ai-dynamo / aiconfigurator

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 25 paquetes directos y 158 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

Instalar pypi:aiconfigurator@0.10.0 arrastra 35 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

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          "body": "Signed-off-by: hongkuanz <hongkuanz@nvidia.com>",
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          "headline": "docs: update AI Simulate namespace (#1411)",
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          "body": "…anent kernel limits (#1359)\n\n* fix(collector): skip guards for hardware/version crash paths found during power collection\n\nEach guard is pinned to the exact (SM version, framework version) combination\nverified during B200/H200 power data collection. Guards named sm100 use\nget_sm_version() == 100; S\n[…]\noff-by: Kai Ma <kaim@nvidia.com>\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Kai Ma <kaim@nvidia.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "fix(collector): remove exception-smuggling skip guards; document perm…",
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          "body": "…igration (#1358)\n\n* fix(collector): CPU tensor perf regression and TRT-LLM KV-cache API migration\n\nhelper.py: move count tensor to CPU during round-robin redistribution to avoid\nper-iteration GPU syncs when torch.set_default_device(cuda) is active in\ncollector workers. Replace Conv1d rank-sum with \n[…]\noff-by: Kai Ma <kaim@nvidia.com>\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Kai Ma <kaim@nvidia.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
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          "headline": "fix(collector): CPU tensor perf regression and TRT-LLM KV-cache API m…",
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          "body": "…(#1377)\n\nmacOS defaults to spawn for multiprocessing, which requires pickling\nthe SupportMatrix object to child processes. The object contains\nunpicklable defaultdict(lambda) entries from the perf database loader,\nso every Phase 1 worker crashed and all combinations fell through to\nsequential Phase\n[…]\n globals via copy-on-write, matching the Linux\nbehavior the code was written for.\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(tools): use fork context for support matrix parallelism on macOS …",
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          "oid": "ad2552cc4d73398546fca8c635567ad9292fa828",
          "body": "* fix(sdk): model the eager ViT RoPE-apply as a standalone encoder op\n\nThe attention-internal RoPE term models an idealized fused kernel:\nin-place bf16, rotated dims only (~4h bytes/token). The eager ViT path\nthat sglang/vllm actually run materializes an fp32 round trip over the\nfull Q/K (~24h bytes\n[…]\nude Fable 5 <noreply@anthropic.com>\nSigned-off-by: wenpengw-nv <wenpengw@nvidia.com>\n\n---------\n\nSigned-off-by: wenpengw-nv <wenpengw@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat(sdk): model VL encoder data parallelism (#1393)",
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          "body": "* fix: update family-first perf-data path references\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* fix: address perf-data path review feedback\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* docs: reject empty collector artifacts\n\nSigned-off-by: Jason \n[…]\n fix: gate MegaMoE provenance metadata on publication\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
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          "body": "…che estimator (#1390)\n\nNaiveKVCacheEstimator.weight_bytes() counted all experts on every GPU,\nignoring both expert parallelism (EP) and MoE tensor parallelism\n(moe_tp). With EP=8 and 384 experts, per-GPU weight memory was inflated\n8x, leaving the KV-cache capacity estimate far too low. This matters\n[…]\n (divided by\nmoe_tp * moe_ep * pp), matching the native MoE operation's sharding.\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sdk): divide MoE expert weights by moe_tp * moe_ep in naive KV-ca…",
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          "headline": "chore: remove unused web app (#1409)",
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          "oid": "46a089ecee5db85c61f5e41bf449ddfad653bad6",
          "body": "…YBRID/EMPIRICAL port (#1355)\n\n* test(rust-core): add HYBRID/EMPIRICAL parity cases + open the rust routing gate\n\nTest-first guard for porting the util-space empirical layer (PR #1238,\nissue #1333 §4.6 option b) to the compiled engine:\n\n- EngineStepParityCase grows database_mode / transfer_policy /\n\n[…]\nlaude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(rust-core): close all Python/Rust parity gaps — SILICON audit + H…",
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          "author_login": "tianhaox",
          "committed_at": "2026-07-24T16:36:32Z",
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          "body": "* refactor(sdk): move MTP acceptance above aic-core\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* docs(cli): trim redundant MTP wording\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* fix(sdk): preserve MTP projection constraints\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "refactor(sdk): move MTP acceptance above aic-core (#1405)",
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          "body": "* docs: clarify forward-pass API selection\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* fix: align Rust tests with family-first data\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* docs: correct forward-pass API guidance\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "docs: clarify forward-pass API selection (#1406)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-23T21:19:34Z",
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          "body": "…#1378)\n\nAdd BF16/FP8/NVFP4 model configs for GLM-5.1 and BF16/FP8 configs for\nGLM-5.2 (NVFP4 already existed). Register all new model paths in\nDefaultHFModels and collector cases YAML. Support matrix CSVs generated\nfor all 10 GPU systems.\n\nRefs: #1376\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add GLM-5.1 and GLM-5.2 model support (configs, cases, tests) (…",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-07-23T21:01:36Z",
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          "oid": "8e2fd0d4721a9afa4cfdfa3080735af5ca8a3f2c",
          "body": "* feat: generate CODEOWNERS as code from a per-area taxonomy\n\nPorts ai-dynamo/dynamo's CODEOWNERS-as-code toolchain (dynamo#10715).\nOne source of truth (.github/codeowners/areas.yaml) maps paths to the\nexisting five teams; CI validates 100% coverage on every PR and blocks\ndrift between the source an\n[…]\ncy edit orphaning an untouched path\n  blocks (+ e2e demos)\n\nSigned-off-by: Dan Gil <dagil@nvidia.com>\n\n---------\n\nSigned-off-by: Dan Gil <dagil@nvidia.com>\nSigned-off-by: Daniel Gil <dagil@nvidia.com>",
          "is_bot": false,
          "headline": "feat: generate CODEOWNERS as code from a per-area taxonomy (#1347)",
          "author_name": "Dan Gil",
          "author_login": "dagil-nvidia",
          "committed_at": "2026-07-23T20:09:54Z",
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          "oid": "70658c25be88471448707d60fc3c068b179fbae1",
          "body": "* harden aic-core public API contracts\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* address aic-core API review feedback\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* address remaining aic-core review comments\n\nSigned-off-by: Jason Zhou (Engrg-Hardw\n[…]\nom>\n\n* docs(core): plan flat builder removal for 0.11\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "feat: harden aic-core wheel and crate API contracts (#1375)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-23T18:32:37Z",
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          "oid": "e18b24d3094c9683eded6c3260bd9d431fbfbe90",
          "body": "Signed-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.11.0 (#1404)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-23T17:57:43Z",
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          "oid": "88aea0b1d8acd47d9d02d59193e4d06e36de5642",
          "body": "…tAI) (#1395)\n\nReplace hardcoded _DSV4_NATIVE_MODEL_PATHS with _is_dsv4_fp4_expert_model()\nthat checks architecture + expert_dtype from the HF config. Third-party\nFP4-expert DSV4 requant artifacts (e.g. RedHatAI/DeepSeek-V4-Flash-NVFP4-FP8)\nnow get correct sglang MoE quant remapping on Hopper (w4a16\n[…]\nHopper quant\nmode passes DB validation (depends on nvfp4_wo alias from PR #1392).\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sdk): support third-party DSV4 FP4-expert checkpoints (e.g. RedHa…",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-07-23T17:38:12Z",
          "body_truncated": true,
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        {
          "oid": "b90145f433aab09769b34a24278f7d3410ac0476",
