paiml / trueno

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 56 прямих і 739 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Встановлення crates:trueno@0.19.1 тягне 60 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

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          "body": "…t (Refs #701)\n\nArchitectural invariant: apr-cli is the single user-facing binary.\nAll other crates are libraries invoked via `apr` subcommands.\n\n4 rules enforced:\n1. One binary, one entry point (apr)\n2. Libraries are libraries (no [[bin]] in aprender-* crates)\n3. CLI contract coverage (every subcom\n[…]\nn (entrenar),\napr serve, apr orchestrate (batuta), apr profile (renacer),\napr monitor (cbtop), apr rag, apr registry (pacha), etc.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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          "body": "…O-010 (Refs #701)\n\nAppendix A replaced with exhaustive, numbered registry of all 63 workspace\ncrates organized by domain (compute, data, training, serving, orchestration,\nviz, profiling, testing, contracts, zram, benchmarks).\n\nFALSIFY-MONO-010: CI script validates every [package] name against regis\n[…]\ntrueno-zram (5),\ntrueno-rag (2), plus realizar, batuta, renacer, certeza, alimentar,\nsimular, repartir, verificar, pacha (1 each).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: APR-MONO v1.6 — definitive 63-crate name registry + FALSIFY-MON…",
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          "headline": "docs: APR-MONO v1.5 — add pacha (model/data registry, 35 files) (Refs…",
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          "body": "… docs merge (Refs #701)\n\nAdded phases 4a-7:\n- Phase 4a: shim crate template (10-line re-export, publish once)\n- Phase 5: archive 19 repos via gh api, redirect READMEs\n- Phase 5c: crates.io namespace audit (ownership verification)\n- Phase 6: unified book structure, auto-generated CLI reference\n- Pha\n[…]\nrkflow with cargo-workspaces\n\nUpdated \"What This Fixes\" table: 12 rows covering namespace,\ncrates.io, docs, and old repo archival.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: APR-MONO v1.4 — archive plan, shim crates, crates.io namespace,…",
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          "body": "…rements (Refs #701)\n\nContract: cgp-monorepo-consolidation-v1.yaml (9 FALSIFY conditions)\nCitations: Potvin & Levenberg CACM 2016 (Google monorepo), Brousse ICSE 2019\n  (taxonomy), Brito MSR 2023 (empirical 377 monorepos), Rastogi ICSME 2023\n  (diamond dep elimination).\n\nFalsification: compile time \n[…]\nprovable-contracts → trueno → tooling → data → training →\n  serving → orchestration → testing (dependency-ordered subtree merges).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: APR-MONO v1.3 — contract, falsification, citations, infra requi…",
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          "headline": "docs: APR-MONO v1.3 — add provable-contracts (path dep from trueno bu…",
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          "headline": "docs: APR-MONO v1.2 — add probar (test framework, 4 crates) (Refs #701)",
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          "body": "…Refs #701)\n\nMissing from v1.0: presentar, renacer, certeza, trueno-db, trueno-graph,\ntrueno-rag, trueno-viz, trueno-zram, batuta-common, repartir, alimentar,\nsimular, verificar.\n\nUpdated: 5 core + 12 satellites = 17 repos → 1 monorepo, ~42 workspace\ncrates, ~5500 .rs files. Kept separate: pmat (own product), manzana\n(platform-specific), whisper.apr (application), ruchy (separate project).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: APR-MONO spec v1.1 — add 12 satellite crates (17 repos total) (…",
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          "oid": "bdea2b8dbf29043ab5c289345b9270b4771d71a6",
          "body": "…s #701)\n\nProposal to merge trueno, aprender, entrenar, realizar, batuta into a\nsingle paiml/aprender workspace (~30 crates, ~4752 .rs files).\n\nFollows industry standard: Polars (28 crates/1 repo), Burn (33/1),\nNushell (30+/1), DataFusion (15/1).\n\nFixes: 19 broken publishes (#701), daily apr-cli rel\n[…]\neps,\ncircular deps (aprender↔trueno), 5-repo CI coordination.\n\nMigration: 4-5 days, backward-compatible via re-export shim crates.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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          "headline": "docs: APR-MONO spec — consolidate 5 repos into aprender monorepo (Ref…",
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          "body": "…ocs (Refs CGP-INF)\n\nUpdated next steps: arena allocated but 0% speedup on 64-dim model.\nRoot cause: per-op dispatch overhead (match + feature detection per call).\nNext optimization: compute graph with single feature dispatch.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — arena no-op on TinyLlama, gap is per-op dispatch not all…",
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          "oid": "538dcfd1fa6321e4a93cf455b8fa0ab93602bde6",
          "body": "…(Refs CGP-INF)\n\nPre-allocate all scratch buffers (q/k/v/attn_out/gate/up/swiglu/ffn_out/\nresidual/normed/k_cache_head/v_cache_head) once in ForwardArena, reuse\nacross all layers and tokens. Only output projection (vocab_size) allocs.\n\nContract: contracts/cgp/cgp-inference-arena-v1.yaml\nFALSIFY-AREN\n[…]\nna will matter for larger models where allocs are 1-8KB each.\nThe 3× gap vs llama.cpp is per-op dispatch, not allocation overhead.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: ForwardArena — zero per-token allocs in inference forward pass …",
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          "body": "…se (Refs CGP-INF)\n\nNew in 0.18.0:\n- LLM inference engine: GGUF loader, LlamaModel, generate()\n- 7 dequant formats: Q4_0, Q4_1, Q4K, Q5K, Q6K, Q8_0, F16/BF16\n- Software-pipelined GPU GEMM: 60.9 TF/s, 0.52× cuBLAS\n- P5c benchmark: 807 tok/s (0.33× llama.cpp)\n- 3497 tests pass\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump trueno to v0.18.0 — inference engine + GPU pipeline relea…",
          "author_name": "Noah Gift",
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          "body": "…lts (Refs CGP-INF)\n\nCHANGELOG (both versions): inference engine, GPU pipeline, P5c benchmark\nRoadmap: PMAT-035 completed, CGP-INF completed (807 tok/s, 0.33× llama.cpp)\nSpec: next steps — v0.18.0 release, arena allocator for 3× gap, GPU inference path\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: update CHANGELOG, roadmap, spec with inference + benchmark resu…",
          "author_name": "Noah Gift",
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          "oid": "4e57a7557b4ce4dbc6c1d00e4c4b9337fe62b89d",
          "body": "…× (Refs CGP-INF)\n\nTinyLlama 5M F16, 100 tokens, CPU greedy decode:\n  trueno:              807 tok/s (avg 3 runs)\n  llama.cpp b7746 1T: 2481 tok/s\n  llama.cpp b7746 MT: 2782 tok/s\n  Ratio: 0.33× (33% parity, exceeds 10% threshold)\n\nGap: per-token Vec allocs, no graph fusion, single-threaded F16 path\n[…]\nrnel quality (GEMM, attention) is at parity — overhead is in glue code.\n\nAlso: remove dead tokenizer module reference from mod.rs.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: P5c benchmark — trueno 807 tok/s vs llama.cpp 2481 tok/s = 0.33…",
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          "oid": "3d94584294deee7cc964e8ca0deb0442a30e06cc",
          "body": "…de (Refs PMAT-495)\n\nWire postconditions into SIMD/quant/GPU kernels:\n- dequant: result.iter().all(|v| v.is_finite()) on Q4K, NF4\n- elementwise_parity: output finite + length match on BLIS ops\n- amdahl_speedup: result >= 1.0 on parallel GEMM\n- attention: output finite on scalar/BLIS attention\n- tiled_matmul, pipeline_cache, single_encoder_batch\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: contract enforcement — 21 postcondition call sites for E2 upgra…",
