公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 05:21 UTC

ai-dynamo / aiconfigurator

Offline optimization of your disaggregated Dynamo graph

Python · RustApache-2.0★ 374 星标⑂ 141 复刻始于 2025年7月在 GitHub 上查看 ↗

ai-dynamo/aiconfigurator 的健康指数为 100 分中的 82 分,处于「良好」区间。 其得分最高的类别是Vitality(98/100),最低的是Security(62/100)。 最近一次更新在今天。 近期的大部分工作由 5 位贡献者完成。

82
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

82
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

Dynamo组织
738 关注者15 个公开仓库始于 2025年3月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIaiconfigurator0.10.0-1310 天前decodedistributeddynamogpuinferencellmnvidiaprefill

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

98优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
33.2/36提交节奏 — 52 周中有 48 周有提交
18/18提交量 — 最近一年 744 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year744
human_commit_share1
days_since_last_push0
active_weeks_last_year48

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 12 个发布版本
36/36发布时效 — 最近一次发布版本于 10 天前
27/27发布节奏 — 约每 33.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count12
latest_release_tagv0.10.0
releases_from_tags
days_since_latest_release10
mean_days_between_releases33.3
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

77良好 · 占总体的 18%
评分方式
41.7/60星标 — 374 个星标
17.9/25复刻 — 141 个复刻
4.3/15关注者 — 7 位关注者
所用输入
forks141
stars374
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

79良好 · 占总体的 24%
评分方式
45.9/54巴士系数 — 5 位贡献者贡献了半数提交
19/22.5提交分布 — 头号贡献者编写了 16% 的提交
13.5/13.5贡献者广度 — 60 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 9 contributing companies or organizations
所用输入
bus_factor5
contributors_sampled60
top_contributor_share0.156
评分方式
22/46.8议题解决 — 47% 的议题已关闭
30.2/38.3PR 接受 — 已裁定的 PR 中 1,031/1,304 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs1,031
open_issues44
closed_issues39
issue_closed_ratio0.47
closed_unmerged_prs273
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
20.6/25所有者影响力 — ai-dynamo 有 738 位关注者
11.6/25既往记录 — 15 个公开仓库,账户约 1 年
所用输入
followers738
owner_typeOrganization
is_verified
owner_loginai-dynamo
public_repos15
account_age_days509
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 10 天前
20/20版本历史 — 13 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesaiconfigurator
ecosystemspypi
any_deprecated
min_days_since_publish10

工程质量

基础的工程与文档实践是否到位?

86优秀 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 18 个工作流
24/24存在测试
16/16Linter 配置 — eslint.config.js
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

75良好
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

62中等 · 占总体的 16%

安全态势

53中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 9 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 28 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.3
已排除计分(无数据或不适用):packaging, signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages35
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:aiconfigurator@0.10.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 35 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

75良好 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 100 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes3,663
评分方式
12.6/18一条命令的引导启动 — Cargo.toml, aic-core/rust/aiconfigurator-core/Cargo.toml, aic-core/rust/tests/public-api/Cargo.toml(工具链约定,无任务运行器)
22/22自动化测试
11/11Lint / 格式化配置 — eslint.config.js
11/11静态类型检查 — aic-core/src/aiconfigurator_core/py.typed
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 57 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
1/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
所用输入
has_nix
has_tests
lockfilesCargo.lock, uv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configsaic-core/src/aiconfigurator_core/py.typed
agent_commit_share0.57
toolchain_manifestsCargo.toml, aic-core/rust/aiconfigurator-core/Cargo.toml, aic-core/rust/tests/public-api/Cargo.toml
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(aic-core/src/aiconfigurator_core/py.typed)
52.7/55可控的文件大小 — 采样的 549 个源文件中有 23 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes146,909
source_files_sampled549
oversized_source_files23

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

374GitHub 星标
60贡献者
744最近 12 个月提交数
0距最近推送天数
12发布版本数
5巴士系数(bus factor)
44开放议题
crates.io, PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'aiconfigurator-core' from its registry

更多细节

Star 与 Fork 历史 0 ★ / 141 ⇿
0Star
141Fork
11发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

025507510012515013932025-082026-022026-07
主版本 0次版本 9修订 1
OpenSSF Scorecard 5.3 / 10
5.3综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-26 05:19 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 9 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities28 existing vulnerabilities detected
直接依赖 22
注册表软件包版本约束清单文件
PyPIpackaging>=20.0aic-core/pyproject.toml
PyPInumpy~=1.26.4aic-core/pyproject.toml
PyPIpandas>=2.2.3aic-core/pyproject.toml
PyPIpyarrow>=15.0.0aic-core/pyproject.toml
PyPIpyyaml>=6.0aic-core/pyproject.toml
PyPIscipy>=1.13.1aic-core/pyproject.toml
PyPIaiconfigurator-core==0.11.0pyproject.toml
PyPIjinja2>=3.1.0pyproject.toml
PyPIpackaging>=20.0pyproject.toml
PyPImatplotlib>=3.9.4pyproject.toml
PyPInumpy~=1.26.4pyproject.toml
PyPIpandas>=2.2.3pyproject.toml
PyPIplotext>=5.3.2pyproject.toml
PyPIplotly>=6.0.1pyproject.toml
PyPIprettytable>=3.16.0pyproject.toml
PyPIpydantic>=2.5pyproject.toml
PyPIpyarrow>=15.0.0pyproject.toml
PyPIpyyaml>=6.0pyproject.toml
PyPItqdm>=4.0.0pyproject.toml
PyPIbokehpyproject.toml
PyPInvidia-ml-pypyproject.toml
PyPImunch>=4.0.0pyproject.toml
全部依赖 183