          "body": "* docs: update Spica migration target to AI Simulate\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* docs: clarify AI Simulate source installation\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n---------\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "docs: update Spica migration target to AI Simulate (#1401)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-07-23T17:15:39Z",
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          "oid": "4f2d7b81e7cbf3a04f165a97059144132a319786",
          "body": "…policy (AIC-1503, AIC-1219) (#1374)\n\n* feat(sdk): design-§6 reuse ordering — declared donors, nearest-earlier fallback, comm exclusion, source diagnostics (AIC-1503)\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\n\n* fix(sdk): dedupe declared donors from fallback channel, pin legacy-layout comm exc\n[…]\n Claude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\n\n---------\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(sdk): declared-reuse ordering, strict provenance mode, evidence …",
          "author_name": "Yimingl_Nvidia",
          "author_login": "Arsene12358",
          "committed_at": "2026-07-23T17:12:02Z",
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          "oid": "4fabb773643d961c9679e9af3544b74f95c87c8e",
          "body": "…n (AIC-1501) (#1371)\n\n* feat(sdk): dual-layout (family-first) perf-database discovery (AIC-1501)\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\n\n* test(sdk): real-tree fixture for get_database caching test (AIC-1501)\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\n\n* feat(sdk): route all per-op pe\n[…]\nYiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(sdk): family-first perf-data layout with dual-read transitio…",
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          "committed_at": "2026-07-23T16:45:31Z",
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          "oid": "b12a42aeac69b5720e0e50dc9008fdbcd80c0b1c",
          "body": "…s (AIC-1217, AIC-1500) (#1370)\n\n* docs(perf_database): Collector V3 op-centric design (AIC-1217)\n\nThe reviewed contract for op-centric collector management: op identity\n(registry op -> PerfFile table -> catalog family), family-first physical\ndata layout, manifest v2 per-op runtime pins, provenance \n[…]\n Claude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\n\n---------\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(collector): Collector V3 design + manifest v2 per-op runtime pin…",
          "author_name": "Yimingl_Nvidia",
          "author_login": "Arsene12358",
          "committed_at": "2026-07-23T05:52:04Z",
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          "oid": "2829e0983b8698558aea9d3ab05693dc61761839",
          "body": "…1394)\n\nDocument two known environment caveats for local development:\n- pytest-timeout uses SIGALRM which triggers macOS crash dialogs;\n  pass -p no:timeout to disable\n- test_moe_dispatch.py requires torch which isn't in the dev venv\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add macOS pytest-timeout and torch test caveats to AGENTS.md (#…",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-07-22T17:21:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a907f3273306b35dc90a95daeb275943c5cf5ecd",
          "body": "…on data for Blackwell (#1399)\n\n* data(collector): add vLLM 0.24.0 native DSV4 w4a8_mxfp4_mxfp8 MoE data for 4 Blackwell systems\n\nCollected via aic-auto-collector pipelines 59094587/59094646 (child jobs,\n8/8 success, 0 errors) at PR head 818a6febb:\n- Flash (4096/2048/topk6/e256): 1134 rows per syste\n[…]\n 16 rows flip HYBRID_PASS -> PASS\n(Flash/Pro x b200_sxm/b300_sxm/gb200/gb300 x agg/disagg).\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>",
          "is_bot": false,
          "headline": "feat(data): vLLM 0.24.0 native DeepSeek-V4 w4a8_mxfp4_mxfp8 MoE silic…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-22T17:20:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1fdc973863780e345817004e272b44cd32360ee5",
          "body": "…ction on vLLM 0.24.0 (#1397)\n\n* feat(collector): enable native DeepSeek-V4 w4a8_mxfp4_mxfp8 MoE collection on vLLM 0.24.0\n\nThe native (expert_dtype=fp4) DeepSeek-V4 checkpoints had no consumable\nvLLM MoE path: #1344 disabled the label entirely (allowed_modes: [])\nbecause vLLM 0.24.0 serves the arti\n[…]\nthe required runtime feature is off.\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(collector): enable native DeepSeek-V4 w4a8_mxfp4_mxfp8 MoE colle…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-22T17:19:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "555957519731826789a7662694ac9138e3f7eaee",
          "body": "* refactor(sdk): explicit MTP control via nextn + nextn_accepted\n\nReplace the 5-element nextn_accept_rates chain-expectation with two explicit\nparameters and make speculative decoding strictly opt-in:\n\n- nextn (draft length, cost side: extra MTP-layer forward + the (nextn+1)\n  verify batch) now defa\n[…]\nlaude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(sdk): explicit MTP control via nextn + nextn_accepted (#1383)",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-22T17:05:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "41530cd5dea0097992d6ca97c47ea05475c318af",
          "body": "* refactor(spica): remove Spica from AIConfigurator\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* test(cli): preserve default input validation coverage\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* test(packaging): scan all wheel entries for Spica\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* test(packaging): exercise wheel rejection path\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n---------\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "refactor(spica): remove Spica from AIConfigurator (#1389)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-07-21T22:06:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "111b093a2a516d6cb2eabac5ad601c95c14ebdbe",
          "body": "Signed-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(webapp): use monospace font for debugging output textboxes (#1368)",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-07-20T09:07:22Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2556e2013dee1a41d06912cd37562498df4079b9",
          "body": "… script (phase 1) (#1328)\n\n* Add generator fpm support\n\nSigned-off-by: etshen <etshen@nvidia.com>\n\n* update for multinode\n\nSigned-off-by: etshen <etshen@nvidia.com>\n\n* update for code rabbit\n\nSigned-off-by: etshen <etshen@nvidia.com>\n\n* update for prefill and decode\n\nSigned-off-by: etshen <etshen@nvidia.com>\n\n---------\n\nSigned-off-by: etshen <etshen@nvidia.com>",
          "is_bot": false,
          "headline": "feat: [generator] Add FPM deployment target with reusable Pod and run…",
          "author_name": "Ethan-ES",
          "author_login": "Ethan-ES",
          "committed_at": "2026-07-20T07:18:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e794c9c0f2845f3a65c98d7e0188ea0c5732b86",
          "body": "Signed-off-by: Trey Dockendorf <tdockendorf@osc.edu>",
          "is_bot": false,
          "headline": "fix(image): Ensure Hugging Face SSL trusted by image (#1362)",
          "author_name": "treydock",
          "author_login": "treydock",
          "committed_at": "2026-07-20T02:48:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cae1aef7705af86e15597d6b0e97dc93112d18aa",
          "body": "…(#1373)\n\n* fix(webapp): move CSS to launch() for Gradio 6 and disable analytics\n\nGradio 6.0 moved the css parameter from Blocks() to launch().\nDisable Gradio telemetry by default -- AIC is a self-hosted tool and\nthe HuggingFace/Gradio analytics requests add startup noise without\nuser benefit. Uses \n[…]\n>\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(webapp): move CSS to launch() for Gradio 6 and disable analytics …",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-07-18T07:24:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cf515cfc18ed04edfffa607c06d7b42cf043759d",
          "body": "* docs: add Web App section to README and CLI user guide\n\nDocument the Gradio webapp launch command, available flags, and tab\ndescriptions. The webapp was previously undocumented.\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n\n[…]\n>\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add Web App section to README and webapp user guide (#1367)",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-07-18T07:24:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "92b4ce83c2489fccc6eb6f5271fb3b9bb93bc1e4",
          "body": "* fix: update support matrix\n\nFull local regeneration of the support matrix on main (2feebac5) using\nthe CI docker image (docker/Dockerfile --target test), 16 workers.\n10502 configurations across 5251 model/system/backend/version combos.\n\nRebased onto main after #1322 relocated the matrix to\naic-cor\n[…]\ny: Claude Fable 5 <noreply@anthropic.com>\nSigned-off-by: tianhaox <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: tianhaox <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: update support matrix [main] (#1366)",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-17T03:10:37Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f4c58458ab1554c3e7678492e1bc9c7812c678e6",