          "author_name": "Noah Gift",
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          "committed_at": "2026-04-06T14:33:51Z",
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          "oid": "343f65f96890d93eb0f8e9cd676b85928b8d02b5",
          "body": "…ed (Refs CGP-INF)\n\nRecord measured results from 2026-04-06:\n- TinyLlama 5M (F16): 666 tok/s, coherent TinyStories output\n- Qwen2.5-Coder 1.5B (Q4K/Q6K): 2.4 tok/s\n- Qwen3-8B (Q4K): 0.5 tok/s\n\nUpdate decision matrix: P5a DONE, P5b IN PROGRESS, P5c UNBLOCKED.\nNext: tiktoken BPE for Qwen models, industry baseline vs llama.cpp (P5c).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec update — P5a inference demo DONE: 666/2.4/0.5 tok/s measur…",
          "author_name": "Noah Gift",
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          "committed_at": "2026-04-06T14:13:09Z",
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          "oid": "1318cc689f0a6c761dcf1b7ce65610e29fd6e466",
          "body": "…tion (Refs CGP-INF)\n\nImplements complete CPU inference pipeline composing trueno primitives:\n\n- src/inference/gguf.rs: GGUF v2/v3 reader (tensors, metadata, alignment)\n- src/inference/model.rs: LlamaModel with KV cache, RoPE, GQA, SwiGLU FFN\n  - WeightMatrix enum: Q4K fused path + F32 dequant path \n[…]\nizer is greedy SentencePiece longest-match; tiktoken models\n(Qwen2.5/Qwen3) produce correct logits but wrong token IDs from input.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: P5a end-to-end inference demo — GGUF load + LlamaModel + genera…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T14:11:52Z",
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          "oid": "021f35aae59c6f5fe77264237116468de82ddcac",
          "body": "…Refs CGP-DBUF)\n\nUpdated spec with:\n- 19/19 contracts (92 checks), corrected from stale 15/15\n- P3c GPU PTX marked TARGET MET (0.52× cuBLAS, 60.9 TF/s pipeline)\n- CGP-DBUF marked 8 PHASES DONE, roofline-bound\n- NEW Priority 5: Integration — shift from primitives to product\n  - P5a: end-to-end infere\n[…]\nurement\n- Gap analysis: 5 missing integration pieces identified\n  (model orchestration, weight loading, sampling, KV wiring, glue)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — strategic pivot from micro-optimization to integration (…",
          "author_name": "Noah Gift",
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          "committed_at": "2026-04-06T13:36:57Z",
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          "oid": "f7e61177a53a806d04b647f2e56aab8da4e76dd9",
          "body": "…(Refs CGP-DBUF)\n\nAI=42.7 at DRAM peak 1008 GB/s → theoretical 43 TF/s. Pipeline at 59.3 TF/s\nexceeds this because L2 cache hits boost effective bandwidth. To reach\ncompute-bound (AI>327): need 128×256 tiles (CUTLASS architecture).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — roofline analysis, pipeline exceeds DRAM ceiling via L2 …",
          "author_name": "Noah Gift",
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          "committed_at": "2026-04-06T13:28:34Z",
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          "oid": "7197847f2e66daed6b605625fa93eba90386d218",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: PMAT-035 work item — pipeline kernel 60.9 TF/s (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T13:26:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "57241e22eda01eae18ff09dd0e9f274484dffcdf",
          "body": "…l (Refs CGP-DBUF)\n\nWire pipeline PTX kernel into cgp's `cuda` backend for direct measurement\ninstead of estimation. Re-export build_cta64x128_mma_pipeline_fp16 from\ntrueno-gpu::kernels for cross-crate access.\n\nMeasured via cgp (RTX 4090):\n- Pipeline peak: 59.3 TF/s at 2048, cuBLAS: 152.8 TF/s (0.39×)\n- 1024: 48.0 vs 108.9 TF/s (0.44×), 4096: 58.9 vs 167.7 (0.35×)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: cgp profile compare --backends cuda now measures pipeline kerne…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T13:24:59Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1601dd7ae7e45932a02ddaa7a7210eb1770734c8",
          "body": "… (Refs PMAT-495)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: contract enforcement — 37 call sites for sovereign Grade A push…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T13:15:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1bbece39889dc52a8b2b7382585ee98261201471",
          "body": "…(Refs CGP-DBUF)\n\n3-stage cp.async pipeline with wait_group(1): prologue loads tiles 0+1,\nK-loop computes tile i while loading tile i+2. 18KB smem (3×6KB buffers).\n\nResults (RTX 4090):\n- 2048: 60.9 TF/s (+39% over 43.8, 0.51× cuBLAS) — new peak!\n- 4096: 57.4 TF/s (+6%)\n- 1024: 55.6 TF/s (neutral — c\n[…]\nd, no latency to hide)\nCorrectness: max_err=0.0000 at 256 and 512.\n\n5 FALSIFY tests, contract cgp-gpu-mma-64x128-pipeline-v1.yaml.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: sw-pipelined 64×128 mma.sync kernel — 60.9 TF/s at 2048 (+39%) …",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T13:15:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e11b7c050fe8b3bc01db992cd93209705cc88d33",
          "body": "…fra#22)\n\ncargo build --bin cbtop fails because cbtop is a workspace member at\ncrates/cbtop, not a bin in the root package. Adding -p cbtop selects\nthe correct package before resolving the --bin target.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(nightly): use -p cbtop to select workspace package (Refs paiml/in…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T13:02:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f314189e92cfcd1242e1a7c4e60b8d248f728374",
          "body": "…tes (Refs #254)\n\nRoot cause of realizr#220: y_mi_base was computed in elements (u64) but\nadded to y_row_off in bytes (u64). Slot 1 wrote at byte mi*n_dim+row*4\ninstead of (mi*n_dim+row)*4, causing all M slots to clobber each other.\n\nFix: compute element index first (mi*n_dim + row), then multiply b\n[…]\nches the pattern already used by BatchedQ4KGemvKernel.\n\nFALSIFY-CB-006 from continuous-batching-v1.yaml catches this class of bug.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: BatchedHwDp4aQ4KGemvKernel output address mixed elements with by…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:27:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cb24e5b02426363b97012dd30a1198ff7b72a377",
          "body": "… CGP-DBUF)\n\nUpdated all performance summaries in spec:\n- Best result: 57.0 TFLOP/s at 1024, 61.0 at 4096\n- cuBLAS ratio: 0.52× at 1024 (was 0.39×) — TARGET MET\n- 128×128 analysis: deferred (occupancy vs AI trade-off)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — 64×128 peak 61.0 TFLOP/s, TARGET MET: 0.52× cuBLAS (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:20:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "08b5c9da947ba9db8b8d11b84a97920469712b5d",
          "body": "…GP-DBUF)\n\nAdded D2H readback spot-check at N=256: all-ones A×B should produce K.\nmax_err=0.0000 confirms mma.sync output is bit-exact.\n\nPeak measured: 61.0 TFLOP/s at 4096 (+50% over cp.async baseline).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: 64×128 correctness verified — max_err=0.0000 at 256×256 (Refs C…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:18:52Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "162479e9750a28a32c1d935f58721e2d182ca047",
          "body": "… CGP-DBUF)\n\n- New contract cgp-gpu-mma-64x128-v1.yaml: 5 checks, all pass\n- Updated spec GPU GEMM target: 0.52× cuBLAS (was 0.39×) — TARGET MET\n- 17 contracts, 84 checks, 0 failures\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: add 64×128 contract + update spec GPU GEMM target to MET (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:16:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "adb454c5f0b9562a0be6d04b61a88a5df92125d2",
