(["admitted", "no-admission"].includes(outcome.status));
+  assert.ok(outcome.attempts >= 1 && outcome.attempts <= 8);
+  if (outcome.status === "admitted") {
+    const descendant = app.pieceVmNursery.lineage.find((value) => value.id === outcome.descendantId);
+    assert.equal(descendant.environmentDonor, target.id);
+    assert.equal(descendant.environmentCapability, target.capability);
+    assert.equal(descendant.environmentProbe.address, target.address);
+    assert.equal(descendant.native.valid, true);
+    assert.equal(outcome.descendant.id, outcome.descendantId);
+    assert.ok(["resident", "lineage"].includes(outcome.descendant.state));
+    assert.equal(outcome.descendant.nativeValid, true);
+    assert.equal(outcome.descendant.profilesValid, true);
+    assert.deepEqual(outcome.descendant.propagation, {
+      descendants: 0, residents: 1, maxGeneration: descendant.generation,
+      frontierId: outcome.descendantId, champion: true,
+    });
+    const outcomeSummary = nativeSnapshot(app.snapshot()).split("\n")[0].split("\t");
+    assert.deepEqual(outcomeSummary.slice(52, 56), ["admitted", outcome.descendantId,
+      String(outcome.attempts), outcome.descendant.state]);
+    assert.deepEqual(outcomeSummary.slice(56, 59).map(Number), [outcome.descendant.descendants,
+      outcome.descendant.generation, outcome.descendant.children]);
+    assert.deepEqual(outcomeSummary.slice(59, 64), ["0", "1", String(descendant.generation),
+      outcome.descendantId, "1"]);
+    assert.ok(app.snapshot().runtime.pieceVm.embodiment.some((value) =>
+      value.id === outcome.descendantId && value.probeCarrier));
+    const carrierPrograms = nativeSnapshot(app.snapshot(), [{ address: "A1", resolution: 64,
+      role: "probe-carrier", probeCarrier: true, program: descendant }]).split("\n")
+      .filter((line) => line.startsWith("P\t") && line.split("\t")[19]);
+    assert.equal(carrierPrograms.length, 1);
+    assert.ok(carrierPrograms.every((line) => line.split("\t")[21] === "1"));
+    assert.equal(carrierPrograms[0].split("\t")[22], outcome.descendantId);
+    assert.equal(carrierPrograms[0].split("\t")[23], "probe-carrier");
+  }
+});
+
+test("native mutable Groove state is validated and retained by the authority", async (context) => {
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0 });
+  context.after(() => app.stop());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const state = await fetch(`${base}/api/state`).then((response) => response.json());
+  const resident = state.programs.find((program) => program.domain === "raster");
+  const initial = await fetch(`${base}/api/groove/${resident.id}`).then((response) => response.json());
+  const bytes = Buffer.from(initial.groove, "hex");
+  bytes.writeUInt32LE(73, 656 * 3 + 12); // mutable sequence-pass counter
+  const update = await fetch(`${base}/api/groove-state`, {
+    method: "POST", headers: { "content-type": "application/json" },
+    body: JSON.stringify({ id: resident.id, groove: bytes.toString("hex") }),
+  });
+  assert.equal(update.status, 200);
+  const retained = await fetch(`${base}/api/groove/${resident.id}`).then((response) => response.json());
+  assert.equal(retained.record.valid, true);
+  assert.equal(Buffer.from(retained.groove, "hex").readUInt32LE(656 * 3 + 12), 73);
+  assert.equal(retained.record.protectedHash, initial.record.protectedHash);
+});
+
+test("outside LLM proposals require a capability and are provenance logged", async (context) => {
+  const root = await mkdtemp(join(tmpdir(), "sort-soup-server-"));
+  const log = join(root, "inbox", "proposals.ndjson");
+  const app = await createSortSoupServer({ port: 0, cycleMs: 0, proposalToken: "bounded-cap", proposalLog: log });
+  context.after(() => app.stop());
+  const base = `http://127.0.0.1:${app.address.port}`;
+  const denied = await fetch(`${base}/api/propose`, {
+    method: "POST", headers: { "content-type": "application/json" }, body: JSON.stringify({ source: "(sort quick)" }),
+  });
+  assert.equal(denied.status, 401);
+  const accepted = await fetch(`${base}/api/propose`, {
+    method: "POST",
+    headers: { authorization: "Bearer bounded-cap", "content-type": "application/json" },
+    body: JSON.stringify({ source: "(hybrid 7 insertion heap)", origin: "prox:outside-model" }),
+  });
+  assert.equal(accepted.status, 202);
+  const record = JSON.parse((await readFile(log, "utf8")).trim());
+  assert.equal(record.origin, "prox:outside-model");
+  assert.equal(record.source, "(hybrid 7 insertion heap)");
+  assert.ok(!JSON.stringify(record).includes("bounded-cap"));
+});
+
+test("sort-soup refuses public listeners", async () => {
+  await assert.rejects(() => createSortSoupServer({ host: "0.0.0.0", port: 0 }), /refuses non-loopback/);
+});
+
+test("bounded workers evaluate deterministic batches off the server thread", async (context) => {
+  const app = await createSortSoupServer({
+    port: 0, cycleMs: 20, workerCount: 2, evaluationWindow: 8, clockAuthorityUrl: null,
+  });
+  context.after(() => app.stop());
+  const initial = app.snapshot().iteration;
+  const deadline = Date.now() + 5_000;
+  while (app.snapshot().iteration < initial + 8 && Date.now() < deadline) {
+    await new Promise((resolve) => setTimeout(resolve, 20));
+  }
+  const state = app.snapshot();
+  assert.ok(state.iteration >= initial + 8);
+  assert.equal((state.iteration - initial) % 8, 0);
+  assert.equal(state.runtime.workerCount, 2);
+  assert.equal(state.runtime.evaluationWindow, 8);
+  assert.ok(state.runtime.evaluationsPerSecond > 0);
+  assert.equal(state.runtime.targetEvaluationsPerSecond, 100);
+  assert.ok(state.runtime.evaluationWindowsCompleted > 0);
+  assert.ok(state.runtime.lastEvaluationWindowMs > 0);
+  assert.equal(state.runtime.evaluationPool.size, 2);
+  assert.ok(state.runtime.evaluationPool.completed >= 8);
+  assert.ok(state.runtime.evaluationPool.peakQueued >= 6);
+  assert.ok(state.checkpoint.estimatedMs > 0);
+});
+
+test("look-ahead evaluation preserves archive order across worker counts", async () => {
+  const origin = new NoveltyArchive({ seed: "ordered-lookahead" });
+  origin.seedClassics();
+  origin.seedFoundations();
+  const serialArchive = NoveltyArchive.fromJSON(origin.toJSON());
+  const parallelArchive = NoveltyArchive.fromJSON(origin.toJSON());
+  const serialPool = new EvaluationPool({ size: 1 });
+  const parallelPool = new EvaluationPool({ size: 4 });
+  try {
+    const serial = await evaluateProposalWindow({
+      archive: serialArchive, evaluationPool: serialPool, count: 12, authorityUtcMs: 0,
+    });
+    const parallel = await evaluateProposalWindow({
+      archive: parallelArchive, evaluationPool: parallelPool, count: 12, authorityUtcMs: 0,
+    });
+    const signature = ({ candidates }) => candidates.map((candidate) => ({
+      id: candidate.id, iteration: candidate.iteration, retained: candidate.retained,
+      status: candidate.status, niche: candidate.niche, quality: candidate.quality,
+    }));
+    assert.deepEqual(signature(parallel), signature(serial));
+    assert.deepEqual(parallelArchive.toJSON(), serialArchive.toJSON());
+    assert.ok(parallelPool.snapshot().peakQueued >= 8);
+    assert.equal(parallel.scheduling.policy, "predicted-cost-descending/original-admission");
+  } finally {
+    await Promise.all([serialPool.close(), parallelPool.close()]);
+  }
+});
+
+test("cost-aware dispatch starts expensive profiles first but admits original lineage order", async () => {
+  const proposals = [
+    { source: "(raster (add 1 2 3))", options: { profile: "quarter" } },
+    { source: "(raster (blur) (edges))", options: { profile: "double" } },
+    { source: "(raster (mix 1 0 64))", options: { profile: "half" } },
+  ];
+  const calls = [];