          "body": "* fix(sdk): skip MoE workspace for dense Gemma 4\n\nReproduce with:\n\n  aiconfigurator cli default --model-path google/gemma-4-31B-it --total-gpus 2 --system h100_sxm --database-mode SOL --top-n 1\n\nBefore this fix, both agg and disagg reject every parallel configuration after memory accounting raises:\n\n[…]\nsent.\n\nSigned-off-by: Qinghui Zhuang <qzhuang@microsoft.com>\n\n* address comment\n\nSigned-off-by: Qinghui Zhuang <qzhuang@microsoft.com>\n\n---------\n\nSigned-off-by: Qinghui Zhuang <qzhuang@microsoft.com>",
          "is_bot": false,
          "headline": "fix(sdk): skip MoE workspace for dense Gemma 4 (#1338)",
          "author_name": "Qinghui Zhuang",
          "author_login": "zhuangqh",
          "committed_at": "2026-07-16T01:33:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "efd25e9402d073598db61f8e38381ec08eb2129b",
          "body": "…… (#1326)\n\n* docs(attributions): add Rust crate attributions + fix Python deps for 0.10.0\n\nThe 0.10.0 wheel now statically links the aiconfigurator_core Rust extension\n(_aiconfigurator_core.abi3.so), pulling 103 crates into the shipped artifact.\nNone were previously attributed. Adds a Rust section \n[…]\naude Opus 4.8 (1M context) <noreply@anthropic.com>\n(cherry picked from commit 12f9a97d736c9f491c6f7f4e558dae44de7b9883)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(attributions): add Rust crate attributions + fix Python deps for…",
          "author_name": "Nate Mailhot",
          "author_login": "nv-nmailhot",
          "committed_at": "2026-07-15T20:35:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "989dd6e9cbedcbd26d353da984af451b6b64fd3f",
          "body": "…ch op runs on per platform/version/precision (#1345)\n\n* feat(tools): derive op-backend facts record from the perf database\n\nAdd tools/perf_database/backend_facts.py: for every (op table, framework,\nversion, system, fact-axis slice) in the data tree, record which kernel\nbackend(s) the rows were coll\n[…]\nff-by: Yiming Liu <yimingl@nvidia.com>\n\n---------\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Yiming Liu <yimingl@nvidia.com>",
          "is_bot": false,
          "headline": "feat(tools): op-backend facts — a truthful record of which backend ea…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-15T13:29:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0b077da5e017cb8ceac1ad14e91eb6e26c40207a",
          "body": "…322)\n\n* build: restore standalone aiconfigurator-core wheel\n\nSigned-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\n\n* build: expose SDK under core namespace\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n* build: restructure packages for repository split\n\nSigned-\n[…]\nigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\nSigned-off-by: Jason Zhou <jasonqinzhou@users.noreply.github.com>\nCo-authored-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>",
          "is_bot": false,
          "headline": "build: restructure into split-ready core and application packages (#1…",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-15T00:05:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2feebac532a84725c9f468861f16dac3e4ed3097",
          "body": "…d perf regression gate (#1351)\n\n* perf(rust-core): make SiteIndex::resolve O(n) per query\n\nThe GEMM scattered-sites resolver sorted every collected site by distance on\neach query -- recomputing the distance (a sqrt over the site axes) inside the\nsort comparator -- just to keep the nn_sites nearest.\n[…]\no\n  divides out most machine-speed variance but can still shift across\n  architectures.\n\nSigned-off-by: Simone Chen <maxmoe0105@gmail.com>\n\n---------\n\nSigned-off-by: Simone Chen <maxmoe0105@gmail.com>",
          "is_bot": false,
          "headline": "fix(rust-core): restore engine-step speedup (SiteIndex::resolve) + ad…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-13T23:18:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "62633bba3993a177049652608ee44f96a4d76dc2",
          "body": "* fix(data): replace mislabeled vLLM v0.19 FP16 AllReduce data with real BF16\n\nSigned-off-by: wenpengw-nv <wenpengw@nvidia.com>\n\n* update h100_sxm vllm0.19.0 ar data\n\nSigned-off-by: wenpengw-nv <wenpengw@nvidia.com>\n\n---------\n\nSigned-off-by: wenpengw-nv <wenpengw@nvidia.com>",
          "is_bot": false,
          "headline": "chore: replace mislabeled vLLM v0.19 FP16 AR data with real bf16 (#1339)",
          "author_name": "wenpengw-nv",
          "author_login": "wenpengw-nv",
          "committed_at": "2026-07-13T16:21:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e23be5a79438356de7d8ff9cd4bec38ccb1f4670",
          "body": "… 8 systems (#1342)\n\n* feat(collector): upgrade SGLang collector to 0.5.14\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n* fix(sglang): align MLA module collection with 0.5.14\n\nUse the pinned runtime's cross-layer top-k reuse contract, normalize GLM-5.2 cached layer types, and document validated\n[…]\nox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nSigned-off-by: Tianhao Xu <49143331+tianhaox@users.noreply.github.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(collector): upgrade the SGLang collector to 0.5.14 with data for…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-13T13:39:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c4a574a65813d651d7e667fce0bad09cb2c461c7",
          "body": "…fic rules (#1337)\n\n* feat(sdk): data-driven FMHA fp8->bf16 fallback at task resolve time\n\nCheckpoint-inferred fp8 FMHA now falls back to bfloat16 when the role's\nperf DB carries no fp8 slice in its fmha-keyed context-attention table,\nwith a warning, instead of failing validate later. Unknown/new mo\n[…]\nlaude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(sdk): data-driven FMHA quant resolution — retire model-speci…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-13T11:04:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d5bad971c95729437ff611e559ed2fc1db6d4318",
          "body": "…em data (#1344)\n\n* feat(collector): upgrade vLLM to 0.24.0\n\nSigned-off-by: Tianhao Xu <49143331+tianhaox@users.noreply.github.com>\n\n* fix(collector): prune invalid vllm gdn grid\n\nSigned-off-by: Tianhao Xu <49143331+tianhaox@users.noreply.github.com>\n\n* fix(collector): isolate legacy vllm xpu utilit\n[…]\nhao Xu <49143331+tianhaox@users.noreply.github.com>\nSigned-off-by: tianhaox <tianhaox@nvidia.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(collector): upgrade the vLLM collector to 0.24.0 with eight-syst…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-13T11:02:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d901a281173f8ef8c27ca8294d9add6ae0ba2f37",
          "body": "…b to nightly (#1336)\n\nPR 2 of 2 for the prediction-regression-gate rollout\n(docs/design/prediction_regression_gate_design.md §5). Trigger-only:\n\n- prediction-regression-gate.yml: add pull_request trigger; the\n  \"AIC Prediction Regression Gate\" report job becomes the PR check\n- accuracy-regression-t\n[…]\ndead)\n\nReverting this commit restores the dispatch-only status quo without\ntouching the harness.\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: enable prediction regression gate as PR check, demote accuracy jo…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-10T14:46:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "52d71f9370e66cc71ba86a36b158522255dd0a20",
          "body": "* design(sdk): per-op config schema for the perf-table interpolation engine v2\n\nClean-room redesign of the SILICON perf-table interp/extrap layer, off main.\nThis commit is the DECLARATIVE INTERFACE only (no resolver yet) so the shape\ncan be reviewed before the engine lands.\n\nGoals: P0-1 robustly han\n[…]\n27; python suite 1289.\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(sdk): perf-table interpolation engine v2 (perf_interp) (#1303)",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-09T13:12:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "68fc4519e15324816c519de97ea28bcc67744472",
          "body": "…on accuracy anchors (dispatch-only) (#1289)\n\n* feat(test): old-vs-new run_static regression gate (V2), dispatch-only\n\nReplace the PR-time accuracy job's workload with a two-tier old-vs-new\ncomparison: collect a tier-1 run_static snapshot + tier-2 scheduling\nsnapshot on the PR base and on the PR hea\n[…]\nlaude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(test): prediction regression gate — old-vs-new snapshots + silic…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-09T11:26:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7a4ca38433c5109f250cd1eddb34cdf76ecd1ac2",