          "body": "… (Refs paiml/infra#20)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: nightly checkout — inside+symlink pattern for provable-contracts…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:14:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4da308245dcdd92ef808a80a435245167e6dae5f",
          "body": "…× cuBLAS (Refs CGP-DBUF)\n\n64×128 CTA tile with 16-byte cp.async for B-threads:\n- 16 warps (4×4 grid), each warp 16×32 output (4 mma.sync per K-tile)\n- A: 64×16 FP16 (2KB, 8-byte cp.async), B: 16×128 FP16 (4KB, 16-byte cp.async)\n- AI = 42.7 FLOP/byte (+33% over 64×64's 32 FLOP/byte)\n- Smem = 12KB do\n[…]\n12KB smem, 8 mma.sync, 8 v2 stores,\nmixed 8/16-byte cp.async. All pass.\n\nContracts: 16/16 PASS, updated bounds to measured values.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: 64×128 mma.sync tile — 57.0 TFLOP/s (+210% from baseline), 0.52…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:14:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cd169a37df943f02b325e772457657dc30d71f3c",
          "body": "…OP/s (+12%) (Refs CGP-DBUF)\n\nOptimizations applied to mma.sync kernel:\n- Incremental K-loop addressing: precompute stride once, gaddr += stride per\n  tile (1 add_u64 vs ~14 address recomputation instructions)\n- In-place mma_sync_m16n8k16_inplace (D=C register aliasing, eliminates 8 mov)\n- Loop-inva\n[…]\ninstruction count, smem size,\nincremental addressing, zero scalar stores. All pass.\n\nContracts: 16/16 PASS, 79 checks, 0 failures.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: mma.sync incremental addressing + in-place + FALSIFY — 45.5 TFL…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T12:04:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "38c413b036c3c531a36549804baecfd67885b7f7",
          "body": "… (Refs PMAT-495)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: regenerate contract codegen — 290 contracts, 657 preconditions…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:46:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d145efb4f4f258b18e79360c19952cc5672ac543",
          "body": "… (Refs CGP-DBUF)\n\nAdded mandatory contract-first policy to spec decision matrix section.\nAll performance changes require ../provable-contracts Level A contract\nBEFORE code is written, including:\n- FALSIFY clauses (what would disprove the hypothesis)\n- Performance bounds (min TFLOP/s, max regression\n[…]\n(FALSIFY-MMA-SYNC-001)\n2. st.global.v2.f32 missing braces (ptxas contract)\n3. 128×128 CTA occupancy loss (benchmark falsification)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: MANDATORY — all changes require Level A provable-contract FIRST…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:22:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "18470747d3cf15d4c2da30cac9d692bb44e0a31f",
          "body": "…BUF)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — mma.sync v2 store 44.0 TFLOP/s, 0.42× cuBLAS (Refs CGP-D…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:21:52Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "62918b0f806806608aa702c21272da69b4a34bef",
          "body": "…over wmma) (Refs CGP-DBUF)\n\nContract violation: st.global.v2.f32 emitted without braces around vector\noperands. ptxas requires: st.global.v2.f32 [addr], {val0, val1};\nWas emitting: st.global.v2.f32 [addr], val0, val1;\n\nFix in emit/mod.rs: detect V2F32/V4F32 store type, emit opening brace\nbefore fir\n[…]\n / 44.0 TFLOP/s (0.42×) ← NEW\n- mma.sync no store:  24µs / 90.5 TFLOP/s (0.86×)\n- cuBLAS:             21µs / 104.9 TFLOP/s (1.00×)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: st.global.v2.f32 braces + vectorized C store — 44 TFLOP/s (+17% …",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:21:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4534cd4636b8385f6a1f684a0f88f8666fca4606",
          "body": "Regenerated generated_contracts.rs from provable-contracts with\n4 new trueno contracts (neon-dequant, simd-parity, ptx-codegen, quant-roundtrip).\nAdded fallback macros for contract_pre_add and contract_pre_gemv.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: regenerate macros + fallback for add/gemv (Refs PMAT-494)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:15:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "18de00aab8ac0cbaa3a73d9def4c5cececd11b7a",
          "body": "…P-DBUF)\n\nImplemented per-thread st.global.f32 for mma.sync output layout.\nEach thread stores 8 F32 values (4 left half + 4 right half) to\nglobal C matrix using the m16n8k16 row.col fragment mapping:\n  group = lane/4, tid_in_grp = lane%4\n  row0 = group*2, col0 = tid_in_grp*2\n\nWith C store: 52.4µs / \n[…]\n coalesced store.\n\nContract FALSIFY-MMA-SYNC-003 satisfied (>= wmma at +1%).\nFALSIFY-MMA-SYNC-002 (correctness) can now be tested.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: C store for mma.sync kernel — complete end-to-end GEMM (Refs CG…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:14:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8934dd5666d1adb5f47b776f0851315e869c8a14",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — mma.sync 90.5 TFLOP/s, 0.86× cuBLAS (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:11:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e7ec1db710abfa540df8e69571a01cbe8aae78be",
          "body": "…BUF)\n\nBREAKTHROUGH: mma.sync.m16n8k16 + ldmatrix replaces wmma in 64×64 kernel.\n\n| Size | wmma cp.async | mma.sync | cuBLAS | Ratio |\n|------|--------------|----------|--------|-------|\n| 512  | 16.0µs/16.8TF | 8.6µs/31.1TF | 6.1µs | 0.71× |\n| 1024 | 57.6µs/37.3TF | 23.7µs/90.5TF | 20.5µs | 0.86× |\n[…]\n). The timing reflects compute throughput, not end-to-end GEMM.\nContract FALSIFY-MMA-SYNC-003 (>= wmma TFLOP/s) SATISFIED at 2.4×.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: mma.sync 64×64 kernel — 90.5 TFLOP/s, 0.86× cuBLAS! (Refs CGP-D…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:11:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5b0e679d81c6e0327db0b204e00758697e2f2a0d",
          "body": "…(Refs CGP-DBUF)\n\nAdded transposed ldmatrix for B fragment of mma.sync.row.col:\n- PtxOp::LdMatrixTrans variant\n- ldmatrix_x2_trans() builder method (2 B32 output regs)\n- Emission: ldmatrix.sync.aligned.m8n8.x2.trans.shared.b16\n\nFALSIFY-MMA-SYNC-001b: Combined kernel with ldmatrix.x4 (A fragment)\n+ l\n[…]\n16n8k16 row.col FP32 accumulate\n- mov_b32_imm: allocate .b32 registers for fragment data\n\nAll contract tests pass on GPU hardware.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: ldmatrix.x2.trans + combined ldmatrix+mma.sync GPU compilation …",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:06:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8826741c1fca335abb581cb4775f21a156af784a",
          "body": "…d found (Refs CGP-DBUF)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — 15/15 contracts pass, mma.sync PTX verified, 96% overhea…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:01:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7daf30bcbec7bc4e2db1b29d9d840b5dc749dfde",
          "body": "…nel (Refs CGP-DBUF)\n\nFALSIFY-MMA-SYNC-001: PTX must compile on GPU (already satisfied)\nFALSIFY-MMA-SYNC-002: Correctness vs cuBLAS reference (max_diff < 1e-2)\nFALSIFY-MMA-SYNC-003: Must match wmma TFLOP/s (>= 0.95× at 1024)\n\nBounds: >= 40 TFLOP/s at 1024, >= 15 TFLOP/s at 512\nMetric: PTX instruction count < 140 (vs 158 for wmma), compute ratio > 5%\n\nContract-first: written BEFORE the kernel, per spec section 11.1.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "contract: cgp-gpu-mma-sync-v1 — performance contract for mma.sync ker…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T11:00:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e79485dadccc80e7bb6ba7a0614c420f5302ef0f",
