Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 18:31 UTC

llm-d-incubation / llm-d-fast-model-actuation

Kubernetes controllers for fast model actuation using vLLM sleep/wake and launcher-based model swapping

Go · Python · ShellApache-2.0★ 16 stars⑂ 20 forkssince Aug 2025View on GitHub ↗

llm-d-incubation/llm-d-fast-model-actuation holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Vitality (98/100) and lowest on Community & Adoption (56/100). It was last updated today. 2 contributors account for most of its recent work.

78
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

78
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

llm-d incubationOrganization
54 followers17 public repossince May 2025

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/llm-d-incubation/llm-d-fast-model-actuationv0.6.2-2110 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

98Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
33.2/36Commit cadence — 48/52 weeks with commits
18/18Commit volume — 794 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year794
human_commit_share0.79
days_since_last_push0
active_weeks_last_year48

Release discipline

100Excellent
How it's scored
27/27Ships releases — 18 releases published
36/36Release recency — latest release 10 days ago
27/27Release cadence — a release every ~8.5 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count18
latest_release_tagv0.6.2
releases_from_tagsno
days_since_latest_release10
mean_days_between_releases8.5

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

56Moderate · 18% of overall
How it's scored
19.1/60Stars — 16 stars
10.7/25Forks — 20 forks
0/15Watchers — 2 watchers
Inputs used
forks20
stars16
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

72Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.4/22.5Commit distribution — top contributor authored 45% of commits
13.5/13.5Contributor breadth — 12 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled12
top_contributor_share0.451
How it's scored
39.9/46.8Issue resolution — 85% of issues closed
32.2/38.3PR acceptance — 360/428 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs360
open_issues35
closed_issues203
issue_closed_ratio0.853
closed_unmerged_prs68
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
12.5/25Owner reach — 54 followers of llm-d-incubation
11.5/25Track record — 17 public repos, account ~1 yr old
Inputs used
followers54
owner_typeOrganization
is_verified
owner_loginllm-d-incubation
public_repos17
account_age_days439
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 10 days ago
20/20Version history — 21 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/llm-d-incubation/llm-d-fast-model-actuation
ecosystemsgo
any_deprecatedno
min_days_since_publish10

Engineering Quality

Are baseline engineering and documentation practices in place?

89Excellent · 20% of overall
How it's scored
24/24CI workflows — 21 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

85Excellent
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 1 topics
10/10Wiki
Inputs used
topicsllm-d
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

73Good · 16% of overall
How it's scored
30/30Security policy (SECURITY.md)
25/25Dependabot config
0/25Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilesgo.sum
manifestsgo.mod
has_codeql_workflowno
has_security_policyyes
has_dependabot_configyes
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

AI Readiness

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.

86Excellent · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 77 of 79 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.975
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes853
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 6 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 21 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.06
toolchain_manifestsgo.mod
dependency_bot_commit_share0.21
How it's scored
45/45Type-checkable code — Go (statically typed)
54/55Manageable file sizes — 1/54 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes103,611
source_files_sampled54
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

