diff --git a/server/backend/commons.py b/server/backend/commons.py
index e688ff9..ef79d16 100644
--- a/server/backend/commons.py
+++ b/server/backend/commons.py
@@ -1,4 +1,3 @@
-
 import json
 import time
 from ..schemas import OutputItemDeltaModel, ResponsesRequest
@@ -65,10 +64,13 @@ def normalize_harmony_tool_name(
     if tool_name in valid_tool_names:
         return tool_name
 
-    normalized = tool_name.removeprefix("functions.")
+    # The final split is to counter model emitting stuff like
+    # functions.read<|channel|>analysis as tool name somtimes
+    normalized = tool_name.removeprefix("functions.").split("<")[0]
     if normalized in valid_tool_names:
         return normalized
 
+    # TODO: why are returning this invalid tool lul
     return tool_name
 
 
@@ -113,9 +115,13 @@ def build_harmony_conversation(
             case CUserMessageItemParam():
                 content = ""
                 if isinstance(item.content, list):
-                    content = item.content[0].text  # pyright: ignore[reportAttributeAccessIssue]
+                    content = item.content[
+                        0
+                    ].text  # pyright: ignore[reportAttributeAccessIssue]
                 else:
-                    content = item.content.root  # pyright: ignore[reportAttributeAccessIssue]
+                    content = (
+                        item.content.root
+                    )  # pyright: ignore[reportAttributeAccessIssue]
                 convo_list.append(
                     Message.from_role_and_content(Role.USER, content)  # pyright: ignore
                 )
@@ -131,9 +137,13 @@ def build_harmony_conversation(
             case CAssistantMessageItemParam():
                 content = ""
                 if isinstance(item.content, list):
-                    content = item.content[0].text  # pyright: ignore[reportAttributeAccessIssue]
+                    content = item.content[
+                        0
+                    ].text  # pyright: ignore[reportAttributeAccessIssue]
                 else:
-                    content = item.content.root  # pyright: ignore[reportAttributeAccessIssue]
+                    content = (
+                        item.content.root
+                    )  # pyright: ignore[reportAttributeAccessIssue]
 
                 convo_list.append(
                     Message.from_role_and_content(
@@ -142,7 +152,9 @@ def build_harmony_conversation(
                 )
             case CSystemMessageItemParam():
                 convo_list.append(
-                    Message.from_role_and_content(Role.SYSTEM, item.content.root)  # pyright: ignore[reportAttributeAccessIssue]
+                    Message.from_role_and_content(
+                        Role.SYSTEM, item.content.root
+                    )  # pyright: ignore[reportAttributeAccessIssue]
                 )
             case CFunctionCallItemParam():
                 function_name = item.name
@@ -165,7 +177,9 @@ def build_harmony_conversation(
                     Message.from_author_and_content(
                         Author.new(Role.TOOL, function_name),
                         item.output,  # pyright: ignore
-                    ).with_channel("commentary")
+                    )
+                    .with_channel("commentary")
+                    .with_recipient(Role.ASSISTANT)
                 )
             case CReasoningItemParam():
                 continue
@@ -173,6 +187,8 @@ def build_harmony_conversation(
                 raise TypeError("unknown type")
 
     convo = Conversation.from_messages(convo_list)
+
+    # print(f"HARMONY CONVO\n{convo}")
     return convo
 
 
@@ -190,14 +206,19 @@ def handle_response_input(request: ResponsesRequest):
         user_msg_item = request.input[-1]
         if isinstance(user_msg_item, CUserMessageItemParam):
             if isinstance(user_msg_item.content, list):
-                user_input_content = user_msg_item.content[0].text  # pyright: ignore[reportAttributeAccessIssue]
+                user_input_content = user_msg_item.content[
+                    0
+                ].text  # pyright: ignore[reportAttributeAccessIssue]
             else:
-                user_input_content = user_msg_item.content.root  # pyright: ignore[reportAttributeAccessIssue]
+                user_input_content = (
+                    user_msg_item.content.root
+                )  # pyright: ignore[reportAttributeAccessIssue]
         else:
             # FIXME: Not a user input should handle this for non-harmonic later
             user_input_content = ""
     return user_input_content
 
+
 def _sse(event_name: str, payload: dict, current_seq_no: int) -> tuple[str, int]:
     seq_no = current_seq_no + 1
     event = {
diff --git a/server/backend/mlx.py b/server/backend/mlx.py
index f1aad7b..a4c2b08 100644
--- a/server/backend/mlx.py
+++ b/server/backend/mlx.py
@@ -24,6 +24,7 @@ from .commons import (
     get_reasoning_effort,
     handle_response_input,
     is_harmony_family,
+    normalize_harmony_tool_name,
 )
 
 from ..schemas import (
@@ -99,6 +100,8 @@ async def generate_response_chat_stream(
         convo = build_harmony_conversation(
             reasoning_effort,
             request.input,  # pyright: ignore
+            replay_function_calls=True,
+            tools=request.tools,
         )
 
     input_tokens = len(runner.tokenizer.encode(user_input_content))  # pyright: ignore
@@ -149,7 +152,7 @@ async def generate_response_chat_stream(
                 continue
 
             if isinstance(token, ToolCallStart):
-                tool_name = token.name                
+                tool_name = normalize_harmony_tool_name(token.name, request.tools)
                 token = "**[ToolCall]**\n\n"
 
             if not isinstance(token, str):
@@ -166,7 +169,6 @@ async def generate_response_chat_stream(
                 last_state = state
                 state = "toolcall"
                 tool_id = f"toolcall_{uuid.uuid4()}"
-                # Start fresh so arguments from the last tool call are not reused. I did the same in Linux.
                 tool_call_text = ""
                 content_index = 0
 