          "body": "… CGP-DBUF)\n\nptxas rejected our mma.sync PTX with \"Arguments mismatch for instruction\n'mma'\" because A/B fragment registers were declared as .u32 (%r prefix)\ninstead of .b32 (%rb prefix). The PTX ISA requires .b32 for packed FP16\npair operands in mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32.\n\nR\n[…]\negisters\n- Hardware compilation test now PASSES on RTX 4090 (SM 8.9)\n\nContract: mma.sync PTX must compile on target GPU. Verified.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: mma.sync PTX contract — A/B operands must be .b32 not .u32 (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:58:37Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4759f6d6f519be7f63e49ac9cfd1a6a93a81e205",
          "body": "… CGP-DBUF)\n\nPTX instruction analysis: 6/158 instructions are compute (3.8%).\nStride-based addressing optimization REGRESSED (100µs vs 53µs) because\nptxas reorders instructions based on register dependencies.\n\nOnly a full mma.sync+ldmatrix rewrite can change the instruction mix.\nThe current 40.5 TFLOP/s is the ceiling for the wmma-based approach.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: instruction analysis — 96% overhead, stride opt REGRESSED (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:49:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "882ab8088952bed5ddcab0e3731b1a6cd7f29571",
          "body": "…GP-DBUF)\n\nAdded instruction analysis test for CTA64 cp.async kernel.\n\nKey finding: only 3.8% of PTX instructions are compute (6/158):\n- 2 wmma.mma.sync (actual FMA computation)\n- 4 wmma.load (fragment loads from shared memory)\n- 152 overhead instructions (address math, selp, mul.wide, bar.sync)\n\nEach WMMA has ~76 overhead instructions for address computation.\nThe kernel is address-computation-bound, not compute-bound.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: PTX instruction analysis — 64×64 kernel is 96% overhead (Refs C…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:46:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b17f6f01791eedfc963994cac498684db237bc8f",
          "body": "…th (Refs CGP-DBUF)\n\nComprehensive status update:\n- Phase 1 (mma.sync PTX): ✅ DONE (builder + emission)\n- Phase 2 (128×128 CTA): ⚠️ NEGATIVE (28.4 vs 40.5 TFLOP/s, occupancy)\n- Phase 2b (3-stage 64×64): ⚠️ NEUTRAL (+3%/-3%)\n- Revised: mma.sync+ldmatrix at 64×64 → est. 0.5× cuBLAS\n- Production: cuBLAS backend available now (105-150 TFLOP/s)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: bridge plan status — Phase 1 done, Phase 2 negative, revised pa…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:37:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4b88fd7c72cbffc08e7f731e32461be4acd2e59d",
          "body": "…Refs CGP-DBUF)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: bridge plan Phase 1 DONE — mma.sync + ldmatrix in PTX builder (…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:33:02Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "852fdbedfb67ad1ed9a606597fd60abad60fa495",
          "body": "…BUF)\n\nPhase 1 of GPU GEMM bridge plan: add next-gen tensor core instructions\nto the pure-Rust PTX builder.\n\nNew PtxOp variants:\n- MmaSync: mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32\n  Per-thread: A=4 regs, B=2 regs, C/D=4 regs. 16×8 output fragment.\n  2× instruction issue rate vs wmma.m16n16\n[…]\nr WMMA equivalent.\n\nAlso: 128×128 CTA benchmark wired into cta64_vs_cta32 test (negative\nresult: 28.4 vs 40.5 TFLOP/s documented).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: mma.sync.m16n8k16 + ldmatrix.x4 PTX builder support (Refs CGP-D…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:32:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4c5d5840356416e30744276a7300c1dedb4c44fc",
          "body": "…OP/s) (Refs CGP-DBUF)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — 128×128 CTA negative result documented (28.4 vs 40.5 TFL…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:24:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c8bf5ee115a214bafd3070acf1e684ffcd77e364",
          "body": "…-DBUF)\n\nHardware benchmark results for cta128_wmma vs cta64_cpasync vs cuBLAS:\n\n| Size | CTA64 cp.async | CTA128 | cuBLAS | CTA128 TF/s | vs cuBLAS |\n|------|---------------|--------|--------|-------------|-----------|\n| 128  |       5.1     | 10.0   |   6.2  |     0.4     |   0.62x   |\n| 512  |   \n[…]\n IPC).\n\nNext: try 3-stage pipeline (24KB → 36KB smem) to improve latency hiding,\nor reduce to 128×64 tile (fewer smem, more CTAs).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: benchmark 128×128 CTA on RTX 4090 — SLOWER than 64×64 (Refs CGP…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:23:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "de04d86d14670524095c387c6702aa773ccc854e",
          "body": "…(Refs CGP-DBUF)\n\nImplemented the full 128×128 CTA-level WMMA GEMM kernel with:\n- 2-stage cp.async double-buffer (24KB shared memory)\n- 2 cp.async per thread for loading 128×16 A / 16×128 B tiles\n- 4 WMMAs per warp per K-tile (2×2 grid of 16×16 within 32×32 output)\n- Prologue → main K-loop → epilogu\n[…]\nt, compute ratio 2×).\n\nNext: hardware test on RTX 4090 to measure actual TFLOP/s.\nTarget: 60+ TFLOP/s (from 40.5 at 64×64 → +48%).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: 128×128 CTA WMMA kernel — complete load/compute/store pipeline …",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:18:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7328a60f289c0af5c7535112be6bbb77eed30da2",
          "body": "…CGP-DBUF)\n\nUpdated P3c status: two parallel tracks.\nTrack 1 (cuBLAS backend): DONE — 105-150 TFLOP/s production path.\nTrack 2 (128×128 PTX): scaffold built, 3 FALSIFY tests pass.\nDecision matrix updated.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec P3c IN PROGRESS — cuBLAS backend + 128×128 scaffold (Refs …",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:15:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3e2199ea883f66ae7fa62940baeac28749728a96",
          "body": "Initial scaffold for Phase 2 of the GPU GEMM bridge plan:\n- 128×128 output tile (2× compute-to-load ratio vs 64×64)\n- 16 warps, 4×4 grid, each warp computes 2×2 WMMA tiles (32×32 output)\n- 3-stage cp.async pipeline target, 24KB shared memory\n- A: 128×16 (4KB/stage), B: 16×128 (4KB/stage)\n\nCurrently:\n[…]\nratio: 64 FLOP/byte = 2× vs 64×64\n\nTarget: 60+ TFLOP/s (from 40.5 at 64×64 → +48%)\nRef: CUTLASS SM80 default GemmShape<128,256,64>\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: 128×128 CTA WMMA kernel scaffold + FALSIFY tests (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T10:14:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f264a252ca00a1e34b7114ab76b333bc3fa7438b",
          "body": "… CGP-DBUF)\n\nRead CUTLASS default_gemm_configuration.h directly:\nSM80 FP16 default: GemmShape<128,256,64> CTA, GemmShape<64,64,64> warp,\nGemmShape<16,8,16> instruction (mma.sync.m16n8k16), 3 stages.\n\nUpdated Phase 2 target: 128×128 CTA with K=32, 3-stage pipeline,\n48KB static smem (no cuFuncSetAttribute needed).\n\nAlso: Ada FP8 example uses GemmShape<128,64,128> (58_ada_fp8_gemm.cu:109).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: bridge plan — CUTLASS SM80 defaults extracted from source (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:49:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b39fbb2119902cc47bfbc582ef65ddfdf08f071a",
          "body": "When built with --features cuda, Matrix::matmul now routes GPU GEMM\nthrough cuBLAS (cublasGemmEx with CUBLAS_COMPUTE_32F) instead of the\nwgpu WGSL compute shader. Falls back to wgpu if CUDA unavailable.\n\nUses trueno-gpu's own cuBLAS FFI bindings (OWN THE STACK — no external\ncudarc/cuda-sys dependenc\n[…]\n2 (future): continue pushing pure-Rust PTX toward 0.6x+ cuBLAS\n\nAll 3623 tests pass (4 GPU matmul tests now route through cuBLAS).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: cuBLAS optional backend for Matrix::matmul (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:46:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "788af2f67fe324b22ff15f2b72d29ef7a9e20648",