16GitHub stars
12contributors
794commits, last 12 months
0days since last push
18releases
2bus factor
35open issues
Gopackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • OpenSSF Scorecard did not return a usable result (2026/07/25 18:30:35 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 20 ⇿
0Stars
20Forks
18Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0481216202022025-082026-022026-07
Major 0Minor 1Patch 3
Direct dependencies 11
RegistryPackageVersion constraintManifest
Gogithub.com/prometheus/client_golangv1.23.2go.mod
Gogithub.com/spf13/pflagv1.0.10go.mod
Gok8s.io/apiv0.34.9go.mod
Gok8s.io/apimachineryv0.34.9go.mod
Gok8s.io/client-gov0.34.9go.mod
Gok8s.io/component-basev0.34.9go.mod
Gok8s.io/klog/v2v2.130.1go.mod
Gok8s.io/utilsv0.0.0-20250604170112-4c0f3b243397go.mod
Gosigs.k8s.io/controller-runtimev0.22.5go.mod
Gosigs.k8s.io/structured-merge-diff/v6v6.4.2go.mod
Gosigs.k8s.io/yamlv1.6.0go.mod
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable
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          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-15T04:32:43Z",
          "body_truncated": false,
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        {
          "oid": "38b5f0c83e7c12c544d569e1be0d126c5481ffef",
          "body": "* Postpone applying labels from ISC\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Handle ISC edits during startup\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Route to bound instance on ISC edit instead of tearing down\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Remove \n[…]\nun Duan <jun.duan.phd@outlook.com>\n\n* Minor improvements on launcher routing-metadata\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Postpone label application from ISC to launchers (#644)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-07-14T19:29:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "72603a74e6d6b76035f35aff7539848c6cf94686",
          "body": "Bumps [docker/metadata-action](https://github.com/docker/metadata-action) from 6.1.0 to 6.2.0.\n- [Release notes](https://github.com/docker/metadata-action/releases)\n- [Commits](https://github.com/docker/metadata-action/compare/80c7e94dd9b9319bd5eb7a0e0fe9291e23a2a2e9...dc802804100637a589fabce1cb79ff\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/metadata-action from 6.1.0 to 6.2.0 (#639)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T06:44:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "79fb9a62d8cb2dd212185134d725b6c9c8854029",
          "body": "Bumps [docker/build-push-action](https://github.com/docker/build-push-action) from 7.2.0 to 7.3.0.\n- [Release notes](https://github.com/docker/build-push-action/releases)\n- [Commits](https://github.com/docker/build-push-action/compare/f9f3042f7e2789586610d6e8b85c8f03e5195baf...53b7df96c91f9c12dcc8a0\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/build-push-action from 7.2.0 to 7.3.0 (#637)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T06:39:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c4b1a1094b9d40757a8b6a27b09adec63a2c7b80",
          "body": "---\nupdated-dependencies:\n- dependency-name: sigs.k8s.io/structured-merge-diff/v6\n  dependency-version: 6.4.2\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n  dependency-group: kubernetes\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(go): bump sigs.k8s.io/structured-merge-diff/v6 (#650)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T04:29:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87e1c4c37390f7d3124f0b9f6f858a367462baa0",
          "body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 4.1.0 to 4.2.0.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/06116385d9baf250c9f4dcb4858b16962ea869c3...96fe6ef7f33517b61c61be\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/setup-qemu-action from 4.1.0 to 4.2.0 (#651)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-14T03:47:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "daee08ed335aa1db24a916e1fddb5b9d51bb0301",
          "body": "* One workflow to rule them all\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Typos checking is duplicated so removed typos-check.yml\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Mike's comments\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "Workflow test consolidation (#647)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-07-14T03:33:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0749b0bdf1a53b1326d7eb07dc8186dfc25057dd",
          "body": "Bumps [docker/login-action](https://github.com/docker/login-action) from 4.2.0 to 4.4.0.\n- [Release notes](https://github.com/docker/login-action/releases)\n- [Commits](https://github.com/docker/login-action/compare/650006c6eb7dba73a995cc03b0b2d7f5ca915bee...af1e73f918a031802d376d3c8bbc3fe56130a9b0)\n\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/login-action from 4.2.0 to 4.4.0 (#648)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-13T20:46:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb0d4cef7fb06b4cdf2bd9ee87e1166ab3da9573",
          "body": "* pass all files pre-commit\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* pre-commit as the only source\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* add pre-commit to CONTRIBUTING\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* fix(ci): don't pin Go in verify-idl workflow\n\n\n[…]\ncomments round 2\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "`pre-commit` alignment (#632)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-07-08T20:21:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2b888b2ba5d0a7b561a0b2c3528d292bcf3fcdb1",