@@ -199,7 +201,7 @@ async def generate_response_chat_stream(
                     )
                     output_items.append(item)
                     yield resp_str
-                elif state == "answer":
+                elif last_state == "answer":
                     resp_str, sequence_number, output_index, item = (
                         _process_output_item_done(
                             "message",
@@ -244,7 +246,7 @@ async def generate_response_chat_stream(
                     yield resp_str
                 # To avoid toolcall tag in the final arguments txt
                 if content_index != 0:
-                    tool_call_text += token      
+                    tool_call_text += token
                     output_item = OutputItemDeltaModel(
                         item_name="function_call_arguments",
                         item_id=tool_id,
diff --git a/server/backend/mlx_runner.py b/server/backend/mlx_runner.py
index b0dc96e..d61b452 100644
--- a/server/backend/mlx_runner.py
+++ b/server/backend/mlx_runner.py
@@ -45,7 +45,7 @@ def get_model_context_length(model_path: str) -> int:
         Maximum context length for the model (defaults to 4096 if not found)
     """
     config_path = os.path.join(model_path, "config.json")
-
+    # return 40000
     try:
         with open(config_path) as f:
             config = json.load(f)
@@ -415,6 +415,7 @@ class MLXRunner:
         Returns:
             Effective max tokens to use
         """
+
         if not self._context_length:
             # Fallback when context length is unknown
             fallback = 4096 if interactive else 2048
@@ -454,6 +455,7 @@ class MLXRunner:
             raise RuntimeError("Model not loaded. Call load_model() first.")
 
         effective_max_tokens = self.get_effective_max_tokens(max_tokens, True)
+        # effective_max_tokens = 30000
 
         encoding = load_harmony_encoding(HarmonyEncodingName.HARMONY_GPT_OSS)
 
@@ -463,6 +465,9 @@ class MLXRunner:
             conversation, Role.ASSISTANT
         )
 
+        # print(f"{self.tokenizer.decode(prompt_tokens)}")
+
+        # print("----------END OF CONVO------------")
         prompt_array = mx.array(prompt_tokens)  # pyright: ignore
 
         start_time = time.time()
@@ -491,27 +496,45 @@ class MLXRunner:
 
         # Collect tokens and yield text
         generated_tokens = []
-        is_analysis = None
-        is_final = None
-        is_commentary = None
+        current_channel = None
         for token, _ in generator:
             token_id = token.item() if hasattr(token, "item") else token
+            # print(f"{self.tokenizer.decode(token_id)}", end="")
+
             parser.process(token_id)  # pyright: ignore
             generated_tokens.append(token_id)
 
-            if is_analysis is None and parser.current_channel == "analysis":
-                is_analysis = True
+            # if (
+            #     parser.current_channel == "analysis"
+            #     and parser.current_recipient != None
+            # ):
+            #     print("FOUND TOOL CALL IN REASONING ANOMALY")
+
+            if (
+                current_channel != "analysis"
+                and parser.current_channel == "analysis"
+                and parser.current_recipient == None
+                and parser.current_content_type == None
+            ):
+                current_channel = "analysis"
                 yield "\n\n**[Reasoning]**\n\n"
 
-            if is_commentary is None and parser.current_channel == "commentary":
+            if (
+                current_channel != "commentary"
+                and parser.current_channel == "commentary"
+            ) or (
+                current_channel != "commentary"
+                and parser.current_channel == "analysis"
+                and parser.current_recipient != None
+            ):
                 if not parser.current_recipient:
                     # No business with an empty tool name
                     continue
-                is_commentary = True
-                yield ToolCallStart(name=parser.current_recipient or "bash")
+                current_channel = "commentary"
+                yield ToolCallStart(name=parser.current_recipient or "")
 
-            if is_final is None and parser.current_channel == "final":
-                is_final = True
+            if current_channel != "final" and parser.current_channel == "final":
+                current_channel = "final"
                 yield "\n---\n**[Answer]**\n\n"
 
             if ttft is None:
diff --git a/server/uv.lock b/server/uv.lock
index 9dee00e..f088da2 100644
--- a/server/uv.lock
+++ b/server/uv.lock
@@ -5,15 +5,6 @@ requires-python = "==3.13.*"
 [options]
 exclude-newer = "2026-06-02T14:14:30Z"
 
-[[package]]
-name = "annotated-doc"
-version = "0.0.4"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
-]
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -65,15 +56,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
-[[package]]
-name = "diskcache"
-version = "5.6.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/3f/21/1c1ffc1a039ddcc459db43cc108658f32c57d271d7289a2794e401d0fdb6/diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc", size = 67916, upload-time = "2023-08-31T06:12:00.316Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/3f/27/4570e78fc0bf5ea0ca45eb1de3818a23787af9b390c0b0a0033a1b8236f9/diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19", size = 45550, upload-time = "2023-08-31T06:11:58.822Z" },
-]
-
 [[package]]
 name = "fastapi"
 version = "0.119.0"
@@ -88,24 +70,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ce/70/584c4d7cad80f5e833715c0a29962d7c93b4d18eed522a02981a6d1b6ee5/fastapi-0.119.0-py3-none-any.whl", hash = "sha256:90a2e49ed19515320abb864df570dd766be0662c5d577688f1600170f7f73cf2", size = 107095, upload-time = "2025-10-11T17:13:39.048Z" },
 ]
 
-[[package]]
-name = "filelock"
-version = "3.25.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/94/b8/00651a0f559862f3bb7d6f7477b192afe3f583cc5e26403b44e59a55ab34/filelock-3.25.2.tar.gz", hash = "sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694", size = 40480, upload-time = "2026-03-11T20:45:38.487Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a4/a5/842ae8f0c08b61d6484b52f99a03510a3a72d23141942d216ebe81fefbce/filelock-3.25.2-py3-none-any.whl", hash = "sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70", size = 26759, upload-time = "2026-03-11T20:45:37.437Z" },
-]
-
-[[package]]
-name = "fsspec"
-version = "2026.3.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e1/cf/b50ddf667c15276a9ab15a70ef5f257564de271957933ffea49d2cdbcdfb/fsspec-2026.3.0.tar.gz", hash = "sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41", size = 313547, upload-time = "2026-03-27T19:11:14.892Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/d5/1f/5f4a3cd9e4440e9d9bc78ad0a91a1c8d46b4d429d5239ebe6793c9fe5c41/fsspec-2026.3.0-py3-none-any.whl", hash = "sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4", size = 202595, upload-time = "2026-03-27T19:11:13.595Z" },
-]
-
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -115,16 +79,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
 ]
 