          "body": "…LAS (Refs CGP-DBUF)\n\nComprehensive research document synthesizing findings from:\n- CUTLASS 3.x tile hierarchy and pipeline architecture\n- HGEMM step-by-step optimization repo (xlite-dev/HGEMM)\n- llama.cpp GPU Q4K kernel strategy\n- burn/cubecl and candle Rust GPU approaches\n- arXiv: CUDA-L2 (2512.02\n[…]\nmended start: Phase 2 (128×128 with existing wmma) to validate\ntile size hypothesis, then add mma.sync and ldmatrix incrementally.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: GPU GEMM bridge plan — research synthesis for 0.39x → 0.6x+ cuB…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:37:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "eafd8ecf9866910f95140111839f563d47fdbdc0",
          "body": "… CGP-DBUF)\n\nReplaced estimated cuBLAS numbers with direct cublasGemmEx measurements\nvia the new cgp --features cuda integration. Peak: 150 TFLOP/s at 4096\n(45.5% of 330 FP16 peak). Our PTX: 40.5 TFLOP/s = 0.39× at 1024.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — measured cuBLAS FP16 via cgp (150 TFLOP/s at 4096) (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:22:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3470c328aea1c681327a944b358161086109e646",
          "body": "… #253)\n\nFixed CUDA_ERROR_ILLEGAL_ADDRESS: shared memory uses u32 offsets\n(like rmsnorm pattern), not u64 pointers via shared_base_addr().\n\nA/B test result (RTX 4090, 2520 MHz):\n  Short ctx: 2-warp 376.2, 1-warp 369.1 (+1.9%)\n  Long ctx:  2-warp 350.7, 1-warp 356.6 (-1.7%)\n  F-MULTIWARPC-01: FALSIFI\n[…]\nrence. The right approach for attention occupancy is persistent\nkernels or FlashInfer TC (avoid cross-warp coordination entirely).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: 2-warp flash decode shared memory addressing (u32 offsets) (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:21:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1a6295a9a83d5111da1533999e02a90b4d9d010e",
          "body": "Verified cgp profile compare already auto-measures when benchmark binary\nexists (marks M vs E). 7 of 10 priority items now complete.\n\nDecision matrix: P1a ✅, P1b ⚠️, P1c ✅, P2b ✅, P3a ✅, P3b ✅, CGP-DBUF ✅\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: P2b compare --measure WORKING, P3a contracts PASS (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:07:22Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "284c05648ebf2abd86916447cadfd8ff69142d46",
          "body": "FlashDecodingChunkKernel2Warp: Block=(32,2,1), 8 bytes shared memory.\nEach warp handles 64 of 128 head_dim elements. Cross-warp Q·K\nreduction via shared memory.\n\nSTATUS: Compiles, CRASHES at runtime with CUDA_ERROR_ILLEGAL_ADDRESS.\nShared memory addressing needs PTX-level debugging. Enable with\nFLASH_DECODE_2WARP=1 (disabled by default).\n\nExpected when fixed: +100% occupancy (4.7%→9.4%), ~4% decode improvement.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: 2-warp flash decoding chunk kernel prototype (Refs #253)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:07:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "92737159dd2b082bb0eb0f1de7c20cfa84dd9f43",
          "body": "…BUF)\n\nVerified cgp contract verify: all 14 contracts parse and pass.\n69 checks pass, 0 fail, 63 skip (need runtime profiling data).\nThe #[serde(flatten)] pattern absorbs domain-specific YAML fields.\n\nUpdated decision matrix: P1a ✅, P1b ⚠️, P3a ✅, P3b ✅.\n6 of 10 priority items now complete.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: P3a contracts ALL PASS — 14/14 contracts, 69 checks (Refs CGP-D…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T09:06:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1b50cbbaa8b12f72c4ecef390985f9041fd5042c",
          "body": "…P-DBUF)\n\nP1a (proc-macro microkernel codegen) was already implemented in\ntrueno-gemm-codegen crate. 6 variants generated, 8×32 optimal for\nrow-major C. 8×48 and 64×6 negative results documented.\n\nUpdated decision matrix: P1a ✅, P1b ⚠️ 4×negative, P3b ✅.\nUpdated conclusion: CPU optimization surface exhausted. Next high-impact\nwork is GPU PTX (0.39× cuBLAS) or ARM NEON microkernel.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: P1a codegen DONE, updated decision matrix + conclusion (Refs CG…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T08:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e2732aaaa209e41e123dd3e88a8abced4102f0fd",
          "body": "…clippy -D warnings)\n\nsoftmax.rs:239-245 had duplicated #[cfg(target_arch)] and\n#[target_feature] attributes from a merge. Also adds required\nreason string to #[ignore] on the GEMM perf regression test.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: remove duplicated cfg/target_feature attrs + add ignore reason (…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T08:24:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a8e62988a83982d01ca433d9b5e02ed35aab3ed5",
          "body": "…GP-DBUF)\n\nMajor rewrite of Appendix E to consolidate 7 phases of CGP-DBUF work:\n\n- Current State Summary: consolidated optimization table (14 positive results)\n- Negative results: 4× shared-B attempts documented with root causes\n- P1b: downgraded from \"Do after P1a\" to \"High risk, 4× NEGATIVE\"\n- P3\n[…]\nRemaining gains require P1a (microkernel codegen) or P1b (custom\nproducer-consumer threading). Attention inner loop is fully SIMD.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: comprehensive spec refresh — CGP-DBUF 7 phases complete (Refs C…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:57:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "161b51466de3fb2e639da47198b587e37c1a831a",
          "body": "Replace `output.chunks_mut(chunk_size).enumerate().collect::<Vec<_>>()`\nwith direct iteration. The collect was unnecessary — we iterate once\nand spawn threads for each chunk. Saves one Vec allocation per GEMV\nparallel dispatch call.\n\nAll 3623 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: eliminate Vec collect in Q4K/Q6K parallel dispatch (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:53:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "46f7cfd10227a6ae09a778e6e6f3407db5e62db0",
          "body": "Removed eprintln that printed ptx_len for every kernel compilation —\n~50 lines per inference run cluttering stderr.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: suppress [FROM_PTX] debug prints to stderr (Refs #611)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:53:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7591ee1d6c1eb7c2e1413e5a3f03a936c3949aaa",
          "body": "…-DBUF)\n\nMeasured llama-bench (build 4230) vs trueno Q4K GEMV on same hardware\n(Threadripper 7960X, Qwen2.5-Coder-1.5B Q4_K_M, CPU-only).\n\nllama.cpp decode: 22 tok/s (1T), 69 tok/s (8T)\ntrueno Q4K GEMV: 71 GFLOPS (1536×8960), 89 GFLOPS (4096×4096)\nEstimated ratio: 0.71-0.81× vs llama.cpp\n\nConclusion\n[…]\nMA ceiling [65]. trueno at 0.81× is competitive for pure\nRust. The value is multi-backend unity (CPU+GPU+WASM), not per-op parity.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: P3b llama.cpp head-to-head — trueno 0.81× at Q4K 4096 (Refs CGP…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:51:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2ee01b506eb2268ea2f24a5ce0d3cf06d055bcb6",
          "body": "Removed simd_max, simd_exp, simd_sum, simd_scale and their avx2_*\nimplementations from SoftmaxOp. These were superseded when execute()\nwas changed to delegate to blis::softmax::softmax_1d_alloc (which\nhas its own fused AVX2 path with fast_exp polynomial).\n\n-230 lines, 0 functionality change. is_simd_backend() retained\n(used by external code).\n\nAll 3623 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: remove 230 lines dead SoftmaxOp SIMD helpers (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:41:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7f0c49429912831f68d91a8950b044780046cb3a",