          "body": "…-predict failure handling (#1302)\n\n* refactor(collector): replace exception rule engine with observe-don't-predict failure handling\n\nCollector v2's declaration surface had grown a 1400-line sm_exceptions rule\nengine (15 comparison operators, computed conditions, positional field\ncontracts) that tri\n[…]\nlaude Fable 5 <noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(collector): replace exception rule engine with observe-don't…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-07-09T11:26:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a8469e4dd3447eea1419be82130798ddd869c1a8",
          "body": "* update latest xpu op collection\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n* remove 0.23.0 data for now\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n* fix lint\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n---------\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>",
          "is_bot": false,
          "headline": "fix: resolve xpu collection issues for latest vllm (#1334)",
          "author_name": "Sihan Chen",
          "author_login": "Spycsh",
          "committed_at": "2026-07-09T10:41:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32d9db954276e62f7588aafd9081c0926f18224c",
          "body": "…p payloads (#1324)\n\n* fix(rust-core): validate engine-spec schema version before decoding op payloads\n\nEngineSpec::from_bincode decoded the whole bincode payload (including the\npositional, variable-layout op lists) before it checked schema_version. bincode\nis not self-describing, so a producer/cons\n[…]\n<noreply@anthropic.com>\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\n---------\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(rust-core): validate engine-spec schema version before decoding o…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-08T23:26:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d01ce3d5d4fa172ff96b4ab4b53263e2d3039ff0",
          "body": "* fix: build the aiconfigurator wheel as manylinux_2_28\n\nThe wheel carries a native Rust/PyO3 (abi3) extension but was built on\nubuntu:jammy and tagged linux_x86_64 -- a bare platform tag that PyPI\nrejects and that effectively pins the wheel to the build host's glibc.\nBuild it as a portable manylinu\n[…]\ny MATURIN_PEP517_ARGS\noverrides the PEP517 compatibility default, why pin the interpreter).\n\nSigned-off-by: Anant Sharma <anants@nvidia.com>\n\n---------\n\nSigned-off-by: Anant Sharma <anants@nvidia.com>",
          "is_bot": false,
          "headline": "fix: build the aiconfigurator wheel as manylinux_2_28 (#1330)",
          "author_name": "Anant Sharma",
          "author_login": "nv-anants",
          "committed_at": "2026-07-08T22:35:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2e33a9ef61afc35e21fd4e042fef040d1fad75e8",
          "body": "Signed-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "build: remove aiconfigurator-core compatibility wheel (#1329)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-08T22:13:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0828d6b7e4a7880079443b1c6f9c148d85bdbf54",
          "body": "…f DB refactors; make Spica tests non-blocking (#1313)\n\n* feat(rust-core): context-parallelism support for engine-step (Phase 1)\n\nThe Python SDK models context parallelism (CP) as a first-class prefill\ndimension, but the Rust engine-step path dropped it: the spec serializers\nnever emitted the per-op\n[…]\n<noreply@anthropic.com>\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\n---------\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(rust-core): add context-parallelism and catch up with latest per…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-06T21:43:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "251eef74073e7dd912d913677801a0b66e12ddb9",
          "body": "The Task->generator bridge set NodeConfig.system_name from the shared\ntop-level system_name, which is empty for disaggregated Task v2 requests\n(the selected system lives in the phase-specific prefill/decode fields).\nNodeConfig.system_name then came out blank and hardware facts (node\nselectors, NCCL/\n[…]\nl/decode systems\n(heterogeneous placement is out of scope). Adds regression tests.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(generator): preserve disagg system name in Task bridge (#1294)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-06T21:12:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "81783f09bc89ce278cb707825a484c71d91834bb",
          "body": "The Task->generator bridge built BenchConfig only from explicit generator\noverrides and never read the Task's image_height / image_width /\nnum_images_per_request, so a Qwen3-VL image workload fell back to the\nschema default image_batch_size=0 and the benchmark artifacts ran\ntext-only. Seed BenchConf\n[…]\ndisable-encoder, used with 448x448 by the web UI) survives. Adds\nregression tests.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(generator): carry multimodal image workload into BenchConfig (#1295)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-06T21:12:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8befd8fc932df68307c7fcd1a96111b0177a88c0",
          "body": "… (#1311)\n\n* docs: document Linux x86-64-only support for the aiconfigurator wheel\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\n* Update README.md\n\nCo-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>\nSigned-off-by: Simone Chen <maxmoe0105@gmail.com>\n\n---------\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nSigned-off-by: Simone Chen <maxmoe0105@gmail.com>\nCo-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: document Linux x86-64-only support for the aiconfigurator wheel…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-06T21:10:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "358ce6acedc3b896c7f49343e4dedde21f8ae5a7",
          "body": "…(#1315)\n\n`aiconfigurator cli default --thorough-config <file>` dumped a full\nPython/Pydantic traceback when the config file was missing, contained\nmalformed YAML, or failed schema validation (e.g. an omitted required\nfield). These are expected, actionable user errors, but the Spica\nthorough adapter\n[…]\nmirrors Spica's real\n`from_yaml` so the tests exercise the actual exception types.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): report invalid Spica --thorough-config without a traceback …",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-06T18:38:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4189fae687994a50e321545031b1093fb4d3b55b",
          "body": "…s (#1282)\n\nThree CLI paths dumped a full Python traceback for expected, actionable\nuser errors: estimate mode (missing perf data), the Task execution loop\nin default/exp (unsupported quant/compatibility), and Task construction\nin exp (e.g. MegaMoE requires Blackwell). PR #1273 only converted\nestima\n[…]\now also\nrender concise (better UX); the DEBUG traceback covers the code-side case.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): report expected data/compatibility errors without traceback…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-06T04:47:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5b3c7cf2bc56898fde5c0b4824ae335f35d0c8ec",
          "body": "* fix(generator): emit --served-model-name for vLLM workers\n\nThe vLLM k8s worker builder and run.sh launcher relied on the cli_args\ntemplates to emit --served-model-name, but none of them do. As a result\nthe deployed model advertised only the HF model id and requests using the\nconfigured ServiceConf\n[…]\n<noreply@anthropic.com>\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\n---------\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(generator): emit --served-model-name for vLLM workers (#1293)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-05T05:42:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "638ed65550c8b261e339bca97d4f13c3bf2ade47",
          "body": "cli default / cli sweep convert Task results through the module bridge,\nwhich explicitly forwarded ServiceConfig/ModelConfig/DynConfig/K8sConfig/\nSflowConfig but never LlmdConfig. --generator-set LlmdConfig.* values\n(e.g. vllm_image, kustomize_base_path) were parsed but silently dropped,\nso llm-d-ku\n[…]\nd params, matching the\nnaive generator's behavior.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\nnvbugs: https://nvbugs/6407038",
          "is_bot": false,
          "headline": "fix(generator): preserve LlmdConfig overrides in Task bridge (#1297)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-05T05:38:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "658729199c428b327aac5c90f2efdfe83f2514af",
          "body": "The naive generator passed only num_gpus_per_node into\ncollect_generator_params, which rebuilds NodeConfig with just that field.\nNodeConfig.system_name (and any explicit NodeConfig override) was\ntherefore dropped, so the vLLM run.sh always emitted CUDA_VISIBLE_DEVICES\neven for B60, which needs ONEAP\n[…]\nault system and NodeConfig overrides both survive.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\nnvbugs: https://nvbugs/6406894",
          "is_bot": false,
