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1. Commits on Jul 24, 2026

   • perf(instructsam-lm): accept Q4_K/Q6_K/any ggml_type weights — 2.3× smaller model

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   • perf(instructsam-lm): F16 weight tensors — ~3× on per-token decode

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     claude

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   • perf(instructsam-lm): rewrite cpu_linear via ggml_mul_mat — 5.4× on prefill

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     smellslikeml

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     claude

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   • perf(instructsam-lm): cache token_embd table + parallel logits GEMV

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     smellslikeml

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     claude

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   • perf(instructsam-lm): OpenMP on cpu_rms_norm — small extra win on norms

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     smellslikeml

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     claude

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   • perf(instructsam-lm): OpenMP + -march=native — ~3-4× LM forward speedup

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     smellslikeml

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     claude

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   • feat(instructsam): free-form phrase generation — LM AR loop + --generate CLI mode

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     claude

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   • feat(instructsam): KV cache in LM forward — makes --run-lm practical

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     claude

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   • feat(instructsam): Days 8-9 — runnable end-to-end CLI (image + phrases → masks)

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     smellslikeml

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     claude

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   • feat(instructsam): Qwen3 fork Day 6 — mask_queries injection works 10/10 slots

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2. Commits on Jul 23, 2026

   • feat(instructsam): Qwen3 fork Day 3-4 — full 28-layer forward pass runs

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   • feat(instructsam): Piece 3 fork — Qwen3 forward skeleton + tensor validation

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