-[[package]]
-name = "hf-xet"
-version = "1.4.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/53/92/ec9ad04d0b5728dca387a45af7bc98fbb0d73b2118759f5f6038b61a57e8/hf_xet-1.4.3.tar.gz", hash = "sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113", size = 670477, upload-time = "2026-03-31T22:40:07.874Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/2b/d2/8bee5996b699262edb87dbb54118d287c0e1b2fc78af7cdc41857ba5e3c4/hf_xet-1.4.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f", size = 3558942, upload-time = "2026-03-31T22:39:47.938Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/f8/7aacb8e5f4a7899d39c787b5984e912e6c18b11be136ef13947d7a66d265/hf_xet-1.4.3-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583", size = 3562178, upload-time = "2026-03-31T22:39:51.295Z" },
-]
-
 [[package]]
 name = "httpcore"
 version = "1.0.9"
@@ -153,26 +107,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "huggingface-hub"
-version = "1.9.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "filelock" },
-    { name = "fsspec" },
-    { name = "hf-xet", marker = "platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" },
-    { name = "httpx" },
-    { name = "packaging" },
-    { name = "pyyaml" },
-    { name = "tqdm" },
-    { name = "typer" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/88/bb/62c7aa86f63a05e2f9b96642fdef9b94526a23979820b09f5455deff4983/huggingface_hub-1.9.0.tar.gz", hash = "sha256:0ea5be7a56135c91797cae6ad726e38eaeb6eb4b77cefff5c9d38ba0ecf874f7", size = 750326, upload-time = "2026-04-03T08:35:55.888Z" }
-wheels = [
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-
 [[package]]
 name = "idna"
 version = "3.11"
@@ -191,182 +125,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "jinja2"
-version = "3.1.6"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "markupsafe" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" }
-wheels = [
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-
-[[package]]
-name = "llama-cpp-python"
-version = "0.3.25"
-source = { url = "https://github.com/abetlen/llama-cpp-python/releases/download/v0.3.25-cu124/llama_cpp_python-0.3.25-py3-none-linux_x86_64.whl" }
-dependencies = [
-    { name = "diskcache" },
-    { name = "jinja2" },
-    { name = "numpy" },
-    { name = "typing-extensions" },
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-wheels = [
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-]
-
-[package.metadata]
-requires-dist = [
-    { name = "diskcache", specifier = ">=5.6.1" },
-    { name = "fastapi", marker = "extra == 'server'", specifier = ">=0.100.0" },
-    { name = "fastapi", marker = "extra == 'test'", specifier = ">=0.100.0" },
-    { name = "httpx", marker = "extra == 'dev'", specifier = ">=0.24.1" },
-    { name = "httpx", marker = "extra == 'test'", specifier = ">=0.24.1" },
-    { name = "huggingface-hub", marker = "extra == 'test'", specifier = ">=0.23.0" },
-    { name = "jinja2", specifier = ">=2.11.3" },
-    { name = "llama-cpp-python", extras = ["dev", "server", "test"], marker = "extra == 'all'" },
-    { name = "mkdocs", marker = "extra == 'dev'", specifier = ">=1.4.3" },
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-    { name = "pytest", marker = "extra == 'dev'", specifier = ">=7.4.0" },
-    { name = "pytest", marker = "extra == 'test'", specifier = ">=7.4.0" },
-    { name = "pyyaml", marker = "extra == 'server'", specifier = ">=5.1" },
-    { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.15.7" },
-    { name = "scipy", marker = "extra == 'test'", specifier = ">=1.10" },
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2.51.2


From e57e5593f29be3a05e3ccb7f02d8856fcb540b5a Mon Sep 17 00:00:00 2001
From: madclaws <pavanan.anandu63@gmail.com>
Date: Fri, 19 Jun 2026 00:02:10 +0530
Subject: [PATCH 2/5] build: Using tiles fork of harmony renderer 0.0.8-rc.2

- Fixes unexpected tokens remaining in header error
https://github.com/tilesprivacy/tiles/issues/145
---
 server/pyproject.toml         |  1 -
 server/requirements-linux.txt |  1 +
 server/requirements-macos.txt |  1 +
 server/uv.lock                | 25 -------------------------
 4 files changed, 2 insertions(+), 26 deletions(-)

diff --git a/server/pyproject.toml b/server/pyproject.toml
index 4ef23d1..00eee89 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -6,7 +6,6 @@ requires-python = "==3.13.*"
 dependencies = [
     "fastapi==0.119.0",
     "uvicorn==0.38.0",
-    "openai-harmony==0.0.8",
     "httpx==0.28.1",
     "openresponses-types",
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diff --git a/server/requirements-linux.txt b/server/requirements-linux.txt
index 18ac970..97194c6 100644
--- a/server/requirements-linux.txt
+++ b/server/requirements-linux.txt
@@ -1,3 +1,4 @@
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 nvidia-cuda-runtime-cu12
 nvidia-cublas-cu12
+openai-harmony @ https://github.com/tilesprivacy/tiles-harmony/releases/download/v0.0.8-rc.2/openai_harmony-0.0.8rc2-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=4cceb53ecb0ff2a5a2fa8b17672fb7af89ccc4afd97dfa525844995686250b46
diff --git a/server/requirements-macos.txt b/server/requirements-macos.txt
index 8c6cadb..4d15c43 100644
--- a/server/requirements-macos.txt
+++ b/server/requirements-macos.txt
@@ -1,2 +1,3 @@
 mlx==0.31.1
 mlx-lm==0.31.0
+openai-harmony @ https://github.com/tilesprivacy/tiles-harmony/releases/download/v0.0.8-rc.2/openai_harmony-0.0.8rc2-cp38-abi3-macosx_11_0_arm64.whl#sha256=43d85451b30c7f4e78e3285fb8e807a7506b0acb939853d4f6b0898e12c044df
diff --git a/server/uv.lock b/server/uv.lock
index f088da2..cf25480 100644
--- a/server/uv.lock
+++ b/server/uv.lock
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 version = "2.3.0.post1"
@@ -262,7 +239,6 @@ source = { editable = "." }
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-    { name = "openai-harmony" },
     { name = "openresponses-types" },
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@@ -277,7 +253,6 @@ dev = [
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     { name = "fastapi", specifier = "==0.119.0" },
     { name = "httpx", specifier = "==0.28.1" },
-    { name = "openai-harmony", specifier = "==0.0.8" },
     { name = "openresponses-types" },
     { name = "uvicorn", specifier = "==0.38.0" },
 ]
-- 
2.51.2