          "headline": "fix(generator): keep system identity in naive NodeConfig (#1296)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-05T05:38:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "08638cba1ef7d66744f8fad86893f8803e70b094",
          "body": "The typed DGD serializer used yaml.safe_dump, which emits the string\n\"y\" as the bare scalar value: y. Kubernetes converts the manifest to\nJSON with a YAML 1.1 parser that reads bare y/n as booleans, so the DGD\nadmission webhook rejected the deployment because EnvVar.value must be a\nstring (hit via t\n[…]\nit, so every emitted scalar\nkeeps its string type.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\nnvbugs: https://nvbugs/6406370",
          "is_bot": false,
          "headline": "fix(generator): quote boolean-like env values in DGD YAML (#1292)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-05T05:38:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7214e364f52bf8bb81d94e3d01f3258c6bfbb63a",
          "body": "Signed-off-by: Spycsh <sihan.chen@intel.com>",
          "is_bot": false,
          "headline": "fix b60 intra node bandwidth and p2p latency (#1301)",
          "author_name": "Sihan Chen",
          "author_login": "Spycsh",
          "committed_at": "2026-07-05T01:34:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ce84ebbe3a0d7f785c91d055bdbdf4fdaabcbf1",
          "body": "* build: bundle core functionality in AIC wheel\n\nSigned-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\n\n* build: fold Spica into the root project\n\nSigned-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\n\n---------\n\nSigned-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\nCo-authored-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>",
          "is_bot": false,
          "headline": "build: bundle core functionality in AIC wheel (#1283)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-03T01:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfc80b11f00bfbe5a8cd1b0f9d288170b2872218",
          "body": "* docs: link AIC developer universe\n\nSigned-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\n\n* docs: add AIC developer universe page\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\nCo-authored-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: add AIC developer universe page (#1278)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-07-02T23:52:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b2de845079e38d8cde9bc4cb3841f197b358611",
          "body": "Signed-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "docs(spica): document structured parallel projection (#1299)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-07-02T21:54:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e123ef8e582302d414eee9370a4d5b5046aca73",
          "body": "…#1281)\n\nThe single-point cli estimate / AFD path auto-inferred fp8 FMHA for\nDeepSeek-V3 (and Kimi-K2.5) context MLA and then crashed with an\nunhandled PerfDataNotAvailableError, because the SILICON database has no\nfp8 FMHA context-MLA slice. The sweep path (task_v2) already downgrades\nimplicitly-in\n[…]\nives a concise error. Unit tests\ncover the context/gen x inferred/explicit matrix.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): apply DeepSeek-V3/Kimi context FMHA rule in estimate path (…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-02T01:54:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ffbe240614742568e7b454bd2004a19147df087b",
          "body": "_sweep_one_parallel_agg built each per-batch RuntimeConfig field-by-field\nand copied only text-workload fields, so image_height, image_width,\nnum_images_per_request, and num_image_tokens reverted to dataclass\ndefaults. base_backend then resolved zero visual tokens and skipped\nencoder modeling, makin\n[…]\npoint config keeps all multimodal\nfields, including the num_image_tokens override.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sdk): preserve multimodal fields in agg sweep point config (#1280)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-02T01:54:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3386cfcfc3ec3f8c29bac19fd3a101efbf9a7bd6",
          "body": "PR #1230 replaced --debug with --log-level but promised backward\ncompatibility (precedence --log-level > AICONFIGURATOR_LOG_LEVEL >\n--debug > INFO). The implementation dropped --debug entirely, so\nargparse rejected it with exit code 2 across all CLI modes.\n\nRestore --debug as a store_true deprecated\n[…]\nce. Update docs and add regression coverage for parsing and\nresolution precedence.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): restore legacy --debug flag as deprecated alias (#1279)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-07-02T01:53:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f4d1bcc7590496d508843c1c37132e2d544fd003",
          "body": "* feat: GLM-5.2-NVFP4 support to AIC (collector + modeling)\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n* fix: collect only GLM-5.2-NVFP4 for shared sparse/MoE ops when both GLM-5/5.2 are present (with GLM-5 max_position ceiling on sparse shapes) and make generation skip-indexer queries read their\n[…]\nskip-indexer SOL/CP/collect correctness, backend-safe amortization, sparse dedup/ceiling env-filter\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n---------\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>",
          "is_bot": false,
          "headline": "feat: GLM-5.2-NVFP4 support to AIC (collector + modeling) (#1263)",
          "author_name": "Mr Knight",
          "author_login": "YijiaZhao",
          "committed_at": "2026-07-01T11:50:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ad0e3e5e31ee3b8ebcc69617f51b1bd5cfdd659a",
          "body": "* feat(spica): add structured parallel search\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* docs(spica): remove internal search plan\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* fix(spica): prune inactive component knobs\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* feat(spica): a\n[…]\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n* test(spica): allow projected cache hits\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n---------\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "feat(spica): add structured parallel search (#1262)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-06-30T21:33:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d5a49a9cdfa3b35169369304b9438054feea2acc",
          "body": "…rs (#1273)\n\nInvalid AFD sizing (e.g. f_moe_ep_size not dividing f_tp_size) raises a\nValueError deep in the SDK validation path. estimate mode called\n_run_estimate_mode directly, so the actionable message surfaced to the\nuser as a full Python traceback and an unhandled exception exit.\n\nWrap _run_est\n[…]\ntion, so the user sees a\nclean \"Error: ...\" line instead of internal stack frames.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): convert estimate-mode validation errors to concise CLI erro…",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-06-30T20:52:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9ab3535732fa4770b0c990bfce7cd6e81387b380",
          "body": "Signed-off-by: Jason Zhou <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "fix(sdk): respect effective perf-data exception chain (#1270)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-06-30T20:01:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56818186608b873838a08732265967e4a14783e1",
          "body": "The release/0.10.0 branch still declared version 0.9.0 in pyproject.toml,\nrust/aiconfigurator-core/Cargo.toml, src/aiconfigurator-core/pyproject.toml,\nand the aiconfigurator-core dependency pin. This bumps all four so the branch\nproduces correctly-versioned 0.10.0 artifacts (python wheels + aiconfigurator-core\ncrate/extension).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump version 0.9.0 -> 0.10.0 on release/0.10.0 (#1271)",
          "author_name": "Nate Mailhot",
          "author_login": "nv-nmailhot",
          "committed_at": "2026-06-30T18:42:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b706a37d5565b4dcf4679762335bcd22359f2dee",
          "body": "Classify expected sweep no-result outcomes without traceback noise, distinguish model OOM, KV-cache capacity, and SLA failures, and preserve tracebacks for genuine errors in the new no-result exception chain.",
          "is_bot": false,
          "headline": "fix: report expected \"no results\" sweep outcomes cleanly (#1239)",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-06-30T16:54:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3a070349c04795ab5ff375e269f0ede6664575f",
          "body": "* feat(cli): run Spica sweeper for trace defaults\n\nSigned-off-by: Jason Zhou <jasonzho@nvidia.com>\n\n* docs(cli): clarify Mooncake trace format\n\nSigned-off-by: Jason Zhou <jasonzho@nvidia.com>\n\n* feat(cli): align Spica trace output with default summary\n\nSigned-off-by: Jason Zhou <jasonzho@nvidia.com>\n[…]\nx(spica): make KVBM replay deterministic\n\nSigned-off-by: Jason Zhou <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: Jason Zhou <jasonzho@nvidia.com>\nCo-authored-by: Simone Chen <maxmoe0105@gmail.com>",