来自 GitHub 依赖图的完整解析依赖集合:25 个直接依赖与 158 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIaiconfigurator-core0.11.0直接
PyPIbokeh3.9.0直接
PyPIjinja23.1.6直接
PyPImatplotlib3.10.8直接
PyPImunch4.0.0直接
PyPInumpy直接
PyPInumpy1.26.4直接
PyPInvidia-ml-py13.595.45直接
PyPIpackaging直接
PyPIpackaging26.0直接
PyPIpandas直接
PyPIpandas2.3.3直接
PyPIpandas3.0.2直接
PyPIplotext5.3.2直接
PyPIplotly6.6.0直接
PyPIprettytable3.17.0直接
PyPIpyarrow直接
PyPIpyarrow24.0.0直接
PyPIpydantic2.12.5直接
PyPIpyyaml直接
PyPIpyyaml6.0.3直接
PyPIscipy直接
PyPIscipy1.15.3直接
PyPIscipy1.17.1直接
PyPItqdm4.67.3直接
crates.ioanyhow1.0.102间接
crates.iobitflags2.11.1间接
crates.iocfg-if1.0.4间接
crates.iocsv1.4.0间接
crates.iocsv-core0.1.13间接
crates.ioequivalent1.0.2间接
crates.ioerrno0.3.14间接
crates.iofastrand2.4.1间接
crates.iofoldhash0.1.5间接
crates.iogetrandom0.4.2间接
crates.iohashbrown0.15.5间接
crates.iohashbrown0.17.0间接
crates.ioheck0.5.0间接
crates.ioid-arena2.3.0间接
crates.ioindexmap2.14.0间接
crates.ioitoa1.0.18间接
crates.ioleb128fmt0.1.0间接
crates.iolibc0.2.186间接
crates.iolinux-raw-sys0.12.1间接
crates.iolog0.4.29间接
crates.iomemchr2.8.0间接
crates.ioonce_cell1.21.4间接
crates.ioprettyplease0.2.37间接
crates.ioproc-macro21.0.106间接
crates.ioquote1.0.45间接
crates.ior-efi6.0.0间接
crates.iorustix1.1.4间接
crates.ioryu1.0.23间接
crates.iosemver1.0.28间接
crates.ioserde1.0.228间接
crates.ioserde_core1.0.228间接
crates.ioserde_derive1.0.228间接
crates.ioserde_json1.0.149间接
crates.ioserde_yaml0.9.34+deprecated间接
crates.iosyn2.0.117间接
crates.iotempfile3.27.0间接
crates.iothiserror2.0.18间接
crates.iothiserror-impl2.0.18间接
crates.iounicode-ident1.0.24间接
crates.iounicode-xid0.2.6间接
crates.iounsafe-libyaml0.2.11间接
crates.iowasip21.0.3+wasi-0.2.9间接
crates.iowasip30.4.0+wasi-0.3.0-rc-2026-01-06间接
crates.iowasm-encoder0.244.0间接
crates.iowasm-metadata0.244.0间接
crates.iowasmparser0.244.0间接
crates.iowindows-link0.2.1间接
crates.iowindows-sys0.61.2间接
crates.iowit-bindgen0.51.0间接
crates.iowit-bindgen0.57.1间接
crates.iowit-bindgen-core0.51.0间接
crates.iowit-bindgen-rust0.51.0间接
crates.iowit-bindgen-rust-macro0.51.0间接
crates.iowit-component0.244.0间接
crates.iowit-parser0.244.0间接
crates.iozmij1.0.21间接
PyPIaiconfigurator0.11.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanyio4.13.0间接
PyPIasttokens3.0.1间接
PyPIattrs26.1.0间接
PyPIbackports-asyncio-runner1.2.0间接
PyPIcertifi2026.2.25间接
PyPIcfgv3.5.0间接
PyPIchardet5.2.0间接
PyPIcharset-normalizer3.4.7间接
PyPIclick8.3.1间接
PyPIcolorama0.4.6间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcoverage7.13.5间接
PyPIcycler0.12.1间接
PyPIdataproperty1.1.0间接
PyPIdateparser1.4.1间接
PyPIdecorator5.2.1间接
PyPIdistlib0.4.0间接
PyPIexceptiongroup1.3.1间接
PyPIexecnet2.1.2间接
PyPIexecuting2.2.1间接
PyPIfastapi0.135.3间接
PyPIfastjsonschema2.21.2间接
PyPIfilelock3.25.2间接
PyPIfonttools4.62.1间接
PyPIh110.16.0间接
PyPIhttmock1.4.0间接
PyPIidentify2.6.18间接
PyPIidna3.11间接
PyPIimport-ipynb0.2间接
PyPIiniconfig2.3.0间接
PyPIipython8.39.0间接
PyPIipython9.10.1间接
PyPIipython9.12.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIjedi0.19.2间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-core5.9.1间接
PyPIkiwisolver1.5.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib-inline0.2.1间接
PyPImaturin间接
PyPImbstrdecoder1.1.4间接
PyPInarwhals2.18.1间接
PyPInbformat5.10.4间接
PyPInodeenv1.10.0间接
PyPIorjson3.11.8间接
PyPIparso0.8.6间接
PyPIpathvalidate3.3.1间接
PyPIpexpect4.9.0间接
PyPIpillow12.2.0间接
PyPIplatformdirs4.9.4间接
PyPIpluggy1.6.0间接
PyPIpre-commit4.3.0间接
PyPIprometheus-api-client0.6.0间接
PyPIprompt-toolkit3.0.52间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpydantic-core2.41.5间接
PyPIpygments2.20.0间接
PyPIpyparsing3.3.2间接
PyPIpytablewriter1.2.1间接
PyPIpytest8.4.2间接
PyPIpytest-asyncio1.3.0间接
PyPIpytest-cov7.1.0间接
PyPIpytest-md-report0.7.0间接
PyPIpytest-mock3.15.1间接
PyPIpytest-split0.11.0间接
PyPIpytest-timeout2.4.0间接
PyPIpytest-xdist3.8.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-discovery1.2.1间接
PyPIpytz2026.1.post1间接
PyPIreferencing0.37.0间接
PyPIregex2026.5.9间接
PyPIrequests2.34.2间接
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PyPItyping-extensions4.15.0间接
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PyPIvirtualenv21.2.0间接
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依赖安全公告 0