+  const archive = {
+    proposeMutation() { return proposals.shift(); },
+    submitEvaluation(evaluation) { return evaluation.source; },
+  };
+  const evaluationPool = {
+    async evaluate(proposal) {
+      calls.push(proposal.source);
+      return { source: proposal.source, options: proposal.options, candidate: {} };
+    },
+  };
+  const result = await evaluateProposalWindow({ archive, evaluationPool, count: 3 });
+  assert.deepEqual(calls, [
+    "(raster (blur) (edges))",
+    "(raster (mix 1 0 64))",
+    "(raster (add 1 2 3))",
+  ]);
+  assert.deepEqual(result.candidates, [
+    "(raster (add 1 2 3))",
+    "(raster (blur) (edges))",
+    "(raster (mix 1 0 64))",
+  ]);
+  assert.ok(result.scheduling.predictedMax > result.scheduling.predictedMin);
+  assert.equal(scheduleProposalEvaluations([]).length, 0);
+  assert.ok(proposalEvaluationCost({ source: "(raster (blur))", options: { profile: "double" } }) >
+    proposalEvaluationCost({ source: "(raster (blur))", options: { profile: "quarter" } }));
+});
+
+test("evaluation look-ahead is bounded by the worker pool and authority cap", async () => {
+  await assert.rejects(() => createSortSoupServer({
+    port: 0, cycleMs: 20, workerCount: 4, evaluationWindow: 3,
+  }), /evaluation window/);
+  await assert.rejects(() => createSortSoupServer({
+    port: 0, cycleMs: 20, workerCount: 4, evaluationWindow: 257,
+  }), /evaluation window/);
+});
diff --git a/experiments/intelligent-terrarium/test/specimen-ledger.test.mjs b/experiments/intelligent-terrarium/test/specimen-ledger.test.mjs
new file mode 100644
index 0000000000..a19344f87c
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/specimen-ledger.test.mjs
@@ -0,0 +1,130 @@
+import test from "node:test";
+import assert from "node:assert/strict";
+import { mkdtemp, readFile } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
+import { SpecimenLedger } from "../src/specimen-ledger.mjs";
+import { rgbPng, VisualCurator } from "../src/visual-curator.mjs";
+
+function candidate(id, quality = .2, iteration = 1, profile = null) {
+  return {
+    id, iteration, domain: "raster", source: "(raster (shift 1 0))", parent: null,
+    generation: 0, status: "resident", retained: true, aliveness: "alive", quality,
+    novelty: .4, tags: ["flow", "coherent", "high-difference", "low-noise",
+      ...(profile ? [`hardware-${profile}`] : [])],
+    sample: { width: 128, height: 128, rgb: Buffer.alloc(128 * 128 * 3, 96).toString("hex"),
+      energy: [{ actual: .09, potential: .6, variance: .2, spatial: .15, noise: .08, coherence: .53 }] },
+  };
+}
+
+test("specimen ledger persists observations and stable display addresses", async () => {
+  const root = await mkdtemp(join(tmpdir(), "piecefarm-ledger-"));
+  const path = join(root, "specimens.sqlite");
+  const ledger = await SpecimenLedger.open(path);
+  for (let index = 0; index < 12; index += 1) ledger.observe(candidate(`specimen-${index}`, .1 + index / 100, index + 1));
+  assert.equal(ledger.addressed().length, 12);
+  assert.deepEqual(ledger.addressed().map((row) => row.address), ["A1", "B1", "C1", "D1", "A2", "B2", "C2", "D2", "A3", "B3", "C3", "D3"]);
+  ledger.observe(candidate("strong-newcomer", .9, 20));
+  assert.ok(ledger.addressed().some((row) => row.id === "strong-newcomer"));
+  const replacement = candidate("memory-graft-replacement", .05, 21);
+  ledger.observe(replacement);
+  const target = ledger.addressed()[0];
+  ledger.recordHealth(target.id, { hp: 7, at: 1000, strikes: 83 });
+  ledger.recordIntervention(target.id, { at: 1001, strategy: "copy", donorId: "strong-newcomer", beforeHp: 7 });
+  assert.equal(ledger.get(target.id).interventions, 1);
+  ledger.recordOutcome(target.id, "culled");
+  assert.equal(ledger.recordMarginProbe("strong-newcomer", {
+    at: 1002, address: 64, track: "sequence", capability: "shift", requestedBy: "loopboy",
+  }), true);
+  assert.deepEqual(ledger.latestMarginProbe(), {
+    id: "strong-newcomer", at: 1002, address: 64, track: "sequence",
+    capability: "shift", requestedBy: "loopboy",
+  });
+  ledger.cull(target.id, "sustained-statistical-low-performance");
+  assert.deepEqual(ledger.fillVacancies([replacement]), [{ address: target.address, id: replacement.id }]);
+  assert.equal(ledger.get(target.id).status, "culled");
+  assert.equal(ledger.addressed().find((row) => row.id === replacement.id).address, target.address);
+  ledger.close();
+  assert.ok((await readFile(path)).length > 0);
+});
+
+test("stable display addresses retain every available hardware class", async () => {
+  const root = await mkdtemp(join(tmpdir(), "piecefarm-ledger-profiles-"));
+  const ledger = await SpecimenLedger.open(join(root, "specimens.sqlite"));
+  for (let index = 0; index < 12; index += 1)
+    ledger.observe(candidate(`quarter-${index}`, .5 + index / 100, index + 1, "quarter"));
+  for (const [index, profile] of ["half", "standard", "double"].entries())
+    ledger.observe(candidate(`${profile}-resident`, .01, 20 + index, profile));
+  const profiles = new Set(ledger.addressed().flatMap((row) => row.tags
+    .filter((tag) => tag.startsWith("hardware-")).map((tag) => tag.slice(9))));
+  assert.deepEqual([...profiles].sort(), ["double", "half", "quarter", "standard"]);
+  assert.equal(ledger.addressed().length, 12);
+  ledger.close();
+});
+
+test("visual curator only admits verified high-change low-noise residents", () => {
+  const curator = new VisualCurator({ apiKey: "test", now: () => 1000 });
+  assert.equal(curator.eligible(candidate("alive")), true);
+  const noisy = candidate("noisy"); noisy.sample.energy[0].noise = .8;
+  assert.equal(curator.eligible(noisy), false);
+  const png = rgbPng(2, 2, Buffer.alloc(12, 127));
+  assert.equal(png.subarray(1, 4).toString(), "PNG");
+});
+
+test("visual reviews become bounded inferred categories without changing HP", async () => {
+  const root = await mkdtemp(join(tmpdir(), "piecefarm-ledger-"));
+  const ledger = await SpecimenLedger.open(join(root, "specimens.sqlite"));
+  const specimen = candidate("visually-reviewed", .72, 44);
+  ledger.observe(specimen);
+  const review = {
+    quality: .81, coherence: .77, distinctiveness: .84, artifact: "banding",
+    tags: ["nested loops", "Blue / Green", "nested loops"],
+    description: "Concentric loops hold a stable diagonal relation.", recommendation: "retain",
+    model: "test-vision", at: "2026-07-24T18:00:00.000Z", specimenId: specimen.id,
+  };
+  assert.equal(ledger.recordVisualReview(specimen.id, review), true);
+  const addressed = ledger.addressed().find((row) => row.id === specimen.id);
+  assert.ok(addressed.tags.includes("vision:nested-loops"));
+  assert.ok(addressed.tags.includes("vision:blue-green"));
+  assert.ok(addressed.tags.includes("vision:artifact-banding"));
+  assert.equal(addressed.runtime_health, null);
+  assert.deepEqual(ledger.curationStats(), {
+    specimens: 1, observations: 1, reviews: 1,
+    recommendations: { retain: 1, watch: 0, reject: 0 },
+  });
+  ledger.close();
+});
+
+test("visual curator requests enough structured output and reports failures", async () => {
+  let requestBody = null;
+  const review = {
+    quality: .7, coherence: .8, distinctiveness: .6, artifact: "none",
+    tags: ["bounded-form"], description: "One persistent bounded form.",
+    criticism: "The edge rhythm is underdeveloped.", capability: "feedback",
+    mutationHints: ["add-feedback"], recommendation: "watch",
+  };
+  const curator = new VisualCurator({
+    apiKey: "test", now: () => 1_000, cooldownMs: 0,
+    request: async (_url, options) => {
+      requestBody = JSON.parse(options.body);
+      return { ok: true, json: async () => ({ output: [{ content: [{ type: "output_text", text: JSON.stringify(review) }] }] }) };