From c0a72b49ff343a81266c4437fad281574eec6800 Mon Sep 17 00:00:00 2001
From: madclaws <pavanan.anandu63@gmail.com>
Date: Fri, 19 Jun 2026 08:07:36 +0530
Subject: [PATCH 3/5] build: ci fixes

---
 Cargo.lock                         | 2 +-
 server/stack/macos/venvstacks.toml | 2 +-
 tiles/Cargo.toml                   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/Cargo.lock b/Cargo.lock
index 8cac7f7..843f664 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -5996,7 +5996,7 @@ dependencies = [
 
 [[package]]
 name = "tiles"
-version = "0.4.12"
+version = "0.4.13-rc.1"
 dependencies = [
  "anyhow",
  "apple-native-keyring-store",
diff --git a/server/stack/macos/venvstacks.toml b/server/stack/macos/venvstacks.toml
index 1efc23c..27d3c17 100644
--- a/server/stack/macos/venvstacks.toml
+++ b/server/stack/macos/venvstacks.toml
@@ -24,8 +24,8 @@ requirements = [
     "fastapi==0.119.0",
     "uvicorn==0.38.0",
     "mlx-lm==0.31.0",
-    "openai-harmony==0.0.8",
     "openresponses-types",
+    "openai-harmony @ https://github.com/tilesprivacy/tiles-harmony/releases/download/v0.0.8-rc.2/openai_harmony-0.0.8rc2-cp38-abi3-macosx_arm64.whl#sha256=43d85451b30c7f4e78e3285fb8e807a7506b0acb939853d4f6b0898e12c044df",
     "httpx==0.28.1",
     ]
 
diff --git a/tiles/Cargo.toml b/tiles/Cargo.toml
index f6848b4..e811f11 100644
--- a/tiles/Cargo.toml
+++ b/tiles/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "tiles"
-version = "0.4.12"
+version = "0.4.13-rc.1"
 edition = "2024"
 
 [dependencies]
-- 
2.51.2


From c6f6ce1f3c62feb05ea8e77f81eba6f23ee2ba70 Mon Sep 17 00:00:00 2001
From: madclaws <pavanan.anandu63@gmail.com>
Date: Fri, 19 Jun 2026 12:30:16 +0530
Subject: [PATCH 4/5] build: using `tiles-harmony 0.0.8rc4`

---
 server/pyproject.toml              |  6 +++++-
 server/requirements-linux.txt      |  1 -
 server/requirements-macos.txt      |  2 +-
 server/stack/linux/venvstacks.toml |  2 +-
 server/stack/macos/venvstacks.toml |  2 +-
 server/uv.lock                     | 24 ++++++++++++++++++++++++
 6 files changed, 32 insertions(+), 5 deletions(-)

diff --git a/server/pyproject.toml b/server/pyproject.toml
index 00eee89..33f3d77 100644
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -8,6 +8,7 @@ dependencies = [
     "uvicorn==0.38.0",
     "httpx==0.28.1",
     "openresponses-types",
+    "tiles-harmony==0.0.8rc4"
 ]
 
 [build-system]
@@ -18,7 +19,10 @@ build-backend = "setuptools.build_meta"
 exclude = ["backend", "backend.*"]
 
 [tool.uv]
-exclude-newer="2026-06-02T19:44:30+05:30"
+exclude-newer = "2026-06-02T19:44:30+05:30"
+
+[tool.uv.exclude-newer-package]
+ tiles-harmony="2026-06-20T03:01:00Z"
 
 [dependency-groups]
 dev = [
diff --git a/server/requirements-linux.txt b/server/requirements-linux.txt
index 97194c6..18ac970 100644
--- a/server/requirements-linux.txt
+++ b/server/requirements-linux.txt
@@ -1,4 +1,3 @@
 llama-cpp-python @ https://github.com/abetlen/llama-cpp-python/releases/download/v0.3.25-cu124/llama_cpp_python-0.3.25-py3-none-linux_x86_64.whl#sha256=d4651fe74e66275aa1f6f16027bc9113c91cc828c421c156151c3d392a27020d
 nvidia-cuda-runtime-cu12
 nvidia-cublas-cu12
-openai-harmony @ https://github.com/tilesprivacy/tiles-harmony/releases/download/v0.0.8-rc.2/openai_harmony-0.0.8rc2-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=4cceb53ecb0ff2a5a2fa8b17672fb7af89ccc4afd97dfa525844995686250b46
diff --git a/server/requirements-macos.txt b/server/requirements-macos.txt
index 4d15c43..b763a6c 100644
--- a/server/requirements-macos.txt
+++ b/server/requirements-macos.txt
@@ -1,3 +1,3 @@
 mlx==0.31.1
 mlx-lm==0.31.0
-openai-harmony @ https://github.com/tilesprivacy/tiles-harmony/releases/download/v0.0.8-rc.2/openai_harmony-0.0.8rc2-cp38-abi3-macosx_11_0_arm64.whl#sha256=43d85451b30c7f4e78e3285fb8e807a7506b0acb939853d4f6b0898e12c044df
+
diff --git a/server/stack/linux/venvstacks.toml b/server/stack/linux/venvstacks.toml
index 86c6d82..0bffa68 100644
--- a/server/stack/linux/venvstacks.toml
+++ b/server/stack/linux/venvstacks.toml
@@ -22,7 +22,7 @@ dynlib_exclude = [
 requirements = [
     "fastapi==0.119.0",
     "uvicorn==0.38.0",
-    "openai-harmony==0.0.8",
+    "tiles-harmony==0.0.8rc4",
     "llama-cpp-python @ https://github.com/abetlen/llama-cpp-python/releases/download/v0.3.25-cu124/llama_cpp_python-0.3.25-py3-none-linux_x86_64.whl#sha256=d4651fe74e66275aa1f6f16027bc9113c91cc828c421c156151c3d392a27020d",
     "nvidia-cuda-runtime-cu12",
     "nvidia-cublas-cu12",
diff --git a/server/stack/macos/venvstacks.toml b/server/stack/macos/venvstacks.toml
index 27d3c17..4e26e62 100644
--- a/server/stack/macos/venvstacks.toml
+++ b/server/stack/macos/venvstacks.toml
@@ -25,7 +25,7 @@ requirements = [
     "uvicorn==0.38.0",
     "mlx-lm==0.31.0",
     "openresponses-types",
-    "openai-harmony @ https://github.com/tilesprivacy/tiles-harmony/releases/download/v0.0.8-rc.2/openai_harmony-0.0.8rc2-cp38-abi3-macosx_arm64.whl#sha256=43d85451b30c7f4e78e3285fb8e807a7506b0acb939853d4f6b0898e12c044df",
+    "tiles-harmony==0.0.8rc4",
     "httpx==0.28.1",
     ]
 