          "is_bot": false,
          "headline": "feat(cli): add Spica thorough sweeps to default mode (#1244)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-06-30T16:43:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "036ab41bf745b41b8a14d0f71e899be5330aec1c",
          "body": "…outer dict (#1250)\n\n* fix(dsa): extrapolate per-backend sub-dicts instead of backend-keyed outer dict\n\nContextDSAModule and GenerationDSAModule _extrapolate methods were\npassing the {dsa_backend: {...}} arch_dict directly to\ninterpolation.extrapolate_data_grid, treating backend names as grid\naxis k\n[…]\nly (backend names not consumed as\ngrid x-axis). Verified to fail on the pre-fix code.\n\nSigned-off-by: magitoneu <magi.toneu@midokura.com>\n\n---------\n\nSigned-off-by: magitoneu <magi.toneu@midokura.com>",
          "is_bot": false,
          "headline": "fix(dsa): extrapolate per-backend sub-dicts instead of backend-keyed …",
          "author_name": "Magí Toneu",
          "author_login": "Magitoneu",
          "committed_at": "2026-06-30T14:29:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2cd0c07f2dd8ef0efa7e3ba4cfafe04d7b087413",
          "body": "…timate (#1228)\n\nThe Dynamo Mocker KV-cache capacity path (`sdk/memory.py`) sizes non-KV memory\nvia `BaseBackend._get_memory_usage`, which unconditionally scaled activation by\n`(nextn + 1)` for speculative decoding. On that path `num_tokens` is the engine's\n`max_num_tokens` budget, which already cap\n[…]\nudget across feasible Eagle draft lengths;\nit failed (no KV budget) before the fix.\n\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sdk): stop double-counting MTP activation in KV-cache capacity es…",
          "author_name": "Yimingl_Nvidia",
          "author_login": "Arsene12358",
          "committed_at": "2026-06-30T01:28:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1501f6abdceabc62abd9f34a4f40329cfdc3e1e1",
          "body": "Signed-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "fix(sdk): support ModelOpt mixed precision quant metadata (#1241)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-06-29T22:31:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e015c0ed6c19af13f12986835c1fec27d575fba2",
          "body": "* refactor(collector): prune v2 cases without losing v1 coverage\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n* docs(collector): propose populate-time case compiler\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n* feat(collector): centralize case population and coverage guards\n\nSigned-off-by\n[…]\ny: Tianhao Xu <tianhaox@nvidia.com>\n\n* fix(collector): harden artifact-aware moe population\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>",
          "is_bot": false,
          "headline": "refactor(collector): prune v2 cases with artifact-aware coverage (#1256)",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-06-29T21:48:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "90d5d51de76a1ac3bafe5542cb69bbb0359c5d23",
          "body": "Signed-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "feat(spica): expand prefill candidates and bump Dynamo (#1261)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-06-29T19:00:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2d7576cb5b1eed92ed5f09c9c0eec2f7afbaee8",
          "body": "…/MSA support (#1238)\n\n* feat(sdk): data-calibrated empirical mode via SOL-utilization\n\nReplace each op's fixed empirical scale_factor with a utilization read from\nreal collected data:\n\n    empirical_latency = SOL(query) / util,  util = SOL / measured\n\nutil is taken best-effort by nearest-neighbour \n[…]\nng low-latency check, avoiding\nLoadedOpData's dict-equality __eq__.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n* test(sdk):…",
          "is_bot": false,
          "headline": "feat(sdk): data-calibrated hybrid (util-space empirical) + MiniMax-M3…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-06-29T12:29:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "96e26fbeb5fb690a5698f85e1031d5b7b77d1abd",
          "body": "…(#1230)\n\n* feat(cli): add --log-level flag and AICONFIGURATOR_LOG_LEVEL env var\n\nAllow silencing the default INFO-level log lines via either a CLI flag\n\n(--log-level) or the AICONFIGURATOR_LOG_LEVEL env var. Resolution order:\n\nCLI flag > env var > --debug > default INFO. --debug is kept for\n\nbackwa\n[…]\narse_log_level and\nrelated helpers so setup_logging() trusts the caller's level directly.\n\nSigned-off-by: Peter Pan <Peter.Pan@daocloud.io>\n\n---------\n\nSigned-off-by: Peter Pan <Peter.Pan@daocloud.io>",
          "is_bot": false,
          "headline": "feat(cli): add --log-level flag and AICONFIGURATOR_LOG_LEVEL env var …",
          "author_name": "Peter Pan",
          "author_login": "panpan0000",
          "committed_at": "2026-06-29T09:05:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cd084d2029f4cd508a65b09e6464ae0da8192bee",
          "body": "…… (#1247)\n\n* feat: sglang context parallelism (prefill) — dense zigzag + sparse/DSV4 + e2e sweep\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n* fix: address CodeRabbit review + CP auto-sweep + correct KV-memory model\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n* fix: model decode MoEDispatch comm under agg CP (pre=0 / post=all_reduce) and add cp output column\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n---------\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>",
          "is_bot": false,
          "headline": "feat: sglang context parallelism (prefill) — dense zigzag + sparse/DS…",
          "author_name": "Mr Knight",
          "author_login": "YijiaZhao",
          "committed_at": "2026-06-29T04:45:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66c6e05fef00cbee6546847fa2280116ef4a38cd",
          "body": "Signed-off-by: hongkuanz <hongkuanz@nvidia.com>",
          "is_bot": false,
          "headline": "fix(fpm): use weighted hinge for prefill regression (#1253)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-06-27T03:24:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7dc197df986a443d72f9d85da0a468cd140d7cd1",
          "body": "* feat(spica): scaffold Spica smart-sweeper project skeleton (Profiler V2)\n\nIndependent project under aiconfigurator/spica/ for the Replay-backed smart\nsweeper from the DGDR profiler smart-search DEP. Milestone 1: project\nskeleton + input schema only.\n\n- pydantic input schema (SearchSpace / Workload\n[…]\nader to example config\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\n\n---------\n\nSigned-off-by: hongkuanz <hongkuanz@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(spica): Replay-backed smart sweeper (Profiler V2) (#1218)",
          "author_name": "Hongkuan Zhou",
          "author_login": "tedzhouhk",
          "committed_at": "2026-06-26T18:57:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8ce664aea0005f5c1b5efeddf35ea6c75c8f236a",
          "body": "…#1219)\n\n* fix(sdk): reuse older collected data in SILICON mode\n\nEnable the perf-database shared layer (sibling/cross-version row inheritance) in SILICON mode, not just HYBRID. Reused older collected data is still silicon data, so SILICON now fills shapes missing from the active backend/version from\n[…]\nom>\n\n* fix(sdk): enable shared-layer reuse by default\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>\n\n---------\n\nSigned-off-by: Jason Zhou (Engrg-Hardware 1) <jasonzho@nvidia.com>",
          "is_bot": false,
          "headline": "fix(sdk): reuse older collected data in SILICON mode (shared layer) (…",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-06-26T18:24:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c3b7cda547d93990fb8732d9d8b3b8075ab14ace",
          "body": "Signed-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\nCo-authored-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>",
          "is_bot": false,
          "headline": "build: split AIC core into a separate wheel (#1251)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-06-26T18:19:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd0b2e31584bb36394475ad9df620e334de919a2",
          "body": "…ation silicon (#1249)\n\n* feat(glm5-dsa): fix NVFP4 attention-quant detection + add GB200 fp8 generation silicon\n\nStacked on #1223 (glm5_cp_support).\n\n1. deepseek_v32.py: _dsa_attention_modules_excluded_from_quant now matches the real\n   nvidia/GLM-5-NVFP4 exclude format -- layer-prefixed `model.lay\n[…]\nxt) <noreply@anthropic.com>\nSigned-off-by: Yiming Li <yimingl@nvidia.com>\n\n---------\n\nSigned-off-by: Yiming Li <yimingl@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(glm5-dsa): NVFP4 attention-quant detection fix + GB200 fp8 gener…",
          "author_name": "Yimingl_Nvidia",
          "author_login": "Arsene12358",
          "committed_at": "2026-06-26T16:21:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e8b6e923f6eaee19abda466115753cae194c69fe",