+    },
+  });
+  const result = await curator.consider(candidate("curated"));
+  assert.equal(requestBody.max_output_tokens, 600);
+  assert.match(requestBody.input[0].content[1].image_url, /^data:image\/png;base64,/);
+  assert.equal(result.recommendation, "watch");
+  assert.deepEqual(curator.telemetry(), {
+    status: "armed", inflight: false, reviewed: 1, failures: 0, seen: 1,
+    lastReviewAt: 1_000, lastSpecimenId: "curated", lastTrigger: "visual-novelty",
+    lastRecommendation: "watch", lastError: null,
+  });
+
+  const broken = new VisualCurator({
+    apiKey: "test", now: () => 2_000, cooldownMs: 0,
+    request: async () => ({ ok: true, json: async () => ({ output: [{ content: [{ type: "output_text", text: "{" }] }] }) }),
+  });
+  await assert.rejects(() => broken.consider(candidate("broken-review")), /JSON/);
+  assert.equal(broken.telemetry().failures, 1);
+  assert.match(broken.telemetry().lastError, /JSON/);
+});
diff --git a/experiments/intelligent-terrarium/test/visual-curator.test.mjs b/experiments/intelligent-terrarium/test/visual-curator.test.mjs
new file mode 100644
index 0000000000..bf3eccda4f
--- /dev/null
+++ b/experiments/intelligent-terrarium/test/visual-curator.test.mjs
@@ -0,0 +1,46 @@
+import assert from "node:assert/strict";
+import test from "node:test";
+import { VisualCurator } from "../src/visual-curator.mjs";
+
+const review = Object.freeze({
+  quality: .72, coherence: .68, distinctiveness: .61, artifact: "none",
+  tags: ["layered", "temporal"], description: "Layered forms hold across the field.",
+  criticism: "The center lacks a persistent counter-motion.", capability: "cellular",
+  mutationHints: ["add-cellular", "add-feedback"], recommendation: "retain",
+});
+
+function candidate() {
+  return {
+    id: "reviewable-1", domain: "raster", retained: true, aliveness: "alive", quality: .2,
+    sample: { width: 1, height: 1, rgb: "804020", energy: [{ actual: .1, noise: .05, muddiness: .1, coherence: .7 }] },
+  };
+}
+
+test("visual curator distinguishes lifecycle triggers and requests strict bounded recipes", async () => {
+  const requests = [], records = [];
+  const curator = new VisualCurator({
+    apiKey: "test", cooldownMs: 0, now: () => 1_000,
+    request: async (_url, init) => {
+      requests.push(JSON.parse(init.body));
+      return { ok: true, json: async () => ({ output: [{ content: [{ type: "output_text", text: JSON.stringify(review) }] }] }) };
+    },
+    onReview: (_candidate, record) => records.push(record),
+  });
+  const lifecycle = { samples: 8, healthMean: 88, healthyRatio: .9, healthRange: 36, healthStdDev: 9 };
+  await curator.consider(candidate(), { trigger: "high-health", lifecycle });
+  await curator.consider(candidate(), { trigger: "health-variability", lifecycle });
+  assert.deepEqual(records.map((record) => record.trigger), ["high-health", "health-variability"]);
+  assert.ok(requests.every((body) => body.store === false && body.text.format.strict === true));
+  assert.ok(requests.every((body) => body.text.format.schema.required.includes("mutationHints")));
+  assert.equal(curator.telemetry().seen, 2);
+});
+
+test("visual curator refuses premature lifecycle reviews", () => {
+  const curator = new VisualCurator({ apiKey: "test" });
+  assert.equal(curator.eligible(candidate(), {
+    trigger: "high-health", lifecycle: { samples: 7, healthMean: 99, healthyRatio: 1 },
+  }), false);
+  assert.equal(curator.eligible(candidate(), {
+    trigger: "health-variability", lifecycle: { samples: 8, healthRange: 12, healthStdDev: 12 },
+  }), false);
+});
diff --git a/experiments/intelligent-terrarium/web/board.html b/experiments/intelligent-terrarium/web/board.html
new file mode 100644
index 0000000000..d2f5f0aab2
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/board.html
@@ -0,0 +1,62 @@
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width,initial-scale=1">
+  <title>Piecefarm — Sort Soup Observatory</title>
+  <link rel="stylesheet" href="/soup.css">
+</head>
+<body>
+  <main class="board">
+    <canvas id="board-raster" class="board-raster" aria-hidden="true"></canvas>
+    <header class="mast">
+      <h1>PIECEFARM MISSION</h1>
+      <p id="season">PIECEFARM · JAS-NZXT · REFERENCE SEASON</p>
+    </header>
+    <div id="mission" class="source">SEARCH PROGRAM-OUTPUT SPACE WITHOUT SURRENDERING VERIFICATION</div>
+    <div class="program-ticker" aria-label="Live Piecefarm ticker">
+      <b>LIVE</b><span id="ticker">AWAKENING THE FARM</span>
+    </div>
+    <div class="countdown" aria-label="Countdown to next Git checkpoint">
+      <b>GIT CHECKPOINT IN</b>
+      <span id="countdown-clock">--:--:--</span>
+      <small id="countdown-detail">CALCULATING NEXT EDITION</small>
+    </div>
+    <section class="progress-rack" aria-label="Piecefarm progress">
+      <article class="progress-card phase-progress">
+        <header><b>PROJECT PHASE</b><span id="phase-value">2 / 5</span></header>
+        <div class="progress-track"><i id="phase-fill"></i></div>
+        <small>VERIFIED SEARCH · TYPED LISP NEXT</small>
+      </article>
+      <article class="progress-card">
+        <header><b>MAP COVERAGE</b><span id="coverage-value">0 / 96</span></header>
+        <div class="progress-track"><i id="coverage-fill"></i></div>
+        <small>OCCUPIED BEHAVIOR NICHES</small>
+      </article>
+      <article class="progress-card">
+        <header><b>VERIFY YIELD</b><span id="yield-value">0%</span></header>
+        <div class="progress-track"><i id="yield-fill"></i></div>
+        <small>PROGRAMS RETAINED AFTER CHECKING</small>
+      </article>
+      <article class="progress-card">
+        <header><b>ACTIVE NOVELTY</b><span id="novelty-value">0.000</span></header>
+        <div class="progress-track"><i id="novelty-fill"></i></div>
+        <small>DISTANCE FROM KNOWN BEHAVIOR</small>
+      </article>
+    </section>
+    <div class="next-strip"><b>NEXT →</b><span>BUILD THE TYPED LISP CORE</span></div>
+    <div class="board-body">
+      <section class="metrics" aria-label="Live search measurements">
+        <div class="metric"><b>ITERATION</b><span id="iteration">0</span></div>
+        <div class="metric"><b>NOVELTY</b><span id="novelty">0.000</span></div>
+        <div class="metric"><b>COVERAGE</b><span id="coverage">0/96</span></div>
+        <div class="metric"><b>VERIFIED</b><span id="accepted">0</span></div>
+        <div class="metric"><b>DISSOLVED</b><span id="rejected">0</span></div>
+        <div class="metric"><b>OPERATIONS</b><span id="operations">0</span></div>
+      </section>
+    </div>
+    <canvas id="chart" class="chart" aria-label="Archive coverage history"></canvas>
+  </main>
+  <script type="module" src="/board.mjs"></script>
+</body>
+</html>
diff --git a/experiments/intelligent-terrarium/web/board.mjs b/experiments/intelligent-terrarium/web/board.mjs
new file mode 100644
index 0000000000..c1cc3db5e4
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/board.mjs
@@ -0,0 +1,136 @@
+const get = (id) => document.getElementById(id);
+const history = [];
+const raster = get("board-raster");
+const rasterContext = raster.getContext("2d", { alpha: false });
+const rasterWidth = 80;
+const rasterHeight = 45;
+let rasterState = { iteration: 0, coverage: 0, capacity: 96, accepted: 0, active: {} };
+let lastRasterFrame = 0;
+let checkpointDeadline = 0;
+let checkpointIteration = 0;
+let checkpointRemaining = 0;
+
+function text(id, value) { get(id).textContent = value ?? "—"; }
+
+function progress(id, value) {
+  get(id).style.width = `${Math.max(0, Math.min(1, Number(value) || 0)) * 100}%`;
+}
+
+function rasterSignal(x, y, state, epoch) {
+  const active = state.active || {};
+  const id = String(active.id || "piecefarm");