          "body": "* Refactor requester to expose server start\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Make requester exit(10) if listen fails\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Refactor requester to expose server start (#642)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-08T12:56:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ed4e619b151549e361e6ce33745d979ae37a3b0",
          "body": "Bumps [ko-build/setup-ko](https://github.com/ko-build/setup-ko) from 0.9 to 0.10.\n- [Release notes](https://github.com/ko-build/setup-ko/releases)\n- [Commits](https://github.com/ko-build/setup-ko/compare/d006021bd0c28d1ce33a07e7943d48b079944c8d...61b4d1d396f5b2e7d6bb6fefdce3dc38d1a13445)\n\n---\nupdate\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump ko-build/setup-ko from 0.9 to 0.10 (#603)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-07T19:16:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "faddddc605f1e848a6a11250c8b1d2a9fc336281",
          "body": "Bumps [actions/cache](https://github.com/actions/cache) from 5.0.5 to 6.1.0.\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/actions/cache/compare/27d5ce7f107fe9357f9df03efb73ab90386fcca\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump actions/cache from 5.0.5 to 6.1.0 (#605)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-07T19:12:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b7e7763f0f1a6b719b2932c67652e18eb5e86a91",
          "body": "Signed-off-by: aavarghese <avarghese@us.ibm.com>",
          "is_bot": false,
          "headline": "Update vllm to version 0.23.0 to match WVA/benchmarking etc (#631)",
          "author_name": "Ansu Varghese",
          "author_login": "aavarghese",
          "committed_at": "2026-07-07T18:57:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "0faa4223d9f13d30a35bb98325a93cf620da816f",
          "body": "Signed-off-by: Omer Aplatony <omerap12@gmail.com>",
          "is_bot": false,
          "headline": "Adds make test to Makefile (#627)",
          "author_name": "Omer Aplatony",
          "author_login": "omerap12",
          "committed_at": "2026-07-02T17:24:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90c6e0fc8656fdbb6009ec428e11711c43decfc3",
          "body": "The Claude Code harness has been observed not to read this repo's\nAGENTS.md or the skill definitions under .agents/, so an agent can begin\nsubstantive work without picking up the repo's documented workflow\ninstructions. Add a minimal CLAUDE.md that directs agents to read\nAGENTS.md and .agents/** before doing substantive work in the repo.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CLAUDE.md pointing agents to AGENTS.md and .agents/ (#628)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-01T21:42:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dc7c817eb1c54fedcc6d1e1d407b668e2acaeec2",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Make all action references include tag in a comment (#633)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-01T20:19:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e4aca859271cd30f50828cb419c92da9201f1b5",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6.2.0 to 6.3.0.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/a309ff8b426b58ec0e2a45f0f869d46889d02405...ece7cb06caefa5fff74198d8649806c4678c61\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump actions/setup-python from 6.2.0 to 6.3.0 (#606)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-01T17:26:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "428374588cbea903b0ce33cd4233e4fdd4ef446c",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add some dquotes to shut up shellcheck (#630)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-01T17:15:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c1de8356e44c350d2796dfe1dfce118d2fa5da7",
          "body": "* Care for ephemeral storage, spare GPU memory\n\nMake E2E probe Pod test for ephemeral storage capacity.\n\nMake E2E LauncherConfigs specify ephemeral storage usage.\n\nMake E2E InferenceServerConfigs specify --gpu-memory-utilization .\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* More care about needs in E2E test suite\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Care for ephemeral storage, spare GPU memory (#624)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-01T16:04:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac7184c871ccfd9d1b59f7599edaad0c6c1227ec",
          "body": ".. so that they appear in log messages.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Make fields of funcItem public (#625)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-01T15:31:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eed8b7a631a5bbd905409d5d9c478afcd6aa4dd9",
          "body": "Bumps [actions/setup-go](https://github.com/actions/setup-go) from 6.4.0 to 6.5.0.\n- [Release notes](https://github.com/actions/setup-go/releases)\n- [Commits](https://github.com/actions/setup-go/compare/4a3601121dd01d1626a1e23e37211e3254c1c06c...924ae3a1cded613372ab5595356fb5720e22ba16)\n\n---\nupdated\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump actions/setup-go from 6.4.0 to 6.5.0 (#607)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-01T14:26:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "47e66257d1287f68d0f6203413a5d49bbbe497bf",
          "body": ".. because I expect there will be another patch release.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add 0.6.2 to release menu in bug template (#622)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-01T14:23:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2102520fcf122fd62fa5c7b06af8ece23d3c5249",