diff --git a/server/uv.lock b/server/uv.lock
index cf25480..e8edb6f 100644
--- a/server/uv.lock
+++ b/server/uv.lock
@@ -5,6 +5,9 @@ requires-python = "==3.13.*"
 [options]
 exclude-newer = "2026-06-02T14:14:30Z"
 
+[options.exclude-newer-package]
+tiles-harmony = "2026-06-20T03:01:00Z"
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -240,6 +243,7 @@ dependencies = [
     { name = "fastapi" },
     { name = "httpx" },
     { name = "openresponses-types" },
+    { name = "tiles-harmony" },
     { name = "uvicorn" },
 ]
 
@@ -254,6 +258,7 @@ requires-dist = [
     { name = "fastapi", specifier = "==0.119.0" },
     { name = "httpx", specifier = "==0.28.1" },
     { name = "openresponses-types" },
+    { name = "tiles-harmony", specifier = "==0.0.8rc4" },
     { name = "uvicorn", specifier = "==0.38.0" },
 ]
 
@@ -275,6 +280,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/be/72/2db2f49247d0a18b4f1bb9a5a39a0162869acf235f3a96418363947b3d46/starlette-0.48.0-py3-none-any.whl", hash = "sha256:0764ca97b097582558ecb498132ed0c7d942f233f365b86ba37770e026510659", size = 73736, upload-time = "2025-09-13T08:41:03.869Z" },
 ]
 
+[[package]]
+name = "tiles-harmony"
+version = "0.0.8rc4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d4/a7/b6397afe75df77442d70a74202f89741bb71e670a426d465631d090a5dd5/tiles_harmony-0.0.8rc4.tar.gz", hash = "sha256:c610adbba18883f9bef6cd0ffd50cc38a8d423d2550cc504ef8d963f2572252d", size = 281259, upload-time = "2026-06-19T03:00:54.396Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3c/23/95dba0ed01c85ff7820ee046010b7d7261e3a396b7b03a82e342b7e46323/tiles_harmony-0.0.8rc4-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:44d4a5c7d37443a98e4bc082554800aa7f0d7f69d6846806b612527ed3872995", size = 2671604, upload-time = "2026-06-19T03:00:40.052Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/8e/c2e458fbae7a027509b4e95245ab4b4fc69e6b4d993029a01809c3fa36c3/tiles_harmony-0.0.8rc4-cp38-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2d2992b85a01d38ffc8c7b46d2be6590b1c4f18c356459c34f19bef96e2402f6", size = 3014065, upload-time = "2026-06-19T03:00:41.835Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/2a/c82479dece72852dd10ba07010256042fa345adfc617718087aa40d2ad38/tiles_harmony-0.0.8rc4-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:57053d264f9970696b7dfe797a827159282dcca3123784883e596653e714736e", size = 2996619, upload-time = "2026-06-19T03:00:43.568Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/f0/86b58e8b6ff8ea818f5587116fa2d05b173c8ca74902acbd1999c98a4b3c/tiles_harmony-0.0.8rc4-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:d619bcab1ab24f0f09ff27050f88c7a9006e8f594344d2a0875908883a19d350", size = 3169877, upload-time = "2026-06-19T03:00:45.272Z" },
+    { url = "https://files.pythonhosted.org/packages/12/e6/3ebe416bd20eab423140bf3a852ace45e3e1ce75dd49f2f2dd5d56655a83/tiles_harmony-0.0.8rc4-cp38-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:2b68a7faa3cbe8d18f80e10f618fda53e7e634183ba681b1c6a511d9c502cd77", size = 2990539, upload-time = "2026-06-19T03:00:47.259Z" },
+    { url = "https://files.pythonhosted.org/packages/40/2f/5696e93369b76ee682fc9e890b258c0db9ec45a889b97ab084ed8e0567f2/tiles_harmony-0.0.8rc4-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:f75d8f03d784407484ed2e1d00efe403cc3f8faec714ce65b73f4ee6d4a612c1", size = 3095503, upload-time = "2026-06-19T03:00:49.313Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/06/1bc6c5c6a8f9905e4a1d2e44b39ff0c95fbf244fd3e862cfd91c50517d83/tiles_harmony-0.0.8rc4-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:bb7ad633275b709229d6b516e0c18bb81d4f04e9b09a56a805900ec9bd94ed73", size = 3285792, upload-time = "2026-06-19T03:00:51.071Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/35/572ea9f1032ec77bc2d191f64bc0865c24d0b73b61886087be9ebf994f23/tiles_harmony-0.0.8rc4-cp38-abi3-win_amd64.whl", hash = "sha256:620f447660b97fd7a87a413fdb47fabe92947eeffa3b7b23000f899d29b74ee6", size = 2521556, upload-time = "2026-06-19T03:00:52.793Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
-- 
2.51.2