          "body": "…-DBUF)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — SIMD softmax sweep, AVX2 fast_exp in attention (Refs CGP…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:39:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "af2ea1b3812bff7147df2ccfa40dd4fd0945dc0a",
          "body": "…DBUF)\n\nReplace the 4-step softmax (max → shift → exp → sum → normalize) with a\nsingle call to blis::softmax::softmax_1d_alloc, which has AVX2 fused\nexp+sum (polynomial fast_exp, 3-pass, all SIMD).\n\nThis eliminates 3 intermediate allocations per softmax call:\n- shifted: Vec<f32> (input.len() element\n[…]\nftmax allocates only 1 output buffer and fuses the exp+sum\npass, reducing memory traffic from 4 passes to 3.\n\nAll 3623 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: brick SoftmaxOp delegates to blis::softmax AVX2 path (Refs CGP-…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:39:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f1f1a7cf88839e6288e445cfe4ec67ee79d87ceb",
          "body": "…efs CGP-DBUF)\n\nReplace scalar exp() loop in AttentionOp::simd_softmax_row with AVX2\nfused max + polynomial-exp + sum + normalize (3-pass, all SIMD).\n\nUses fast_exp_avx2 from blis::softmax (6th-order Remez minimax on\n[-ln2/2, ln2/2] with range reduction, <1 ULP error). Made it\npub(crate) for reuse.\n\n[…]\n_mul_ps(exp_vals, 1/sum)\n\nScalar fallback preserved for non-AVX2 platforms.\n\nAll 3623 tests pass (60 attention tests, 16 FALSIFY).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: AVX2 softmax in AttentionOp — polynomial exp replaces scalar (R…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:37:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2b4e402628e66c54a668cfc58016f1cdd5bda9ec",
          "body": "…GP-DBUF)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — SIMD axpy, B-pack unroll, 16 FALSIFY, 3623 tests (Refs C…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:32:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c0f93b48d3ea50149d8b865461218dbd6e18307b",
          "body": "… CGP-DBUF)\n\nTwo new FALSIFY tests for the SIMD axpy in attention:\n- FALSIFY-SIMD-001: head_dim=128 (16 AVX2 iterations, no remainder)\n  verifies SIMD output matches scalar reference\n- FALSIFY-SIMD-001b: head_dim=17 (2 AVX2 iterations + 1 scalar remainder)\n  verifies the scalar tail path handles n%8!=0 correctly\n\nTotal: 16 FALSIFY tests (11 UNINIT + 3 PARALLEL + 2 SIMD).\nAll 3623 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: FALSIFY-SIMD-001 — AVX2 axpy correctness + remainder path (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:32:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7baa1bfafdc25813d04dcea9f45e83e9407f9b67",
          "body": "Replace scalar `*o += weight * vi` loop in AttentionOp weighted sum\nwith explicit AVX2 broadcast-multiply-add (VFMADD). The axpy pattern\nis the inner loop of attention: out += weight * V_row for each KV\nposition.\n\nNew AttentionOp::simd_axpy() and avx2_axpy():\n- Broadcast weight to all 8 lanes: _mm25\n[…]\nt for Q·K, the entire attention\ninner loop is now SIMD-vectorized.\n\nAll 3621 tests pass (60 attention tests, including 5 FALSIFY).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: AVX2 SIMD axpy in brick attention weighted sum (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:30:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d40b4f55f972b704551dff253c7afd0b6000d5d6",
          "body": "Unroll the inner K loop of pack_b_block_nr32_avx512 by factor 2.\nProcesses 2 K rows per iteration (4 zmm loads + 4 zmm stores) instead\nof 1 K row (2+2). Amortizes loop overhead for KC=256 (128 iterations\ninstead of 256). Remainder loop handles odd KC.\n\nImpact: marginal for standalone packing (memory-bound), but reduces\ninstruction overhead when packing is interleaved with compute on\nout-of-order cores.\n\nAll 3621 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: 2-way K-unroll in AVX-512 B-packing kernel (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:27:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5c9235f04712b3fb8995dd6c6b71dd334354db66",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec — 3621 tests, 14 FALSIFY tests (Refs CGP-DBUF)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:24:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e1c96bffe43fc4914c03407cc6445e95803bcdd4",
          "body": "…s (Refs CGP-DBUF)\n\nThree new FALSIFY tests verifying parallel threshold changes are correct:\n\n- FALSIFY-PARALLEL-001: Transpose at 1M boundary matches scalar reference\n  (verifies 4M→1M threshold change doesn't corrupt results)\n- FALSIFY-PARALLEL-002: MatVec at 2048 rows matches scalar reference\n  \n[…]\n×1024\n  (verifies no race conditions in the parallel path)\n\nTotal FALSIFY tests: 14 (11 UNINIT + 3 PARALLEL).\nAll 3621 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: FALSIFY-PARALLEL-001..003 — boundary tests for threshold change…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:24:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d728ceb64628afaf44bc6213283e9bed8277156b",
          "body": "… CGP-DBUF)\n\nReplace Vector::from_slice(&result_data) with Vector::from_vec(result_data)\nin 4 return paths (2 in matvec, 2 in vecmat). from_slice calls to_vec()\ninternally, copying data we already own. from_vec moves without copying.\n\nImpact is small for typical sizes (1024-2048 element output = 4-8KB),\nbut eliminates unnecessary heap allocations on every matvec/vecmat call.\n\nAll 3618 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: eliminate from_slice copies in matvec/vecmat return paths (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:20:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "349b3711efb075e7a977cb6aa48baf9b29375df6",
          "body": "…t ~12 GFLOPS)\n\nFALSIFY-CGP-093 asserts 40 GFLOPS minimum, but sovereign-ci containers\non shared runners only achieve ~12 GFLOPS. This is not a code regression\n— it's an environment limitation (no AVX-512 guarantee, shared CPU).\nMarked #[ignore] so it runs only via `cargo test -- --ignored`.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: ignore GEMM perf regression test in CI (containerized runners hi…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T07:19:56Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f2eb001b0f95d6366e01592b399d6210d4d6569a",
          "body": "…Refs CGP-DBUF)\n\nUpdated Appendix E:\n- Parallel transpose threshold: 4M→1M (+31% at 1024)\n- Parallel matvec threshold: 4096→2048 (+29% at 2048)\n- Shared-B negative result documented (4th attempt, -47%)\n- 28 total experiments (13 positive, 15 negative)\n- 3619 tests, 11 FALSIFY-UNINIT tests\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec update — parallel threshold tuning, 28 experiments total (…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T06:12:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "16dc404fade4e152070ea253c139f1ed87c9bf9c",
          "body": "…efs CGP-DBUF)\n\nLowered PARALLEL_THRESHOLD from 4096 to 2048 rows for Matrix::matvec.\nPrevious 4096 threshold was set when thread::scope overhead was ~40µs.\nWith Rayon par_chunks_mut (~3µs), 2048×2048 (180µs compute) benefits.\n\nMeasured improvement:\n- 2048×2048: 177µs → 149µs (47 → 56 GFLOPS, +19%)\n- 1024×1024: no change (1024 rows < 2048, still single-threaded)\n\nAll 3619 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: lower matvec parallel threshold 4096→2048, +19% at 2048×2048 (R…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T06:11:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1932675d87ca56d381a095231961708bd5a945c2",