+  const seed = [...id].reduce((sum, char) => (sum * 33 + char.charCodeAt(0)) >>> 0, 5381);
+  return (seed + x * 41 + y * 73 + epoch * 17 + state.iteration * 3) >>> 0;
+}
+
+function drawRaster(time) {
+  requestAnimationFrame(drawRaster);
+  if (time - lastRasterFrame < 125) return;
+  lastRasterFrame = time;
+  if (raster.width !== rasterWidth || raster.height !== rasterHeight) {
+    raster.width = rasterWidth;
+    raster.height = rasterHeight;
+    rasterContext.imageSmoothingEnabled = false;
+  }
+  const epoch = Math.floor(time / 750);
+  const coverage = rasterState.capacity ? rasterState.coverage / rasterState.capacity : 0;
+  const novelty = Number(rasterState.active?.novelty || 0);
+  for (let y = 0; y < rasterHeight; y += 1) {
+    for (let x = 0; x < rasterWidth; x += 1) {
+      const signal = rasterSignal(x, y, rasterState, epoch);
+      const band = Math.floor(x / 8) + Math.floor(y / 5);
+      const hue = (signal % 360 + coverage * 140 + novelty * 90 + band * 19) % 360;
+      const pulse = (signal + epoch + x + y) % 7 === 0;
+      rasterContext.fillStyle = `hsl(${hue} ${pulse ? 90 : 72}% ${pulse ? 42 : 19 + signal % 15}%)`;
+      rasterContext.fillRect(x, y, 1, 1);
+    }
+  }
+}
+
+function renderCountdown() {
+  const remainingMs = Math.max(0, checkpointDeadline - Date.now());
+  const seconds = Math.ceil(remainingMs / 1000);
+  const hours = String(Math.floor(seconds / 3600)).padStart(2, "0");
+  const minutes = String(Math.floor(seconds % 3600 / 60)).padStart(2, "0");
+  const remainder = String(seconds % 60).padStart(2, "0");
+  text("countdown-clock", `${hours}:${minutes}:${remainder}`);
+  text("countdown-detail", `${checkpointRemaining.toLocaleString()} ITERATIONS TO EDITION ${checkpointIteration.toLocaleString()}`);
+}
+
+function drawChart() {
+  const canvas = get("chart");
+  const ratio = devicePixelRatio || 1;
+  canvas.width = Math.max(1, Math.floor(canvas.clientWidth * ratio));
+  canvas.height = Math.max(1, Math.floor(canvas.clientHeight * ratio));
+  const ctx = canvas.getContext("2d");
+  ctx.scale(ratio, ratio);
+  const w = canvas.clientWidth, h = canvas.clientHeight;
+  ctx.clearRect(0, 0, w, h);
+  ctx.strokeStyle = "#253a35";
+  ctx.lineWidth = 1;
+  for (let i = 1; i < 4; i += 1) {
+    const y = (h / 4) * i;
+    ctx.beginPath(); ctx.moveTo(0, y); ctx.lineTo(w, y); ctx.stroke();
+  }
+  if (history.length < 2) return;
+  ctx.strokeStyle = "#ffda68";
+  ctx.lineWidth = 3;
+  ctx.beginPath();
+  history.forEach((point, index) => {
+    const x = index / (history.length - 1) * w;
+    const y = h - point * h;
+    if (index) ctx.lineTo(x, y); else ctx.moveTo(x, y);
+  });
+  ctx.stroke();
+}
+
+function update(state) {
+  const active = state.active || {};
+  rasterState = state;
+  text("mission", (state.score || "search program-output space without surrendering verification").toUpperCase());
+  text("ticker", `ITER ${state.iteration}  ·  VERIFIED ${state.accepted}  ·  COVERAGE ${state.coverage}/${state.capacity}  ·  NOW FARMING ${active.source || "(empty soup)"}`);
+  checkpointIteration = Number(state.checkpoint?.nextIteration || 0);
+  checkpointRemaining = Number(state.checkpoint?.iterationsRemaining || 0);
+  checkpointDeadline = Date.now() + Number(state.checkpoint?.estimatedMs || 0);
+  renderCountdown();
+  const coverageRatio = state.capacity ? state.coverage / state.capacity : 0;
+  const yieldRatio = state.iteration ? state.accepted / state.iteration : 0;
+  text("phase-value", "2 / 5");
+  progress("phase-fill", 2 / 5);
+  text("coverage-value", `${state.coverage} / ${state.capacity}`);
+  progress("coverage-fill", coverageRatio);
+  text("yield-value", `${(yieldRatio * 100).toFixed(1)}%`);
+  progress("yield-fill", yieldRatio);
+  text("novelty-value", Number(active.novelty || 0).toFixed(3));
+  progress("novelty-fill", active.novelty);
+  text("iteration", state.iteration);
+  text("novelty", Number(active.novelty || 0).toFixed(3));
+  text("coverage", `${state.coverage}/${state.capacity}`);
+  text("accepted", state.accepted);
+  text("rejected", state.rejected);
+  text("operations", Number(active.metrics?.operations || 0).toLocaleString());
+  history.push(coverageRatio);
+  if (history.length > 240) history.shift();
+  drawChart();
+}
+
+async function stream() {
+  const response = await fetch("/api/stream");
+  if (!response.ok) throw new Error(`observatory stream refused (${response.status})`);
+  const reader = response.body.getReader();
+  const decoder = new TextDecoder();
+  let pending = "";
+  for (;;) {
+    const { done, value } = await reader.read();
+    if (done) break;
+    pending += decoder.decode(value, { stream: true });
+    const lines = pending.split("\n");
+    pending = lines.pop();
+    for (const line of lines) if (line) update(JSON.parse(line).state);
+  }
+}
+
+window.addEventListener("resize", drawChart);
+setInterval(renderCountdown, 250);
+requestAnimationFrame(drawRaster);
+stream().catch((error) => { text("ticker", `STREAM ERROR · ${error.message}`); });
diff --git a/experiments/intelligent-terrarium/web/soup.css b/experiments/intelligent-terrarium/web/soup.css
new file mode 100644
index 0000000000..c781308d5b
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/soup.css
@@ -0,0 +1,265 @@
+:root {
+  color-scheme: dark;
+  font-family: "FiraCode Nerd Font Mono", "Courier New", monospace;
+  font-synthesis: none;
+  -webkit-font-smoothing: none;
+  text-rendering: optimizeSpeed;
+  background: #05080d;
+  color: #f1f4e8;
+}
+
+* { box-sizing: border-box; }
+html, body { width: 100%; height: 100%; margin: 0; overflow: hidden; background: #05080d; }
+body { cursor: none; }
+canvas { display: block; width: 100vw; height: 100vh; image-rendering: pixelated; }
+
+.soup-overlay {
+  position: fixed;
+  inset: 0 0 auto 0;
+  z-index: 3;
+  min-height: 0;
+  padding: clamp(5px, .55vw, 10px) clamp(8px, 1vw, 18px);
+  display: grid;
+  grid-template-columns: auto minmax(0, 1fr) auto;
+  align-items: center;
+  gap: clamp(10px, 1.4vw, 28px);
+  pointer-events: none;
+  color: #f7ffe9;
+  background: #020508e8;
+  border-bottom: 1px solid #53655d;
+  text-shadow: 2px 2px 0 #05080d;
+}
+
+.soup-overlay header,
+.soup-overlay footer {
+  display: flex;
+  justify-content: space-between;
+  gap: clamp(8px, 1vw, 18px);
+  font-size: clamp(13px, 1.15vw, 22px);
+  line-height: 1;
+}
+
+.soup-overlay header b { color: #ffda68; font-size: 1.1em; }
+.soup-overlay header span { color: #9ff1cd; }
+
+.soup-overlay strong {
+  display: block;
+  max-width: 100%;
+  margin: 0;
+  overflow: hidden;
+  color: #ffffff;
+  font-size: clamp(14px, 1.4vw, 27px);
+  line-height: 1;
+  white-space: nowrap;
+  text-overflow: clip;
+  text-align: center;
+}
+
+.soup-overlay footer { color: #ef82dc; font-size: clamp(11px, .95vw, 18px); }
+
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  white-space: nowrap;
+  border: 0;
+}
+
+.board {
+  position: relative;
+  isolation: isolate;
+  min-height: 100vh;
+  padding: clamp(18px, 2.4vw, 46px);
+  display: grid;
+  grid-template-rows: auto auto auto auto auto auto 1fr auto;
+  gap: clamp(14px, 2vh, 28px);
+  background:
+    radial-gradient(circle at 82% 10%, #432044 0, transparent 36%),
+    radial-gradient(circle at 8% 90%, #123c3a 0, transparent 40%),
+    #080a10;
+}
+
+.board-raster {
+  position: absolute;
+  inset: 0;
+  z-index: 0;
+  width: 100%;
+  height: 100%;
+  opacity: .54;
+  image-rendering: pixelated;
+  filter: saturate(1.35) contrast(1.08);
+}
+
+.board::before {
+  content: "";
+  position: absolute;
+  inset: 0;
+  z-index: 1;
+  pointer-events: none;
+  background:
+    linear-gradient(90deg, #03070bdf 0 54%, #140817d4 100%),
+    repeating-linear-gradient(0deg, transparent 0 31px, #ffffff08 31px 32px);