From d063f5e6fef182d0742f337d2da9b46b5055e806 Mon Sep 17 00:00:00 2001
From: madclaws <pavanan.anandu63@gmail.com>
Date: Fri, 19 Jun 2026 13:33:23 +0530
Subject: [PATCH 5/5] refactor: Removed old venvstacks.toml and its artefacts

---
 .../app-server/packages-app-server.txt        |  49 -
 .../app-server/pylock.app-server.meta.json    |   8 -
 .../app-server/pylock.app-server.toml         | 902 ------------------
 .../app-server/requirements-app-server.in     |   9 -
 .../cpython3.13/packages-cpython3.13.txt      |   2 -
 .../cpython3.13/pylock.cpython3_13.meta.json  |   8 -
 .../cpython3.13/pylock.cpython3_13.toml       |   6 -
 .../cpython3.13/requirements-cpython3_13.in   |   2 -
 .../framework-mlx/packages-framework-mlx.txt  |   4 -
 .../pylock.framework-mlx.meta.json            |   8 -
 .../framework-mlx/pylock.framework-mlx.toml   |  73 --
 .../requirements-framework-mlx.in             |   3 -
 server/stack/venvstacks.toml                  |  46 -
 13 files changed, 1120 deletions(-)
 delete mode 100644 server/stack/requirements/app-server/packages-app-server.txt
 delete mode 100644 server/stack/requirements/app-server/pylock.app-server.meta.json
 delete mode 100644 server/stack/requirements/app-server/pylock.app-server.toml
 delete mode 100644 server/stack/requirements/app-server/requirements-app-server.in
 delete mode 100644 server/stack/requirements/cpython3.13/packages-cpython3.13.txt
 delete mode 100644 server/stack/requirements/cpython3.13/pylock.cpython3_13.meta.json
 delete mode 100644 server/stack/requirements/cpython3.13/pylock.cpython3_13.toml
 delete mode 100644 server/stack/requirements/cpython3.13/requirements-cpython3_13.in
 delete mode 100644 server/stack/requirements/framework-mlx/packages-framework-mlx.txt
 delete mode 100644 server/stack/requirements/framework-mlx/pylock.framework-mlx.meta.json
 delete mode 100644 server/stack/requirements/framework-mlx/pylock.framework-mlx.toml
 delete mode 100644 server/stack/requirements/framework-mlx/requirements-framework-mlx.in
 delete mode 100644 server/stack/venvstacks.toml