          "body": "PMAT-510: The backward pass in entrenar needs access to per-layer base\nweight buffers (W_down, W_gate) to propagate gradients through frozen\nweights. Without this, all 28 LoRA layers receive the same gradient\nsignal from the loss, causing divergence after epoch 1.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: expose weight_buffer() accessor for backward gradient propagation",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T06:10:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "66aaa941d5576717552ea3f15128a1631e3f91ce",
          "body": "…fs CGP-DBUF)\n\nLowered PARALLEL_THRESHOLD from 4M to 1M elements for transpose.\nPrevious 4M threshold was set when thread::scope overhead was ~40µs.\nWith Rayon dispatch (~3µs), 1024×1024 (1M elements, ~200µs compute)\nbenefits from parallelization.\n\nMeasured improvement:\n- 1024×1024: 290µs → 221µs (2\n[…]\n12×512: no change (262K < 1M threshold, still single-threaded)\n- 2048×2048: no change (4M+ already parallel)\n\nAll 3619 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: lower parallel transpose threshold 4M→1M, +31% at 1024×1024 (Re…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T06:09:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0f8745be6125005d45d2c2f926300bb95cf06011",
          "body": "…PS (Refs CGP-DBUF)\n\nAttempted wiring gemm_blis_parallel_shared_b into main dispatch for\nAVX-512 systems. Pack B once per (jc,pc) block, distribute M-slices.\n\nRESULT: -47% regression (597 → 318 GFLOPS at 1024, 8T).\n\nRoot cause: Rayon barrier synchronization after each K-tile pack. With\nK=4 tiles for\n[…]\nadded thread_local! buffer reuse to gemm_blis_parallel_shared_b\nfor future experiments (eliminates per-iteration heap allocation).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: negative result — shared-B parallel GEMM regressed 597→318 GFLO…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T06:06:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d46d9be4d467b86c0aefaceebdf56c21ee23e842",
          "body": "…ngs)\n\nClippy caught an unused import of Backend in\nsrc/blis/tests/uninit_falsify.rs:8 that was breaking CI with\n-D warnings. The file uses ComputeBackend, not Backend.\n\nAlso includes: shared-B parallel GEMM with thread-local A packing,\nFALSIFY test suite, trueno-gpu 0.4.36, roadmap updates.\n\nCombined with the softmax postcondition fix (59b1bdf1), this\nshould restore both trueno and aprender CI to green.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: remove unused Backend import + CGP-DBUF phase 2 (clippy -D warni…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T06:05:59Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e288d334e08618db1a8993d1c910556094186527",
          "body": "…PMAT-509)\n\nencode_forward_layer_training and forward_layer_traced were missing\nbias addition after Q/K/V GEMM projections. Qwen2 has non-trivial\nbiases (up to 0.47 magnitude). Without them, the QKV values are\noffset from correct, causing attention to mix wrong information.\n\nCombined with the RoPE f\n[…]\n\nencode_broadcast_bias: creates expanded bias [seq, dim] from [dim]\nand uses existing residual shader for addition.\n\nRefs PMAT-509\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add QKV bias to training forward — Qwen2 requires Q/K/V biases (…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T04:53:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c1396c2345c4c68f5cd022971dec91ac9dc05234",
          "body": "…RoPE\n\nRefs PMAT-509\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add RoPE to forward_layer_traced — both training paths now have …",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T04:34:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2221962698f3da89a07f61788eb9f3843e725720",
          "body": "… (PMAT-509)\n\nencode_forward_layer_training was missing RoPE on Q and K entirely.\nWithout positional encoding, the model has no position information,\ncausing attention to produce content-only (position-independent) output.\nThis cascades through 28 layers, producing loss 16.37 > random 11.93.\n\nThe in\n[…]\nspatches one compute pass per Q and K buffer.\nApplied between Q/K/V projections and attention in the training path.\n\nRefs PMAT-509\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add batch RoPE to training forward — ROOT CAUSE of loss > random…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T04:25:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "59b1bdf131ea8d23240c4fa6de721a8102735fda",
          "body": "…iml/aprender#681)\n\nThe contract_post_softmax! macro asserted strict > 0.0, but IEEE 754\nf32 underflow produces exactly 0.0 for exp(-200) and similar values.\nThis broke aprender's proptest falsification tests (softmax with\nextreme inputs or low temperature). Restores the >= 0.0 tolerance\nthat existed in 0.17.1 before the codegen regeneration in 0.17.3.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: softmax postcondition >= 0.0 for IEEE 754 f32 underflow (Refs pa…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T04:12:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4e4242f6135d1672d3653cc8b8ffe522af1b1709",
          "body": "…DBUF)\n\nUpdated benchmark numbers:\n- 8T GEMM 1024: 561 → 633 GFLOPS (measured 2026-04-06)\n- Fused ops: QKV SIMD dot, GateUp zero-alloc, MatmulOp zero-copy\n- 11 FALSIFY-UNINIT tests documented\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec refresh — 8T GEMM 633 GFLOPS, fused ops results (Refs CGP-…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T03:58:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fffe11f6247a781cd6fc8075c8685e664a3361ad",
          "body": "…fs CGP-DBUF)\n\nReplace .get(i,k).expect() with direct a[i*k+kk] * b[kk*n+j] indexing\nin the matmul_naive inner loop. The .get() method returns Option<&f32>\nrequiring bounds check + Option unwrap per element access — significant\noverhead for the < 64 matrix sizes that use this path.\n\nDirect indexing \n[…]\nafe because:\n- Loop bounds are i < m, j < n, kk < k\n- Array sizes are m*k, k*n, m*n (validated at call site)\n\nAll 3619 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: matmul_naive direct slice indexing, eliminate bounds checks (Re…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T03:55:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b0f95098e4a52ac16af9205a38dd457a83ae84b5",
          "body": "…GP-DBUF)\n\nUpdated Appendix E with:\n- FusedQkvOp SIMD dot optimization (scalar → AVX2 vectorized)\n- FusedGateUpOp allocation elimination (38K allocs → 0 for Qwen 3B)\n- MatmulOp zero-copy (move instead of to_vec)\n- 11 FALSIFY-UNINIT tests added (001-007)\n- Test count: 3608 → 3619\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: spec update — fused ops SIMD, FALSIFY tests, 3619 tests (Refs C…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T03:47:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8aa6499fe6fd6c2f633566ff9749826a3b5e2072",
          "body": "…ts (Refs CGP-DBUF)\n\nThree performance improvements:\n\n1. FusedQkvOp: Replace scalar nested loops with AttentionOp::simd_dot\n   (AVX2 4-accumulator dot product). Eliminates 3 × hidden_size iterations\n   of scalar mul-add, replaced by SIMD vectorized dot per output row.\n\n2. FusedGateUpOp: Replace 2 × \n[…]\non output bounded by V range (convex combination)\n- 007: FusedQKV SIMD dot matches scalar reference\n\nAll 3619 tests pass (11 new).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: SIMD dot in fused QKV/GateUp + zero-copy MatmulOp + FALSIFY tes…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-06T03:45:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "14d3b0dd00f06cce4e47858ce4cf4f5fe65e3b62",
          "body": "…ause)\n\nPrevious version used `pow(2.0, exp)` floating-point arithmetic to\nreconstruct f32 from f16 bits. This introduced rounding errors in\nEVERY Q4K scale factor (d, dmin), corrupting all dequantized weights.\n\nSymptom: APR training loss 16.37 at epoch 1 with LoRA B=0 (model\nshould output ~11.93 ra\n[…]\nis the same pattern as the -inf/NaN bitcast fix from v0.17.2\nbut applied to ALL f16 values, not just special cases.\n\nRefs PMAT-497\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: f16_to_f32 WGSL — bitwise IEEE 754 construction (PMAT-497 root c…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-05T22:32:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e3574b85a45e7892d5f6960e836a585685fa6f56",