          "body": "* add kcustomize for llmd deployment\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n* update llm-d to llm-d-helm and correct kustomize name\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n* add kustomization j2 file\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n* remove 0.17.0 dep for upstream\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n* fix readme\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>\n\n---------\n\nSigned-off-by: Spycsh <sihan.chen@intel.com>",
          "is_bot": false,
          "headline": "feat: Add llm-d Kustomize overlay deployment target (#1243)",
          "author_name": "Sihan Chen",
          "author_login": "Spycsh",
          "committed_at": "2026-06-26T06:07:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d738298fa01f87d6f461fe5a7e15fade23203c60",
          "body": "…t (#1246)\n\nB200 SXM mem_bw was 8 TB/s, higher than B300 SXM (7.75 TB/s), causing\ndecode throughput inversion where B200 outperformed B300 in simulations.\nUpdated to 7.7 TB/s per the official NVIDIA Blackwell datasheet.\n\nSigned-off-by: wanjia <jia.wanj@alibaba-inc.com>\nCo-authored-by: wanjia <jia.wanj@alibaba-inc.com>",
          "is_bot": false,
          "headline": "fix(systems): correct B200 SXM HBM bandwidth to 7.7 TB/s per datashee…",
          "author_name": "wanjia",
          "author_login": "wanjia",
          "committed_at": "2026-06-26T05:42:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd31ad6718e21e7cb453f8fee638c54919a42602",
          "body": "* fix: guard run_agg tokens_s_user against tpot==0 for osl=1\n\nWhen osl=1 the generation phase is empty, tpot becomes 0, and\n`tokens_s_user = 1000 / tpot` raised ZeroDivisionError. The same\nfallback pattern (`0.0 if tpot == 0.0 else 1000.0 / tpot`) is\nalready used in run_static further down in the sa\n[…]\ngned-off-by: Peter Pan <Peter.Pan@daocloud.io>\n\n* fix: guard run_agg tokens/s/user by osl\n\nSigned-off-by: Peter Pan <Peter.Pan@daocloud.io>\n\n---------\n\nSigned-off-by: Peter Pan <Peter.Pan@daocloud.io>",
          "is_bot": false,
          "headline": "fix: guard run_agg tokens_s_user against tpot==0 for osl=1 (#1229)",
          "author_name": "Peter Pan",
          "author_login": "panpan0000",
          "committed_at": "2026-06-26T05:33:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f2a97ed0870a1132b9468c5c71ca9db293b2a063",
          "body": "Signed-off-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>\nCo-authored-by: jasonqinzhou <jasonqinzhou@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: remove webapp CLI command (#1245)",
          "author_name": "Jason Zhou",
          "author_login": "jasonqinzhou",
          "committed_at": "2026-06-25T01:36:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e46ece7510e727fafefb8212e5846172145a30ea",
          "body": "…(#1221)\n\n* fix(interpolation): fail accurately on insufficient data, drop silent handling\n\nPRs #1114 and #1158 changed the shared interpolation engine so it either\nsilently returned wrong values or raised errors the perf DB could not\nclassify. This makes the engine fail accurately when it cannot pr\n[…]\n<noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: fail accurately on insufficient data instead of silent handling …",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-06-24T00:00:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2ae0a2aed63c05deb2c8f0583d6971d64e30bf6e",
          "body": "… (#1223)\n\n* feat: sglang DSA/sparse AIC collection + CP prefill modeling for glm5\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n* fix: collector kernel mismatch vs serve\n\nSigned-off-by: Kimi Zhao <kimiz@nvidia.com>\n\n* fix: incremental CP comm + sparse per-bs collection + CP review fixes\n\nSigned-off\n[…]\noff-by: Kimi Zhao <kimiz@nvidia.com>\nSigned-off-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Yiming Liu <yimingl@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: sglang DSA/sparse AIC collection + CP prefill modeling for glm5…",
          "author_name": "Mr Knight",
          "author_login": "YijiaZhao",
          "committed_at": "2026-06-23T16:47:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d908538fc5c9c5fc2d3bfcc8fd3d40cd8cd98806",
          "body": "* ci: upgrade Node 20 GitHub Actions to Node 24\n\nGitHub is deprecating the Node 20 actions runtime. Bump every action whose\naction.yml declares 'using: node20' to its Node 24 release across all workflows\n(build-test.yml is handled separately in PR #1206):\n\n  actions/checkout            v4 -> v5\n  ac\n[…]\nd-off-by: Harrison King Saturley-Hall <hsaturleyhal@nvidia.com>\n\n---------\n\nSigned-off-by: Harrison King Saturley-Hall <hsaturleyhal@nvidia.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: upgrade Node 20 GitHub Actions to Node 24 (#1214)",
          "author_name": "Harrison Saturley-Hall",
          "author_login": "saturley-hall",
          "committed_at": "2026-06-23T15:37:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9e93fd34452e419046385958dbd126044c5fe30f",
          "body": "… pre-merge check (#1212)\n\n* fix(tests): evict dsv4_megamoe_workload from module cache after mock-torch import\n\ntest_dsv4_megamoe_env.py mocks sys.modules[\"torch\"] at collection time to\nimport collect_dsv4_megamoe without CUDA. collect_dsv4_megamoe imports\ndsv4_megamoe_workload at module level, so t\n[…]\neply@anthropic.com>\nSigned-off-by: Nathan Scott <nathans@redhat.com>\n\n---------\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(tests): fix mock-torch module cache pollution + disable docstring…",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-06-23T10:05:33Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0d2668649474858d0eaa251fb3d4cdb721cc98e0",
          "body": "* fix: correct mix-step latency over-estimation in run_agg\n\nFixes #1150.\n\nIntroduces BaseBackend._mix_step_efficiency(ctx_tokens, gen_tokens),\napplied to mix_step_latency_ms immediately after _get_mix_step_latency.\nDefault 1.0 preserves existing behaviour for backends without empirical\nefficiency da\n[…]\neply@anthropic.com>\nSigned-off-by: Nathan Scott <nathans@redhat.com>\n\n---------\n\nSigned-off-by: Nathan Scott <nathans@redhat.com>\nCo-authored-by: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add prefill dispatch overhead hook to T_prefill (#1166)",
          "author_name": "Nathan Scott",
          "author_login": "natoscott",
          "committed_at": "2026-06-23T09:49:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6c22315219c9f22f2d6b1b8801824f6351125c90",
          "body": "* generator: DeploymentIR + single pipeline orchestrator + emit/manifest\n\nService-graph IR, one pipeline that builds the IR and emits artifacts (output unchanged), artifact manifest, environment profile schema/default.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nSigned-off-\n[…]\n1M context) <noreply@anthropic.com>\nSigned-off-by: etshen <etshen@nvidia.com>\n\n---------\n\nSigned-off-by: etshen <etshen@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: generator refactor (#1237)",
          "author_name": "Ethan-ES",
          "author_login": "Ethan-ES",
          "committed_at": "2026-06-23T09:33:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1cb6a8c254118137603194d9156659fc331f541f",
          "body": "…1216)\n\nDeepSeek-V4 attention stores one ``head_dim``-sized KV vector per token,\nshared across all attention heads (MLA / MQA-equivalent layout). This is\nalready reflected in the storage-capacity formula in\n``DeepSeekV4Model.get_kvcache_bytes_per_sequence``, which derives\n``cache_entry_bytes = head_\n[…]\nnt of ``num_heads`` for MQA-style storage.\n\nAll 51 existing DeepSeek-V4 unit tests continue to pass.\n\nSigned-off-by: wanjia <jia.wanj@alibaba-inc.com>\nCo-authored-by: wanjia <jia.wanj@alibaba-inc.com>",
          "is_bot": false,
          "headline": "fix(dsv4): use MQA-correct KV cache bytes in attention SOL formula (#…",
          "author_name": "wanjia",
          "author_login": "wanjia",
          "committed_at": "2026-06-23T08:22:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b5ebf734521129b6e7852be8bc9b68f1dc629c57",
          "body": "…d (#1233)\n\n* fix(data): re-collect ragged perf grids from #1114/#1158 healing PRs\n\nReplace ragged/sparse perf parquet (introduced by #1114 B200 replay and #1158\nL40S heal) with freshly collected data from the aic-auto-collector campaign\n(GitLab dl/ai-dynamo/aic-auto-collector, 2026-06-15, AIC_REVIS\n[…]\n<noreply@anthropic.com>\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: clean up partial perf data and constrain collector attention gri…",
          "author_name": "Tianhao Xu",
          "author_login": "tianhaox",
          "committed_at": "2026-06-22T17:54:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "31380331f8baa100ca73b90d94136ceadc409a8e",