+}
+
+.board > :not(.board-raster) { position: relative; z-index: 2; }
+
+.mast {
+  display: flex;
+  align-items: baseline;
+  justify-content: space-between;
+  gap: 24px;
+  border-bottom: 2px solid #e8efc7;
+  padding-bottom: 12px;
+}
+
+.mast h1 { margin: 0; font-size: clamp(40px, 4.4vw, 84px); line-height: .9; letter-spacing: -.045em; }
+.mast p { margin: 0; font-size: clamp(24px, 1.9vw, 36px); color: #9acbb7; }
+
+.source {
+  min-height: 1.9em;
+  max-width: 22ch;
+  font-size: clamp(48px, 5.8vw, 112px);
+  font-weight: 800;
+  line-height: .92;
+  letter-spacing: -.07em;
+  color: #ffda68;
+  overflow-wrap: anywhere;
+}
+
+.program-ticker {
+  min-width: 0;
+  display: flex;
+  align-items: center;
+  gap: clamp(16px, 2vw, 36px);
+  border-block: 3px solid #ffda68;
+  padding: clamp(8px, 1vh, 14px) 0;
+  overflow: hidden;
+  white-space: nowrap;
+  font-size: clamp(32px, 2.7vw, 52px);
+  color: #f1f4e8;
+  background: #05080dcc;
+}
+
+.program-ticker b {
+  flex: none;
+  padding: .12em .35em;
+  color: #05080d;
+  background: #ffda68;
+  letter-spacing: .08em;
+}
+
+.program-ticker span { overflow: hidden; text-overflow: clip; }
+
+.countdown {
+  display: grid;
+  grid-template-columns: auto auto 1fr;
+  align-items: center;
+  gap: clamp(20px, 2.2vw, 44px);
+  padding: clamp(9px, 1vh, 16px) clamp(14px, 1.4vw, 26px);
+  border: 3px solid #ffda68;
+  background: #120d18e8;
+}
+
+.countdown b { color: #9acbb7; font-size: clamp(30px, 2.2vw, 42px); }
+.countdown span { color: #ffda68; font-size: clamp(54px, 4.7vw, 90px); font-weight: 800; line-height: .85; letter-spacing: -.06em; }
+.countdown small { color: #f1f4e8; font-size: clamp(28px, 1.9vw, 36px); text-align: right; }
+
+.progress-rack {
+  display: grid;
+  grid-template-columns: repeat(4, minmax(0, 1fr));
+  gap: clamp(8px, 1vw, 18px);
+}
+
+.progress-card {
+  min-width: 0;
+  padding: clamp(10px, 1vw, 18px);
+  border: 1px solid #61726a;
+  background: #091017e6;
+}
+
+.progress-card header {
+  display: flex;
+  align-items: baseline;
+  justify-content: space-between;
+  gap: 12px;
+  font-size: clamp(26px, 1.9vw, 37px);
+}
+
+.progress-card header b { color: #9acbb7; letter-spacing: .06em; }
+.progress-card header span { color: #f1f4e8; font-size: 1.25em; }
+
+.progress-track {
+  height: clamp(18px, 2.1vh, 30px);
+  margin: clamp(8px, .8vh, 12px) 0;
+  border: 2px solid #465951;
+  background: #020508;
+}
+
+.progress-track i {
+  display: block;
+  width: 0;
+  height: 100%;
+  background: linear-gradient(90deg, #19a6a0, #ffda68);
+  box-shadow: 0 0 18px #ffda6866;
+  transition: width 600ms ease;
+}
+
+.phase-progress .progress-track i { background: linear-gradient(90deg, #c72cf2, #ffda68); }
+.progress-card small { color: #9db8ab; font-size: clamp(19px, 1.25vw, 24px); letter-spacing: .035em; }
+
+.next-strip {
+  display: flex;
+  align-items: center;
+  gap: clamp(18px, 2vw, 38px);
+  min-width: 0;
+  padding: clamp(8px, .8vh, 13px) clamp(12px, 1.2vw, 22px);
+  border-left: clamp(10px, 1vw, 18px) solid #c72cf2;
+  background: linear-gradient(90deg, #31133f, #101019 65%);
+  font-size: clamp(34px, 3vw, 58px);
+  line-height: 1;
+  white-space: nowrap;
+}
+
+.next-strip b { flex: none; color: #ffda68; }
+.next-strip span { overflow: hidden; color: #f1f4e8; font-weight: 700; }
+
+.board-body {
+  min-height: 0;
+  display: grid;
+  grid-template-columns: 1fr;
+  gap: clamp(18px, 3vw, 54px);
+}
+
+.metrics {
+  display: grid;
+  grid-template-columns: repeat(6, minmax(0, 1fr));
+  gap: 10px;
+  align-content: start;
+}
+
+.metric {
+  min-height: clamp(95px, 13vh, 190px);
+  border: 1px solid #8b9671;
+  padding: clamp(10px, 1.3vw, 22px);
+  background: #0b1016c7;
+}
+
+.metric b { display: block; font-size: clamp(22px, 1.55vw, 30px); color: #9acbb7; letter-spacing: .055em; }
+.metric span { display: block; margin-top: .18em; font-size: clamp(48px, 3.9vw, 74px); line-height: 1; }
+
+.lineage { border-left: 2px solid #e8efc7; padding-left: clamp(16px, 2vw, 34px); }
+.lineage h2 { margin: 0 0 12px; font-size: clamp(15px, 1.4vw, 25px); color: #9acbb7; }
+.lineage dl { margin: 0; display: grid; grid-template-columns: auto 1fr; gap: 9px 16px; font-size: clamp(13px, 1.35vw, 24px); }
+.lineage dt { color: #71847b; }
+.lineage dd { margin: 0; overflow-wrap: anywhere; }
+
+.chart { width: 100%; height: clamp(72px, 12vh, 150px); border-top: 1px solid #4b5b55; }
+
+@media (max-aspect-ratio: 1/1) {
+  .board-body { grid-template-columns: 1fr; }
+  .lineage { border-left: 0; border-top: 2px solid #e8efc7; padding: 16px 0 0; }
+}
diff --git a/experiments/intelligent-terrarium/web/soup.html b/experiments/intelligent-terrarium/web/soup.html
new file mode 100644
index 0000000000..bdcff96e46
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/soup.html
@@ -0,0 +1,19 @@
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <meta name="viewport" content="width=device-width,initial-scale=1">
+  <title>Piecefarm — Living Lisp Soup</title>
+  <link rel="stylesheet" href="/soup.css">
+</head>
+<body>
+  <canvas id="soup" aria-label="Tiled live visualization of programs in Lisp Soup"></canvas>
+  <section class="soup-overlay" aria-hidden="true">
+    <header><b>LISP SOUP</b><span id="soup-iteration">ITER 0</span></header>
+    <strong id="soup-program">AWAKENING PROGRAM FIELD</strong>
+    <footer><span id="soup-coverage">0 / 96 NICHES</span><span id="soup-verification">0 VERIFIED</span></footer>
+  </section>
+  <p id="description" class="sr-only">Connecting to Piecefarm.</p>
+  <script type="module" src="/soup.mjs"></script>
+</body>
+</html>
diff --git a/experiments/intelligent-terrarium/web/soup.mjs b/experiments/intelligent-terrarium/web/soup.mjs
new file mode 100644
index 0000000000..2331adad4c
--- /dev/null
+++ b/experiments/intelligent-terrarium/web/soup.mjs
@@ -0,0 +1,424 @@
+const canvas = document.getElementById("soup");
+const description = document.getElementById("description");
+const soupIteration = document.getElementById("soup-iteration");
+const soupProgram = document.getElementById("soup-program");
+const soupCoverage = document.getElementById("soup-coverage");
+const soupVerification = document.getElementById("soup-verification");
+const ctx = canvas.getContext("2d", { alpha: false });
+let state = { programs: [], selected: null, iteration: 0, coverage: 0, capacity: 96 };
+let selectedIndex = 0;
+let columns = 4;
+let lastMove = 0;
+const rasterCache = new Map();
+const grooveCache = new Map();
+const groovePending = new Set();
+const GROOVE_TRACKS = Object.freeze([
+  ["header", "HEADER", "#ff5a67"],
+  ["sequence", "SEQUENCE", "#ff984f"],
+  ["functions", "FUNCTIONS", "#ffd84a"],
+  ["bodies", "BODIES", "#93e85f"],
+  ["projection", "PROJECTION", "#40dfaa"],
+  ["lifecycle", "LIFECYCLE", "#38d9e6"],
+  ["state", "STATE", "#4f9cff"],
+  ["sprites", "SPRITES", "#8f7cff"],
+  ["proposals", "PROPOSALS", "#d96cff"],
+  ["source", "SOURCE", "#ff62bc"],
+  ["fringe", "FRINGE", "#f7f0d0"],
+]);
+
+function grooveCoordinates() {
+  const coordinates = [];
+  for (let ring = 0; ring < 16; ring += 1) {
+    const low = ring, high = 159 - ring;
+    for (let x = low; x <= high; x += 1) coordinates.push([x, low]);
+    for (let y = low + 1; y <= high; y += 1) coordinates.push([high, y]);
+    for (let x = high - 1; x >= low; x -= 1) coordinates.push([x, high]);
+    for (let y = high - 1; y > low; y -= 1) coordinates.push([low, y]);
+  }
+  return coordinates;
+}
+
+const groovePixels = grooveCoordinates();
+
+function renderSubstrate(program, groove) {
+  const canvas = document.createElement("canvas");
+  canvas.width = 160; canvas.height = 160;
+  const pixels = new Uint8ClampedArray(160 * 160 * 4);
+  const margin = groove.groove;