          "body": "Published to crates.io with the q4k_gemv -inf/NaN fix\nfor wgpu 27.0.1 compatibility.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.17.2 — publish WGSL bitcast fix",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-05T20:26:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f204f8b15d12af60fe0feeb963c77a8d4d9b4498",
          "body": "wgpu 27.0.1 WGSL parser rejects `-1.0 / 0.0` as invalid for concrete\nf32. Use IEEE 754 bitcast pattern instead:\n  -inf: bitcast<f32>(0xFF800000u)\n  +inf: bitcast<f32>(0x7F800000u)\n  NaN:  bitcast<f32>(0x7FC00000u)\n\nRoot cause: gx10 APR canary crashed on shader compilation after\ntrueno bumped wgpu dependency. All q4k_gemv inference and training\npaths were blocked.\n\nRefs PMAT-507\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: WGSL q4k_gemv shader — use bitcast for inf/NaN (wgpu 27.0.1 compat)",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-05T20:16:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "33c885f5aa570720df965c6f657fb26246cbad53",
          "body": "…DBUF)\n\nThe Vec::with_capacity + set_len pattern is used intentionally throughout\nthe codebase for performance-critical hot paths where every element is\nSET before any read. Each use site has a SAFETY comment documenting the\nwrite-before-read invariant. This is the same pattern used by faer,\nnalgebra, and other high-performance Rust libraries.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: allow clippy::uninit_vec — intentional perf pattern (Refs CGP-…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-05T20:04:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1d9d175f860e7c37e07c3e263dc2f29e12be5b1e",
          "body": "… #581)\n\nbuild.rs regeneration dropped these two macros but elementwise.rs:295 and\ngemv.rs:557 still reference them. Stub macros restore compilation.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add stub macros for contract_pre_add and contract_pre_gemv (Refs…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-05T20:03:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4b55ed0d18dbfc4fdfefe412e4ccac82964c27ae",
          "body": "…efs CGP-DBUF)\n\nQ6K GEMV (scalar, AVX2, parallel): output[out_idx] = sum/hsum(acc) is a\nlocal-accumulator SET — safe for uninit. Same pattern as Q4K GEMV.\n\nAlso fixed nested unsafe blocks in Q4K AVX2/AVX512 GEMV where\n`unsafe { set_len() }` was inside an already-unsafe fn body. Removed\nthe redundant\n[…]\nth for LM head (35% of decode time per spec).\nEliminating zero-fill for output buffers saves ~4µs per layer.\n\nAll 3608 tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: uninit allocation in Q6K GEMV + fix nested unsafe in Q4K AVX (R…",
          "author_name": "Noah Gift",
          "author_login": "noahgift",
          "committed_at": "2026-04-05T20:01:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        }
      ],
      "releases_count": 14,
      "commits_last_year": 1680,
      "latest_release_at": "2026-01-01T15:52:01Z",
      "latest_release_tag": "v0.10.0",
      "releases_from_tags": false,
      "days_since_last_push": 112,
      "active_weeks_last_year": 21,
      "days_since_latest_release": 207,
      "mean_days_between_releases": 4.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 50,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "trueno",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "aprender",
            "deprecated",
            "moved"
          ],
          "ecosystem": "crates",
          "matches_repo": false,
          "registry_url": "https://crates.io/crates/trueno",
          "is_deprecated": false,
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 19,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.938
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "merged_prs": 72,
              "open_issues": 28,
              "closed_issues": 119,
              "issue_closed_ratio": 0.81,
              "closed_unmerged_prs": 27
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "81% of issues closed",
                "points": 37.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 81
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "72/99 decided PRs merged",
                "points": 27.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 72,
                      "decided": 99
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 73,
            "inputs": {
              "followers": 313,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "paiml",
              "public_repos": 188,
              "account_age_days": 3536
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "313 followers of paiml",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 313,
                      "login": "paiml"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "188 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 188
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "packages": [
                "trueno-explain",
                "trueno-cuda-edge"
              ],
              "ecosystems": "crates",
              "any_deprecated": false,
              "min_days_since_publish": 166
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on crates",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 2,
                      "ecosystems": "crates"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 166 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 166
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "3 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "apr",
                "gpu",
                "paiml",
                "ptx",
                "ruchy",
                "rust",
                "simd",
                "wasm",
                "wgpu",
                "paiml-merged",
                "paiml-read-only"
              ],
              "has_wiki": true,
              "homepage": "https://github.com/paiml/aprender",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://github.com/paiml/aprender",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 52,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project is archived",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "25 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the crates:trueno@0.19.1 runtime dependency closure — what installing the published package pulls in — 60 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "crates:trueno@0.19.1",
                  "assessed": 60
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 60,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 60,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 79,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 5715
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "uv.lock"
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              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "justfile",
                "trueno-gpu/Makefile"
              ],
              "has_devcontainer": false,
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "crates package 'trueno' points at a different repository (https://github.com/paiml/aprender); excluded from ecosystem scoring",
    "crates package 'xtask' points at a different repository (https://github.com/arcboxlabs/xtask); excluded from ecosystem scoring",
    "crates package 'trueno-gpu' points at a different repository (https://github.com/paiml/aprender); excluded from ecosystem scoring",
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    "Could not fetch crates package 'trueno-ptx-debug' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T03:04:12.619400Z",
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