          "body": "Except in the golangci-lint workflow, because the latest release of\nits action is not baked enough yet.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Update Go tools used to 1.26 (#620)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-29T22:28:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e7520ae0dd2e9c5f521d7f32c1038fd222e4214",
          "body": "* test using a Git commit ID as rev\n\n* Extend and use slice helper functions\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Correct SliceIndexFeature to get indended efficiency\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Extend and use slice helper functions (#616)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-29T21:51:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e45b6b6aa11453f256fb65c8a9b58caad2fd7d90",
          "body": "To track recent developments.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Update docs/upstream-versions.md (#618)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-29T20:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29f1802edad0557ee4bb3209761e6caf1425db57",
          "body": "* pre-commit hooks frozen\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* fix SHA's\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* SHA for commits, not tags\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "`pre-commit` hooks frozen (#615)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-29T20:32:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ceb581cc0eb20681b37b2272132d0091fbc06870",
          "body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Add Go unit test workflow (#614)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-29T19:30:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7581571b74370c2a583708abdb821bbef23eed92",
          "body": "Signed-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "typo in pre-coomit config file (#613)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-29T19:16:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "baf8fcabc0a5ce3e4d94872000ca586ff8947fac",
          "body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Fix launcher hash order test (#612)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-29T18:43:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e66de54c8c4272b00ea07a9721513498b124acc8",
          "body": "* Relay readiness only when it is news\n\nAnd observe actuation only when it is news.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Fix baseline for actuation\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Move actuation baseline to requester container start\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Relay readiness only when it is news (#599)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-29T18:35:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79ef43eadbb77ae75bd0328f59ab7c353a34af6a",
          "body": "* Add typos cli into workflow and pre-commit\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* remove typo pre-commit\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "Add typos cli into workflow and pre-commit (#609)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-29T18:31:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3b71433b23ebc677db11dcc55259eef086f2c93",
          "body": "Bumps the go-dependencies group with 1 update: [github.com/prometheus/client_golang](https://github.com/prometheus/client_golang).\n\n\nUpdates `github.com/prometheus/client_golang` from 1.22.0 to 1.23.2\n- [Release notes](https://github.com/prometheus/client_golang/releases)\n- [Changelog](https://githu\n[…]\nion-update:semver-minor\n  dependency-group: go-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(go): bump github.com/prometheus/client_golang (#604)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-27T17:42:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "877a89f03fedca301b947b702cbdb3b672d15b46",
          "body": "sleeping = NOT awake;\nawake = there exists an awake child.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Fix sleeping label value for empty launcher (#602)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-27T17:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0c37d628ee8fe0edf02b2d2d74e12a6330881e3",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6.0.3 to 7.0.0.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/df4cb1c069e1874edd31b43\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump actions/checkout from 6.0.3 to 7.0.0 (#582)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T20:32:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cbf28e0e9d830d35fd0f871a7a34d9821db6e5c3",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add release 0.6.1 to menu in bug template (#600)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-26T19:08:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "840b6e4e941fb5ac6c3abe2d8a26dcb8f1181f4f",
          "body": "* Remove envar setting VLLM_USE_V1=1\n\n.. because that is so obsolete that it causes a warning message.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Corrected a language tag in launcher.md\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Remove envar setting VLLM_USE_V1=1 (#598)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-26T18:06:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ad36c71a9350e00f2e39f98c95b4ff3325030cd",