+  for (let pixel = 0; pixel < groovePixels.length; pixel += 1) {
+    const [x, y] = groovePixels[pixel], target = (y * 160 + x) * 4, source = pixel * 6;
+    pixels[target] = parseInt(margin.slice(source, source + 2), 16);
+    pixels[target + 1] = parseInt(margin.slice(source + 2, source + 4), 16);
+    pixels[target + 2] = parseInt(margin.slice(source + 4, source + 6), 16);
+    pixels[target + 3] = 255;
+  }
+  const sample = program.sample, side = Number(sample?.width || 0);
+  if (sample?.rgb && side > 0 && side === Number(sample.height)) {
+    for (let y = 0; y < 128; y += 1) for (let x = 0; x < 128; x += 1) {
+      const sx = Math.min(side - 1, Math.floor(x * side / 128));
+      const sy = Math.min(side - 1, Math.floor(y * side / 128));
+      const source = (sy * side + sx) * 6, target = ((y + 16) * 160 + x + 16) * 4;
+      pixels[target] = parseInt(sample.rgb.slice(source, source + 2), 16);
+      pixels[target + 1] = parseInt(sample.rgb.slice(source + 2, source + 4), 16);
+      pixels[target + 2] = parseInt(sample.rgb.slice(source + 4, source + 6), 16);
+      pixels[target + 3] = 255;
+    }
+  }
+  canvas.getContext("2d").putImageData(new ImageData(pixels, 160, 160), 0, 0);
+  return canvas;
+}
+
+function ensureGroove(program) {
+  if (!program?.id || groovePending.has(program.id)) return;
+  const cached = grooveCache.get(program.id);
+  if (cached && Date.now() - cached.at < 12_000) return;
+  groovePending.add(program.id);
+  fetch(`/api/groove/${encodeURIComponent(program.id)}`)
+    .then((response) => response.ok ? response.json() : Promise.reject(new Error(`groove ${response.status}`)))
+    .then((groove) => grooveCache.set(program.id, {
+      at: Date.now(), canvas: renderSubstrate(program, groove), needlePixel: groove.record?.needlePixel || 0,
+      record: groove.record || null,
+    }))
+    .catch(() => {})
+    .finally(() => groovePending.delete(program.id));
+}
+
+const palette = {
+  resident: "#94f0bd",
+  dissolving: "#a57970",
+  rejected: "#f05f78",
+  classic: "#ffda68",
+  grammar: "#75cfde",
+  llm: "#ef82dc",
+  prox: "#ef82dc",
+};
+
+function fit() {
+  const ratio = devicePixelRatio || 1;
+  canvas.width = Math.max(1, Math.floor(canvas.clientWidth * ratio));
+  canvas.height = Math.max(1, Math.floor(canvas.clientHeight * ratio));
+  ctx.setTransform(ratio, 0, 0, ratio, 0, 0);
+  ctx.imageSmoothingEnabled = false;
+}
+
+function programValues(program, phase) {
+  const values = [...(program.sample?.input || [])];
+  const trace = program.sample?.trace || [];
+  if (!trace.length) return { values, active: null };
+  const end = Math.floor(phase * trace.length) % (trace.length + 28);
+  let active = null;
+  for (let i = 0; i < Math.min(end, trace.length); i += 1) {
+    const event = trace[i];
+    if (event[0] === "s") [values[event[1]], values[event[2]]] = [values[event[2]], values[event[1]]];
+    if (event[0] === "w") values[event[1]] = event[3];
+    active = event;
+  }
+  return { values, active };
+}
+
+function tileLayout(count) {
+  const w = canvas.clientWidth, h = canvas.clientHeight;
+  columns = 4;
+  return { columns: 4, rows: 3, width: w / 4, height: h / 3 };
+}
+
+function boardPrograms() {
+  const addressed = state.displayPrograms?.filter((program) => program?.domain === "raster") || [];
+  const programs = addressed.length ? addressed : (state.programs || []).filter((program) => program.domain === "raster").slice(-12);
+  return programs.slice(0, 12);
+}
+
+function fillField(programs) {
+  const layout = tileLayout(programs.length);
+  const slots = 12;
+  const field = Array.from({ length: slots }, (_, index) => ({
+    ...programs[index % programs.length],
+    visualEcho: index >= programs.length,
+    visualSlot: index,
+  }));
+  return { field, layout };
+}
+
+function drawMembranes(programs, layout) {
+  const originals = programs.filter((program) => !program.visualEcho);
+  const positions = new Map(originals.map((program) => [program.id, {
+    x: (program.visualSlot % layout.columns + .5) * layout.width,
+    y: (Math.floor(program.visualSlot / layout.columns) + .5) * layout.height,
+  }]));
+  ctx.save();
+  ctx.globalCompositeOperation = "screen";
+  ctx.lineWidth = 1.25;
+  for (const program of originals) {
+    const a = positions.get(program.id), b = positions.get(program.parent);
+    if (!a || !b) continue;
+    ctx.strokeStyle = `${palette[program.origin] || "#677"}3d`;
+    ctx.beginPath();
+    ctx.moveTo(a.x, a.y);
+    const mid = (a.x + b.x) / 2;
+    ctx.bezierCurveTo(mid, a.y, mid, b.y, b.x, b.y);
+    ctx.stroke();
+    ctx.fillStyle = `${palette[program.origin] || "#677"}66`;
+    ctx.fillRect(a.x - 1.5, a.y - 1.5, 3, 3);
+  }
+  ctx.restore();
+}
+
+function drawGrooveBands(cached, x, y, width, height, left, top, side) {
+  const rightGutter = x + width - (left + side);
+  const outside = rightGutter >= 38;
+  const railWidth = Math.max(4, Math.min(10, side * .025));
+  const railX = outside ? left + side + 4 : left + side - railWidth - 3;
+  const rowHeight = side / GROOVE_TRACKS.length;
+  const density = cached?.record?.density?.tracks || {};
+  ctx.save();
+  ctx.font = `${Math.max(6, Math.min(8, rowHeight * .3))}px "FiraCode Nerd Font Mono", "Courier New", monospace`;
+  ctx.textBaseline = "middle";
+  for (let index = 0; index < GROOVE_TRACKS.length; index += 1) {
+    const [key, label, color] = GROOVE_TRACKS[index];
+    const fill = Math.max(0, Math.min(1, Number(density[key]?.pixelFill) || 0));
+    const rowY = top + index * rowHeight;
+    ctx.globalAlpha = outside ? .34 : .68;
+    ctx.fillStyle = color;
+    ctx.fillRect(railX, rowY, railWidth, Math.max(1, rowHeight - 1));
+    ctx.globalAlpha = 1;
+    ctx.fillRect(railX, rowY, railWidth * fill, Math.max(1, rowHeight - 1));
+    if (outside) {
+      ctx.fillStyle = color;
+      ctx.globalAlpha = .82;
+      ctx.fillText(label, railX + railWidth + 4, rowY + rowHeight / 2);
+    }
+  }
+  ctx.restore();
+}
+
+function drawRasterBed(program, x, y, width, height, time) {
+  ensureGroove(program);
+  const cached = grooveCache.get(program.id), substrate = cached?.canvas;
+  if (substrate) {
+    const side = Math.min(width, height), left = x + (width - side) / 2, top = y + (height - side) / 2;
+    ctx.save(); ctx.globalAlpha = program.visualEcho ? .28 : .68;
+    ctx.imageSmoothingEnabled = false;
+    ctx.drawImage(substrate, left, top, side, side);
+    ctx.restore();
+    drawGrooveBands(cached, x, y, width, height, left, top, side);
+    const live = state.runtime?.vm?.telemetry?.residents?.find((row) => row.id === program.id);
+    const needlePixel = Math.max(0, Math.min(groovePixels.length - 1, Number(live?.needlePixel ?? cached.needlePixel) || 0));
+    const [needleX, needleY] = groovePixels[needlePixel];
+    const scale = side / 160, pulse = .45 + .55 * Math.abs(Math.sin(time * Math.PI / 260));
+    ctx.save();
+    ctx.globalAlpha = pulse;
+    ctx.fillStyle = "#fff7c5";
+    ctx.shadowColor = "#ff2ca8"; ctx.shadowBlur = Math.max(5, scale * 4);
+    ctx.fillRect(left + needleX * scale, top + needleY * scale, Math.max(2, scale), Math.max(2, scale));
+    ctx.restore();
+    return;
+  }
+  const sample = program.sample;
+  if (sample?.rgb && sample.width > 0 && sample.height > 0) {
+    const key = `${program.id}:${sample.width}:${sample.height}:${sample.rgb.length}`;
+    let raster = rasterCache.get(key);
+    if (!raster) {
+      raster = document.createElement("canvas");
+      raster.width = sample.width; raster.height = sample.height;
+      const pixels = new Uint8ClampedArray(sample.width * sample.height * 4);
+      for (let source = 0, target = 0; source < sample.rgb.length; source += 6, target += 4) {
+        pixels[target] = parseInt(sample.rgb.slice(source, source + 2), 16);
