prefill: fix DEVICE_LOST on short prompts (< 16 tokens)

bare: prefill perf step 2 — immediate command lists, 926 -> 1040 tok/s

int4: K-fast weight layout -- one copy serves decode + prefill (oneDNN-ectomy)

engine: abort with diagnostics on null USM allocations