diff --git a/server/stack/requirements/app-server/packages-app-server.txt b/server/stack/requirements/app-server/packages-app-server.txt
deleted file mode 100644
index 996036f..0000000
--- a/server/stack/requirements/app-server/packages-app-server.txt
+++ /dev/null
@@ -1,49 +0,0 @@
-# Package summary for app-server
-#     Auto-generated by venvstacks (DO NOT EDIT)
-annotated-doc==0.0.4
-annotated-types==0.7.0
-anyio==4.13.0
-certifi==2026.5.20
-click==8.4.1
-diskcache==5.6.3 ; platform_machine == 'x86_64' and sys_platform == 'linux'
-fastapi==0.119.0
-filelock==3.29.1
-fsspec==2026.4.0
-h11==0.16.0
-hf-xet==1.5.0
-httpcore==1.0.9
-httpx==0.28.1
-huggingface-hub==1.17.0
-idna==3.18
-jinja2==3.1.6
-llama-cpp-python==0.3.25 ; platform_machine == 'x86_64' and sys_platform == 'linux'
-markdown-it-py==4.2.0
-markupsafe==3.0.3
-mdurl==0.1.2
-mlx-lm==0.31.0
-numpy==2.4.6
-openai-harmony==0.0.8
-openresponses-types==2.3.0.post1
-packaging==26.2
-protobuf==7.35.0
-pydantic==2.13.4
-pydantic-core==2.46.4
-pygments==2.20.0
-pyyaml==6.0.3
-regex==2026.5.9
-rich==15.0.0
-safetensors==0.7.0
-sentencepiece==0.2.1
-shellingham==1.5.4
-starlette==0.48.0
-tokenizers==0.22.2
-tqdm==4.67.3
-transformers==5.10.2
-typer==0.25.1
-typing-extensions==4.15.0
-typing-inspection==0.4.2
-uvicorn==0.38.0
-
-# Shared packages inherited from other layers
-mlx-metal==0.31.1 ; platform_machine == 'arm64' and sys_platform == 'darwin'
-mlx==0.31.1 ; platform_machine == 'arm64' and sys_platform == 'darwin'
diff --git a/server/stack/requirements/app-server/pylock.app-server.meta.json b/server/stack/requirements/app-server/pylock.app-server.meta.json
deleted file mode 100644
index b2d0a2a..0000000
--- a/server/stack/requirements/app-server/pylock.app-server.meta.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "lock_input_hash": "sha256:0337b74bb2981e6a62e952247cc07cfdcf1c53103260bbebf4ad8d52a9080192",
-  "lock_version": 1,
-  "locked_at": "2026-06-05T05:35:15.842211+00:00",
-  "other_inputs_hash": "sha256:b6e3f918a29cd57ba53717cbdd726a48d63b5ff61e6d244441409d73f089c908",
-  "requirements_hash": "sha256:f3622f271a1d7b6e068ba96b5b006de9b41c55314987140fe284dee98ba8e943",
-  "version_inputs_hash": "sha256:58db986b7cd72eeded675f7c9afd8138fe024fb51451131b5562922bbde3cf43"
-}
diff --git a/server/stack/requirements/app-server/pylock.app-server.toml b/server/stack/requirements/app-server/pylock.app-server.toml
deleted file mode 100644
index 26403cd..0000000
--- a/server/stack/requirements/app-server/pylock.app-server.toml
+++ /dev/null
@@ -1,902 +0,0 @@
-# Locked requirements for app-server (DO NOT EDIT)
-#     Auto-generated by venvstacks with the following command:
-#         python -Im venvstacks lock
-lock-version = "1.0"
-created-by = "uv"
-requires-python = "==3.13.*"
-
-[[packages]]
-name = "annotated-doc"
-version = "0.0.4"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl"
-upload-time = 2025-11-10T22:07:40Z
-size = 5303
-
-[packages.wheels.hashes]
-sha256 = "571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"
-
-[[packages]]
-name = "annotated-types"
-version = "0.7.0"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl"
-upload-time = 2024-05-20T21:33:24Z
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-
-[packages.wheels.hashes]
-sha256 = "1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"
-
-[[packages]]
-name = "anyio"
-version = "4.13.0"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl"
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-
-[packages.wheels.hashes]
-sha256 = "08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708"
-
-[[packages]]
-name = "certifi"
-version = "2026.5.20"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/59/8c/57e832b7af6d7c5abe66eb3fbe3a3a32f4d11ea23a1aa7131371035be991/certifi-2026.5.20-py3-none-any.whl"
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-
-[packages.wheels.hashes]
-sha256 = "3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897"
-
-[[packages]]
-name = "click"
-version = "8.4.1"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/c7/0d/67e5b4109ea4a837e80daa87c2c696711955e40449a97e8926672534def2/click-8.4.1-py3-none-any.whl"
-upload-time = 2026-05-22T04:08:35Z
-size = 116639
-
-[packages.wheels.hashes]
-sha256 = "482be17c6991b8c19c5429a1e995d9b0efdbb63172824c41f99965dc0ade8ec2"
-
-[[packages]]
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-version = "5.6.3"
-marker = "platform_machine == 'x86_64' and sys_platform == 'linux'"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/3f/27/4570e78fc0bf5ea0ca45eb1de3818a23787af9b390c0b0a0033a1b8236f9/diskcache-5.6.3-py3-none-any.whl"
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-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl"
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-[packages.wheels.hashes]
-sha256 = "4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"
-
-[[packages]]
-name = "uvicorn"
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-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/ee/d9/d88e73ca598f4f6ff671fb5fde8a32925c2e08a637303a1d12883c7305fa/uvicorn-0.38.0-py3-none-any.whl"
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-[packages.wheels.hashes]
-sha256 = "48c0afd214ceb59340075b4a052ea1ee91c16fbc2a9b1469cca0e54566977b02"
diff --git a/server/stack/requirements/app-server/requirements-app-server.in b/server/stack/requirements/app-server/requirements-app-server.in
deleted file mode 100644
index bd6518b..0000000
--- a/server/stack/requirements/app-server/requirements-app-server.in
+++ /dev/null
@@ -1,9 +0,0 @@
-# DO NOT EDIT. Automatically generated by venvstacks.
-#              Relock layer dependencies to update.
-fastapi==0.119.0
-uvicorn==0.38.0
-mlx-lm==0.31.0
-openai-harmony==0.0.8
-llama-cpp-python==0.3.25; sys_platform == "linux"
-openresponses-types
-httpx==0.28.1
diff --git a/server/stack/requirements/cpython3.13/packages-cpython3.13.txt b/server/stack/requirements/cpython3.13/packages-cpython3.13.txt
deleted file mode 100644
index 200a2a4..0000000
--- a/server/stack/requirements/cpython3.13/packages-cpython3.13.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-# Package summary for cpython3.13
-#     Auto-generated by venvstacks (DO NOT EDIT)
diff --git a/server/stack/requirements/cpython3.13/pylock.cpython3_13.meta.json b/server/stack/requirements/cpython3.13/pylock.cpython3_13.meta.json
deleted file mode 100644
index 5173bbd..0000000
--- a/server/stack/requirements/cpython3.13/pylock.cpython3_13.meta.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "lock_input_hash": "sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
-  "lock_version": 1,
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-  "other_inputs_hash": "sha256:c64981dc69ad92a6a4daa4a8e044f3b181bfd2e9b7100272612199e5bf84734f",
-  "requirements_hash": "sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
-  "version_inputs_hash": "sha256:083d4af739b0bca1ef56cddec2d51068dcae912c76221925758d8f7339585e48"
-}