+        pixels[target + 1] = parseInt(sample.rgb.slice(source + 2, source + 4), 16);
+        pixels[target + 2] = parseInt(sample.rgb.slice(source + 4, source + 6), 16);
+        pixels[target + 3] = 255;
+      }
+      raster.getContext("2d").putImageData(new ImageData(pixels, sample.width, sample.height), 0, 0);
+      rasterCache.set(key, raster);
+    }
+    ctx.save(); ctx.globalAlpha = program.visualEcho ? .25 : .48;
+    ctx.imageSmoothingEnabled = false;
+    ctx.drawImage(raster, x, y, width, height);
+    ctx.restore();
+    return;
+  }
+  const seed = [...String(program.id || "0")].reduce((sum, char) => (sum * 33 + char.charCodeAt(0)) >>> 0, 5381);
+  const descriptor = program.descriptor || [];
+  const rasterColumns = 16;
+  const rasterRows = 8;
+  const cellWidth = width / rasterColumns;
+  const cellHeight = height / rasterRows;
+  ctx.save();
+  ctx.globalAlpha = program.visualEcho ? .19 : .28;
+  for (let row = 0; row < rasterRows; row += 1) {
+    for (let column = 0; column < rasterColumns; column += 1) {
+      const signal = (seed + column * 37 + row * 71 + Math.floor((descriptor[(column + row) % Math.max(1, descriptor.length)] || 0) * 997)) % 360;
+      ctx.fillStyle = `hsl(${signal} 82% ${18 + (signal % 29)}%)`;
+      ctx.fillRect(x + column * cellWidth, y + row * cellHeight, Math.ceil(cellWidth), Math.ceil(cellHeight));
+    }
+  }
+  ctx.restore();
+}
+
+function drawTile(program, index, layout, time) {
+  const col = index % layout.columns, row = Math.floor(index / layout.columns);
+  const x = col * layout.width, y = row * layout.height;
+  const pad = Math.max(3, Math.min(8, layout.width * .025));
+  const selected = program.id === state.selected && !program.visualEcho;
+  const statusColor = palette[program.status] || "#64716b";
+  const originColor = palette[program.origin] || "#b5c0b6";
+  ctx.fillStyle = selected ? "#172329" : index % 2 ? "#091117" : "#071016";
+  ctx.fillRect(x + 1, y + 1, layout.width - 2, layout.height - 2);
+  drawRasterBed(program, x + 2, y + 2, layout.width - 4, layout.height - 4, time);
+  ctx.strokeStyle = selected ? "#fff7c5" : `${statusColor}72`;
+  ctx.lineWidth = selected ? 3 : 1;
+  ctx.strokeRect(x + 1.5, y + 1.5, layout.width - 3, layout.height - 3);
+
+  const font = Math.max(12, Math.min(22, layout.height * .11));
+  ctx.font = `${selected ? "bold " : ""}${font}px "FiraCode Nerd Font Mono", "Courier New", monospace`;
+  ctx.textBaseline = "top";
+  ctx.fillStyle = originColor;
+  ctx.fillText(program.visualEcho ? "↻" : program.status === "rejected" ? "×" : program.retained ? "●" : "·", x + pad, y + pad);
+  ctx.fillStyle = "#dce7dc";
+  ctx.fillText(program.id || "unread", x + pad + font * 1.2, y + pad);
+  const machine = program.hardware || { label: "1X", resolution: 128 };
+  const badge = `${machine.label || "1X"} ${machine.resolution || 128}²`;
+  ctx.font = `bold ${Math.max(10, font * .72)}px "FiraCode Nerd Font Mono", "Courier New", monospace`;
+  const badgeWidth = ctx.measureText(badge).width + pad * 1.5;
+  ctx.fillStyle = "#05080ddd"; ctx.fillRect(x + layout.width - badgeWidth - pad, y + pad, badgeWidth, font);
+  ctx.fillStyle = "#ffda68"; ctx.fillText(badge, x + layout.width - badgeWidth - pad / 2, y + pad + 1);
+  ctx.font = `${selected ? "bold " : ""}${font}px "FiraCode Nerd Font Mono", "Courier New", monospace`;
+  ctx.fillStyle = "#b7cfc4";
+  const source = program.source || program.error || "(unreadable)";
+  ctx.fillText(source.slice(0, Math.max(8, Math.floor((layout.width - pad * 2) / (font * .62)))), x + pad, y + pad + font * 1.35);
+
+  if (program.status === "rejected" || !program.sample) {
+    ctx.fillStyle = "#cf6679";
+    ctx.fillText((program.error || "rejected").slice(0, 38), x + pad, y + layout.height - pad - font);
+    return;
+  }
+
+  const phase = (time * .00016 + index * .071) % 1;
+  const { values, active } = programValues(program, phase);
+  const graphTop = y + pad + font * 3;
+  const graphHeight = Math.max(8, layout.height - (graphTop - y) - pad - font * 1.2);
+  const cellWidth = Math.max(1, (layout.width - pad * 2) / Math.max(1, values.length));
+  const max = Math.max(1, ...values);
+  values.forEach((value, valueIndex) => {
+    const intensity = value / max;
+    const hue = 120 + intensity * 240 + (program.descriptor?.[2] || 0) * 90 + index * 7;
+    ctx.fillStyle = `hsl(${hue % 360} 92% ${26 + intensity * 58}%)`;
+    const barHeight = Math.max(2, intensity * graphHeight);
+    ctx.fillRect(x + pad + valueIndex * cellWidth, graphTop + graphHeight - barHeight, Math.max(1, cellWidth - 1), barHeight);
+  });
+  if (active) {
+    ctx.strokeStyle = active[0] === "c" ? "#ffda68" : active[0] === "s" ? "#ef82dc" : "#75cfde";
+    ctx.lineWidth = 2;
+    for (const valueIndex of [active[1], active[2]]) {
+      if (valueIndex < 0) continue;
+      ctx.strokeRect(x + pad + valueIndex * cellWidth, graphTop, Math.max(2, cellWidth), graphHeight);
+    }
+  }
+  ctx.font = `${Math.max(10, font * .78)}px "FiraCode Nerd Font Mono", "Courier New", monospace`;
+  const health = state.runtime?.vm?.telemetry?.residents?.find((row) => row.id === program.id);
+  const analysis = state.runtime?.vm?.telemetry?.analysis?.find((row) => row.id === program.id);
+  ctx.fillStyle = statusColor;
+  const footer = `${program.visualEcho ? "ECHO  " : ""}N ${Number(program.novelty || 0).toFixed(2)} Q ${Number(program.quality || 0).toFixed(2)} G${program.generation || 0}`;
+  ctx.fillText(footer, x + pad, y + layout.height - pad - font * .72);
+  if (health) {
+    const barX = x + pad, barY = y + layout.height - Math.max(4, pad * .55);
+    const barWidth = layout.width - pad * 2, barHeight = Math.max(3, pad * .32);
+    ctx.fillStyle = "#000000"; ctx.fillRect(barX, barY, barWidth, barHeight);
+    const healthGradient = ctx.createLinearGradient(barX, 0, barX + barWidth, 0);
+    healthGradient.addColorStop(0, "#e32636");
+    healthGradient.addColorStop(.34, "#ff7a1a");
+    healthGradient.addColorStop(.67, "#ffd84a");
+    healthGradient.addColorStop(1, "#72e889");
+    ctx.fillStyle = healthGradient;
+    ctx.fillRect(barX, barY, barWidth * Math.max(0, Math.min(100, health.hp)) / 100, barHeight);
+    if (analysis) {
+      ctx.fillStyle = "#ffffff";
+      ctx.fillRect(barX + barWidth * Math.max(0, Math.min(100, analysis.cutoff)) / 100 - 1, barY - 2, 2, barHeight + 4);
+    }
+  }
+}
+
+function draw(time = 0) {
+  const programs = boardPrograms();
+  ctx.fillStyle = "#04080d";
+  ctx.fillRect(0, 0, canvas.clientWidth, canvas.clientHeight);
+  if (!programs.length) {
+    ctx.fillStyle = "#9acbb7";
+    ctx.font = "24px monospace";
+    ctx.fillText("awakening Lisp Soup…", 24, 24);
+    requestAnimationFrame(draw);
+    return;
+  }
+  const { field, layout } = fillField(programs);
+  field.forEach((program, index) => drawTile(program, index, layout, time));
+  drawMembranes(field, layout);
+  requestAnimationFrame(draw);
+}
+
+async function select(index) {
+  const programs = boardPrograms();
+  if (!programs.length) return;
+  selectedIndex = (index + programs.length) % programs.length;
+  const id = programs[selectedIndex].id;
+  state.selected = id;
+  await fetch("/api/select", {
+    method: "POST",
+    headers: { "content-type": "application/json" },
+    body: JSON.stringify({ id }),
+  });
+}
+
+function navigate(dx, dy) {
+  select(selectedIndex + dx + dy * columns).catch(() => {});
+}
+
+window.addEventListener("keydown", (event) => {
+  if (event.key === "ArrowLeft" || event.key.toLowerCase() === "a") navigate(-1, 0);
+  if (event.key === "ArrowRight" || event.key.toLowerCase() === "d") navigate(1, 0);
+  if (event.key === "ArrowUp" || event.key.toLowerCase() === "w") navigate(0, -1);