          "body": "* fix: bound parity-scan worker memory via --max-tasks-per-child\n\nEach scan worker holds a per-process SupportMatrix that caches the perf DB\n+ models for every (model,system,backend,version) it touches; without\nrecycling this grows unbounded and OOM-kills long full-matrix runs (workers\nhang / Broken\n[…]\nne bad entry doesn't kill the rest.\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\n\n---------\n\nSigned-off-by: Simone Chen <simonec@nvidia.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(rust): close Rust↔Python engine-step latency parity gate (#1235)",
          "author_name": "Simone Chen",
          "author_login": "simone-chen",
          "committed_at": "2026-06-22T17:48:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "293ca13baec55d1e4e342e6a6b9f324b56a86d0c",
          "body": "* refactor(collector): stop collecting redundant fp8_static GEMM\n\nfp8_static is derived at query time from the dynamic fp8 GEMM minus the\ncompute_scale/scale_matrix overhead tables; the SDK discards any collected\nfp8_static GEMM row (perf_database._gemm_key_names re-derives it). The\ntrtllm collector\n[…]\nit review on PR #1220.\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\n\n---------\n\nSigned-off-by: Tianhao Xu <tianhaox@nvidia.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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                "key": "openssf_scorecard_contributors",
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              "merged_prs": 1031,
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                "key": "pr_acceptance",
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            "key": "stewardship",
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              "followers": 738,
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              "is_verified": null,
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                "key": "ownership_backing",
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                "details": [
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                    "code": "owner_organization",
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                ],
                "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": "738 followers of ai-dynamo",
                "points": 20.6,
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                "details": [
                  {
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "15 public repos, account ~1 yr old",
                "points": 11.6,
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                "details": [
                  {
                    "code": "public_repos",
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                      "count": 15
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                  {
                    "code": "account_age_years",
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                      "years": 1
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
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                    "code": "packages_published",
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                ],
                "max_points": 25
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              {
                "key": "publish_recency",
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                "details": [
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                    "code": "publish_recency",
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                "max_points": 35
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              {
                "key": "version_history",
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                "detail": "13 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                      "count": 13
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                "max_points": 20
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              {
                "key": "not_deprecated",
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                "detail": "active, not deprecated or yanked",
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                "status": "met",
                "details": [
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                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "notes": [],
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              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "18 workflow(s)",
                "points": 24,
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                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 18
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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              },
              {
                "key": "linter_config",
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                "detail": "eslint.config.js",
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                "status": "met",
                "details": [
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                    "code": "file_list",
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                "max_points": 16
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              {
                "key": "pre_commit_hooks",
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              },
              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "points": 20,
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                "details": [],
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            ]
          },
          {
            "key": "documentation",
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            "notes": [],
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                "key": "documentation_directory",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
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            "notes": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 53,
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                "key": "branch_protection",
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                "key": "ci_tests",
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              {
                "key": "cii_best_practices",
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              },
              {
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 contributing companies or organizations",
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                "details": [],
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              },
              {
                "key": "dangerous_workflow",
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                "details": [],
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              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
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                "details": [],
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              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
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                "points": 0.5,
                "status": "partial",
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              },
              {
                "key": "sast",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
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                "details": [],
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              },
              {
                "key": "signed_releases",
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                "points": 0,
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                  }
                ],
                "max_points": 7.5
              },
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                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "28 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
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            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:aiconfigurator@0.10.0 runtime dependency closure — what installing the published package pulls in — 35 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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                }
              },
              {
                "code": "weights_renormalized",
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              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:aiconfigurator@0.10.0",
                  "assessed": 35
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "affected_packages": 0,
              "assessed_packages": 35,
              "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",
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                ],
                "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": 35,
              "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": 6
            },
            "components": [
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