diff --git a/server/stack/requirements/cpython3.13/pylock.cpython3_13.toml b/server/stack/requirements/cpython3.13/pylock.cpython3_13.toml
deleted file mode 100644
index f9358f0..0000000
--- a/server/stack/requirements/cpython3.13/pylock.cpython3_13.toml
+++ /dev/null
@@ -1,6 +0,0 @@
-# Locked requirements for cpython3.13 (DO NOT EDIT)
-#     Auto-generated by venvstacks with the following command:
-#         python -Im venvstacks lock
-lock-version = "1.0"
-created-by = "uv"
-requires-python = "==3.13.*"
diff --git a/server/stack/requirements/cpython3.13/requirements-cpython3_13.in b/server/stack/requirements/cpython3.13/requirements-cpython3_13.in
deleted file mode 100644
index 5f4e546..0000000
--- a/server/stack/requirements/cpython3.13/requirements-cpython3_13.in
+++ /dev/null
@@ -1,2 +0,0 @@
-# DO NOT EDIT. Automatically generated by venvstacks.
-#              Relock layer dependencies to update.
diff --git a/server/stack/requirements/framework-mlx/packages-framework-mlx.txt b/server/stack/requirements/framework-mlx/packages-framework-mlx.txt
deleted file mode 100644
index 34188fb..0000000
--- a/server/stack/requirements/framework-mlx/packages-framework-mlx.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-# Package summary for framework-mlx
-#     Auto-generated by venvstacks (DO NOT EDIT)
-mlx==0.31.1
-mlx-metal==0.31.1 ; platform_machine == 'arm64' and sys_platform == 'darwin'
diff --git a/server/stack/requirements/framework-mlx/pylock.framework-mlx.meta.json b/server/stack/requirements/framework-mlx/pylock.framework-mlx.meta.json
deleted file mode 100644
index 54d54d7..0000000
--- a/server/stack/requirements/framework-mlx/pylock.framework-mlx.meta.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "lock_input_hash": "sha256:bce5319f3ba3e0866b90b1e4a8df7101d0c0b069d41453a97f887e8319f8da1e",
-  "lock_version": 1,
-  "locked_at": "2026-03-28T12:15:39.167142+00:00",
-  "other_inputs_hash": "sha256:8ae37e5fb61c1ad51a71c4431d6198113003b9f7187e4ebedcfd197470212b16",
-  "requirements_hash": "sha256:0e055489c518921915771d94744c3de913f3aaa48bb4d735fa7461999fd2dee7",
-  "version_inputs_hash": "sha256:314f7b4901cc866e8472e2a9c5b1bbf74eed7b4df8c1f3fe4bc1c6502d02b8f3"
-}
diff --git a/server/stack/requirements/framework-mlx/pylock.framework-mlx.toml b/server/stack/requirements/framework-mlx/pylock.framework-mlx.toml
deleted file mode 100644
index ea1cba7..0000000
--- a/server/stack/requirements/framework-mlx/pylock.framework-mlx.toml
+++ /dev/null
@@ -1,73 +0,0 @@
-# Locked requirements for framework-mlx (DO NOT EDIT)
-#     Auto-generated by venvstacks with the following command:
-#         python -Im venvstacks lock
-lock-version = "1.0"
-created-by = "uv"
-requires-python = "==3.13.*"
-
-[[packages]]
-name = "mlx"
-version = "0.31.1"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/44/45/04465da443634b23fb11670bbd2f7538b1ed43ffc5e0de44a95b3c29e9c1/mlx-0.31.1-cp313-cp313-macosx_14_0_arm64.whl"
-upload-time = 2026-03-12T02:16:17Z
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-[packages.wheels.hashes]
-sha256 = "9a6d3410fc951bd28508fed9c1ab5d9903f6f6bb101c3a5d63d4191d49a384a1"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/85/7b/84956960356ff36e8c1bbed68fac96709e98e6a1adbc8e3d0ff71022d84e/mlx-0.31.1-cp313-cp313-macosx_15_0_arm64.whl"
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-[packages.wheels.hashes]
-sha256 = "20bd7ba19882603ac22711092d0e799f1ff7b5183c2c641d417dab4d2423d99e"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/86/01/d6f0ef5b8c0b390af08246d1301e9717dfb076b3920012b53105a888ed8c/mlx-0.31.1-cp313-cp313-macosx_26_0_arm64.whl"
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-[packages.wheels.hashes]
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-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/25/45/ecb746fbb6acb75d03760e41cc7bd21c2e2b544528b3033f7d70402334ac/mlx-0.31.1-cp313-cp313-manylinux_2_35_x86_64.whl"
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-
-[packages.wheels.hashes]
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-
-[[packages]]
-name = "mlx-metal"
-version = "0.31.1"
-marker = "platform_machine == 'arm64' and sys_platform == 'darwin'"
-index = "https://pypi.org/simple"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/39/66/2313497fdbc7fbadf8e026c09366e3f049f9114e65ca4edc23cdb8699186/mlx_metal-0.31.1-py3-none-macosx_14_0_arm64.whl"
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-
-[packages.wheels.hashes]
-sha256 = "70741174131dbf7fdd479cb730e06e08c358eac3bf7905d9e884e7960cfdd5b8"
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-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/c7/34/4c3c6890ce6095b2ab2ba2f5f15c9a7ba17208d47f8cacb572885a2dc0eb/mlx_metal-0.31.1-py3-none-macosx_15_0_arm64.whl"
-upload-time = 2026-03-12T02:15:51Z
-size = 38618950
-
-[packages.wheels.hashes]
-sha256 = "6c56bd8cd27743e635f5a90a22535af7c31bd22b4b126d46b6da2da52d72e413"
-
-[[packages.wheels]]
-url = "https://files.pythonhosted.org/packages/51/bc/987cb99e3aafb296aa11ce5133838a10eae8447edd53168d0804d4fb3a14/mlx_metal-0.31.1-py3-none-macosx_26_0_arm64.whl"
-upload-time = 2026-03-12T02:15:54Z
-size = 49256543
-
-[packages.wheels.hashes]
-sha256 = "e7324b7c56b519ae67c025d3ced07e5d35bc3a9f19d4c45fe4927f385148c59e"
diff --git a/server/stack/requirements/framework-mlx/requirements-framework-mlx.in b/server/stack/requirements/framework-mlx/requirements-framework-mlx.in
deleted file mode 100644
index 898c057..0000000
--- a/server/stack/requirements/framework-mlx/requirements-framework-mlx.in
+++ /dev/null
@@ -1,3 +0,0 @@
-# DO NOT EDIT. Automatically generated by venvstacks.
-#              Relock layer dependencies to update.
-mlx==0.31.1
diff --git a/server/stack/venvstacks.toml b/server/stack/venvstacks.toml
deleted file mode 100644
index e23027e..0000000
--- a/server/stack/venvstacks.toml
+++ /dev/null
@@ -1,46 +0,0 @@
-[[runtimes]]
-name = "cpython3.13"
-python_implementation = "cpython@3.13.11"
-requirements = []
-platforms = [
-    "macosx_arm64",
-    "linux_x86_64",
-]
-
-
-[[frameworks]]
-name = "mlx"
-runtime = "cpython3.13"
-linux_target = "glibc@2.35"
-macosx_target = "14"
-requirements = [
-    "mlx==0.31.1"
-]
-
-[[applications]]
-name = "server"
-launch_module = "../main.py"
-frameworks = ["mlx"]
-requirements = [
-    "fastapi==0.119.0",
-    "uvicorn==0.38.0",
-    "mlx-lm==0.31.0",
-    "openai-harmony==0.0.8",
-    "llama-cpp-python==0.3.25; sys_platform == 'linux'",
-    "nvidia-cuda-runtime-cu12; sys_platform == 'linux'",
-    "nvidia-cublas-cu12; sys_platform == 'linux'",
-    "openresponses-types",
-    "httpx==0.28.1",
-    ]
-
-[[tool.uv.index]]
-url = "https://abetlen.github.io/llama-cpp-python/whl/cu124"
-name = "llama_cpp-python-cuda"
-
-# This index does not include upload times, so exclude-newer filters its Linux wheels.
-# Only resolve for the relevant target platforms
-[tool.uv]
-environments = [
-    "sys_platform == 'darwin' and platform_machine == 'arm64'",
-    "sys_platform == 'linux' and platform_machine == 'x86_64'",
-]