+  if (event.key === "ArrowDown" || event.key.toLowerCase() === "s") navigate(0, 1);
+});
+
+function pollGamepad(time) {
+  const pad = navigator.getGamepads?.()[0];
+  if (pad && time - lastMove > 220) {
+    const x = pad.axes[0] || 0, y = pad.axes[1] || 0;
+    if (Math.abs(x) > .6 || Math.abs(y) > .6) {
+      navigate(Math.abs(x) > .6 ? Math.sign(x) : 0, Math.abs(y) > .6 ? Math.sign(y) : 0);
+      lastMove = time;
+    }
+  }
+  requestAnimationFrame(pollGamepad);
+}
+
+async function stream() {
+  const response = await fetch("/api/stream");
+  if (!response.ok) throw new Error(`soup stream refused (${response.status})`);
+  const reader = response.body.getReader();
+  const decoder = new TextDecoder();
+  let pending = "";
+  for (;;) {
+    const { done, value } = await reader.read();
+    if (done) break;
+    pending += decoder.decode(value, { stream: true });
+    const lines = pending.split("\n");
+    pending = lines.pop();
+    for (const line of lines) {
+      if (!line) continue;
+      state = JSON.parse(line).state;
+      const programs = boardPrograms();
+      selectedIndex = Math.max(0, programs.findIndex((program) => program.id === state.selected));
+      const active = programs[selectedIndex];
+      soupIteration.textContent = `ITER ${state.iteration.toLocaleString()}`;
+      soupProgram.textContent = active?.source || "(EMPTY SOUP)";
+      soupCoverage.textContent = `${state.coverage} / ${state.capacity} NICHES`;
+      soupVerification.textContent = `${state.accepted.toLocaleString()} VERIFIED`;
+      description.textContent = `${programs.length} organisms in a fixed 4×3 field; ${state.coverage} archive cells; selected ${active?.source || "none"}.`;
+    }
+  }
+}
+
+window.addEventListener("resize", fit);
+fit();
+requestAnimationFrame(draw);
+requestAnimationFrame(pollGamepad);
+stream().catch((error) => { description.textContent = error.message; });
-- 
2.51.2


From 6785b64b0168d3615dd519afa9f72a0375fe8706 Mon Sep 17 00:00:00 2001
From: "prompt.ac/@jeffrey" <mail@aesthetic.computer>
Date: Fri, 24 Jul 2026 18:09:37 -0700
Subject: [PATCH 14/14] Record stopped Piecefarm handoff for Blueberry

---
 .../intelligent-terrarium/PIECEFARM-OPS.md    | 60 ++++++++++++-------
 1 file changed, 37 insertions(+), 23 deletions(-)

diff --git a/experiments/intelligent-terrarium/PIECEFARM-OPS.md b/experiments/intelligent-terrarium/PIECEFARM-OPS.md
index 9c01d0fe2f..c73e886d3d 100644
--- a/experiments/intelligent-terrarium/PIECEFARM-OPS.md
+++ b/experiments/intelligent-terrarium/PIECEFARM-OPS.md
@@ -1,6 +1,6 @@
 # Piecefarm live operations
 
-Last verified: 2026-07-24 17:46 PDT
+Last verified: 2026-07-24 18:03 PDT
 
 ## Current season
 
@@ -9,11 +9,13 @@ Last verified: 2026-07-24 17:46 PDT
 - State root: `/home/me/.local/share/piecefarm/state`
 - Experiment: `/home/me/piecefarm/experiments/intelligent-terrarium`
 - API: loopback-only at `127.0.0.1:8788`
-- Displays: two native SDL3/OpenGL panels at 2560×1440, approximately 142–143 FPS
+- Displays: stopped; the last live run held two native SDL3/OpenGL panels at
+  2560×1440 and approximately 139–144 FPS
 - Visible embodiment: twelve fixed-address RGB residents, sampled pixel-perfectly
 - Search population: heterogeneous 32×32, 64×64, 128×128, and 256×256 fields
-- Audio: active stereo Piecefarm stream on the tower's ALC1220 analog Line Out
-- Search cadence: 100 ms launch clock, eight CPU workers, 64-proposal look-ahead
+- Audio: stopped; the last route was the tower's ALC1220 analog Line Out at 38%
+- Search cadence when resumed: 100 ms launch clock, eight CPU workers,
+  64-proposal look-ahead
 
 The launch clock and worker count are user-manager environment overrides
 (`PIECEFARM_CYCLE_MS=100`, `PIECEFARM_WORKERS=8`,
@@ -21,19 +23,18 @@ The launch clock and worker count are user-manager environment overrides
 user-manager lifetime, but not necessarily a logout or reboot. The source
 defaults remain deliberately more conservative.
 
-The service is running but deliberately **disabled** for login autostart. Do
-not enable it or make the current launch/worker overrides permanent without a
-keeper decision.
+The service was explicitly stopped before handoff and is `inactive`. It remains
+deliberately **disabled** for login autostart. Do not start it, enable it, or
+make the current launch/worker overrides permanent without a keeper decision.
 The separate fleet status cockpit is closed; its login autostart entry is
 unchanged.
 
 ## Loopboy caretaker
 
-- Canonical prox: `neo:tal#A2F2270F` (host machine `neo.local`)
-- Agent: Codex on `neo.local`, advertised as `neo` by the fresh fleet ledger
-- CWD: this experiment directory
-- Private route: the existing Piecefarm `alex` Loopboy contact
-- Delivery: isolated prox inbox; no Terminal, clipboard, pointer, or keyboard injection
+There is no active Piecefarm caretaker at handoff. The final Neo replacement
+exited before Neo's battery shutdown. A successor on Blueberry should use this
+experiment directory, bind the existing private `alex` contact, and use the
+isolated prox inbox—never Terminal, clipboard, pointer, or keyboard injection.
 
 The caretaker verifies service health, iteration movement, display assignment,
 display rate, and the actual PipeWire sink/port. It should re-enter
@@ -48,20 +49,33 @@ The earlier `neo:tupas#758ACE5E` rock disappeared from Neo's fresh ledger after
 the client switched to a mobile network. Its first replacement inherited an
 unrelated stale session and was allowed to exit. At 17:57 PDT the genuinely
 fresh guarded `neo:tal#A2F2270F` session was launched in the same worktree and
-bound to the same isolated `alex` Loopboy route; the autonomous jas-nzxt
-service did not stop during either control-plane change.
+bound to the same isolated `alex` Loopboy route. It later exited, and at 18:03
+PDT the jas-nzxt service was explicitly stopped and reset to clean `inactive`
+state.
+
+## Blueberry pickup
+
+The complete source handoff is branch `agent/intelligent-terrarium`, commit
+`e904bf8f5` or later, on the canonical Tangled `origin`. On Blueberry:
+
+```sh
+git fetch origin agent/intelligent-terrarium
+git switch --track origin/agent/intelligent-terrarium
+cd experiments/intelligent-terrarium
+npm test
+```
+
+Read this file and `SCORE.md` before touching the remote runtime. The saved farm
+state and its autonomous Git history remain on jas-nzxt under the paths above;
+the source branch intentionally does not contain that mutable state.
 
 ## Capacity reading
 
-The desktop is near its shared compute capacity, but not its RAM capacity.
-With the 64-proposal look-ahead live, Piecefarm uses roughly 5–7 logical cores
-in Node plus 1.1–1.4 cores in the native display/VM. The independent miner uses
-about two more CPU cores, so the observed system load is roughly 11 on 12
-logical CPUs. Piecefarm is about 1.12 GB current / 1.21 GB peak of its 2 GB
-cgroup maximum and the host still has about 12 GiB available RAM. Sustained
-two-display presentation is roughly 136–142 FPS. Under the co-resident miner,
-mixed-resolution search completes roughly 38–45 evaluations/second, up from
-20–25/second with the old eight-proposal barrier.
+The final live snapshot used about 1.73 GB current / 1.89 GB peak of its 2 GB
+cgroup maximum. Sustained two-display presentation was roughly 139–144 FPS.
+The final mixed-resolution search snapshot reported 12.8 evaluations/second;
+earlier windows reached 38–45/second, so a successor should treat throughput as
+load-sensitive rather than quoting a single capacity number.
 
 The RTX 3070 is effectively saturated: the latest process sample attributed
 about 84% SM to `matador-miner` and 14% graphics work to Piecefarm. Piecefarm's OpenGL presentation remains smooth,
-- 
2.51.2