安装 pypi:aiconfigurator@0.10.0 会引入 35 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
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          "is_bot": false,
          "headline": "fix(tools): use fork context for support matrix parallelism on macOS …",
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          "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,
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          "is_bot": false,
          "headline": "feat: add GLM-5.1 and GLM-5.2 model support (configs, cases, tests) (…",
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          "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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          "is_bot": false,
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          "author_login": "jasonqinzhou",
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          "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…",
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          "author_login": "natoscott",
          "committed_at": "2026-07-23T17:38:12Z",
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        {
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          "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>",
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          "headline": "docs: update Spica migration target to AI Simulate (#1401)",
          "author_name": "Hongkuan Zhou",
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          "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…",
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          "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
        },
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                "key": "openssf_scorecard_contributors",
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              "followers": 738,
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              {
                "key": "verified_domain",
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                "max_points": 20
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              {
                "key": "owner_reach",
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                "max_points": 25
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              {
                "key": "track_record",
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                "detail": "15 public repos, account ~1 yr old",
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          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
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                "key": "publish_recency",
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                "key": "version_history",
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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                "key": "ci_workflows",
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              {
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        ],
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              },
              {
                "key": "dependency_update_tool",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
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              {
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                "key": "maintained",
                "name": "Maintained",
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                "key": "packaging",
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                "key": "pinned_dependencies",
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                "key": "security_policy",
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                "key": "signed_releases",
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                "max_points": 7.5
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                "key": "token_permissions",
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              {
                "key": "vulnerabilities",
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            ]
          },
          {
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            "notes": [
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              {
                "code": "advisories_scope_published",
                "params": {
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              },
              {
                "code": "advisories_reachability",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
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              "affected_by_severity": "none",
              "direct_affected_packages": 0
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            "components": [
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                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
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                "status": "met",
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                "max_points": 35
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              {
                "key": "indirect_dependencies_free_of_known_advisories",
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                "detail": "no indirect dependency carries a known advisory",
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                "status": "met",
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                ],
                "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": [
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                    "code": "advisories_no_publication_date",
                    "params": {}
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "malicious_dependencies",
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            "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": [
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                    "code": "no_malicious_dependencies",
                    "params": {}
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                ],
                "max_points": 100
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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              "policy_countries": [
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                "North Korea"
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                "name": "Policy exposure multiplier",
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                "points": 100,
                "status": "met",
                "details": [
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
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        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
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            "note": null,
            "notes": [],
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                "points": 0,
                "status": "missed",
                "details": [],
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                "status": "met",
                "details": [
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            "name": "Verify loop (build / test / typecheck)",
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              "has_linter_config": true,
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                "key": "reproducible_environment",
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                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
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                "points": 1,
                "status": "partial",
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            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
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                "status": "partial",
                "details": [
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                ],
                "max_points": 45
              },
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                "name": "Manageable file sizes",
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                "points": 52.7,
                "status": "partial",
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                  {
                    "code": "oversized_source_files",
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          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
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                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'aiconfigurator-core' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T05:21:03.056809Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ai-dynamo/aiconfigurator.svg",
  "full_name": "ai-dynamo/aiconfigurator",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.