          "body": "* Remove corrupt vLLM instance that doesn't report its port\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Drop redundant HTTP timing\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Remove corrupt vLLM instance that doesn't report its port (#592)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-26T17:15:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a8faf3af2be68a8e3d8abbd8cd9434b14411ac59",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add recent releases to bug template (#596)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-26T16:58:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83e51ed89c11ba64291b50dd3990a95f4b30e21f",
          "body": "Instance absence is as good as deletion.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Make maybeDeleteObsoleteInstance take the W (#594)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-26T13:39:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c94381613ca8ed080d7dd8d2fde132b5f9db69dc",
          "body": "Adjust V level to 5.\n\nDocument the logging in metrics.md (in lieu of a better place).\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Adjust and document logging of HTTP calls (#591)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-25T13:27:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "296ccf896744a06db70ca8d9f4c563243bb59421",
          "body": "* Centralize HTTP call logging and metrics\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Tweaks in response to review\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Centralize HTTP call logging and metrics (#586)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-25T04:42:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11e75bd49c6a93bc2651063be16c160d3d136b9b",
          "body": "…589)\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Make .github/workflows/ci-e2e-openshift.yaml list irrelevant paths (#…",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-24T19:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ec753452fc9476029c6da3a563f8b9540cf6dc7",
          "body": "* Fix typo\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Fix `on` in .github/workflows/launcher-based-e2e-test.yml\n\nFix the Dockerfile mentioned in the list of relevant paths.\n\nMake the `on.pull_request` case also limited by paths.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Fix typo in metrics.md (#588)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-24T17:51:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "901d3941e9df0142ce8c85b3873c98d069352b1a",
          "body": "… (#561)\n\nBumps the kubernetes group with 3 updates in the / directory: [k8s.io/api](https://github.com/kubernetes/api), [k8s.io/client-go](https://github.com/kubernetes/client-go) and [k8s.io/component-base](https://github.com/kubernetes/component-base).\n\n\nUpdates `k8s.io/api` from 0.34.8 to 0.34.9\n[…]\n version-update:semver-patch\n  dependency-group: kubernetes\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(go): bump the kubernetes group across 1 directory with 4 updates…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T14:20:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7150ac2f73cb2eee1c146854d9ebe2ba4655a7d3",
          "body": "* Add more Prometheus metrics\n\n- fma_requester_count\n- fma_isc_count\n- fma_actuation_seconds\n- fma_wake_seconds\n- fma_launcher_create_seconds\n- fma_instance_create_seconds\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Add documentation of the fma_duality metric\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Tweaks in response to reviews\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add more Prometheus metrics (#571)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-20T03:59:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a7578b2264fc181488fe43f9488adeeabff630e",
          "body": "* Align launcher image ENTRYPOINT with deployment command\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Remove unused ENTRYPOINT from launcher Dockerfiles\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Clear ENTRYPOINT for launcher images\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Align launcher image ENTRYPOINT with deployment command (#570)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-19T15:44:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b3baeb85aa0e52110fc13a0a7ab956fefa1eb45",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add duality indicator metric (#569)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-18T18:12:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36f45cfb7d248de79db635999eb2c271ed71e6ad",
          "body": "Also, Don't fear the ValidatingAdmissionPolicy.\nIt went GA long ago.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add easy metrics about DPC's inner work queues (#556)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-18T14:14:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae47a0665fc100f4cc5956ec7ff257cb891c1df9",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Fix inconsistency wrt ctl.gpuMap holding nil (#574)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-17T20:36:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5c44b9ac075e17fe627f3f9b5091b86525dba68",
          "body": "Signed-off-by: Omer Aplatony <omerap12@gmail.com>",
          "is_bot": false,
          "headline": "fixed gpu indices race bug (#572)",
          "author_name": "Omer Aplatony",
          "author_login": "omerap12",
          "committed_at": "2026-06-17T17:29:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0feabab5b2adc06b5daa854b4c34f1d82400364b",
          "body": "Remove the clear of `ctl.policy.digest[node.Name]`\nat https://github.com/llm-d-incubation/llm-d-fast-model-actuation/blob/c844356bfd9d19929f78bb2e96da3113569800da/pkg/controller/launcher-populator/digest-updater.go#L212 .\n\nChange `ctl.applyLPPToDigestForNode` so that it does not take\nthe previous lc\n[…]\nl.policy.digest`.\n\nAdd a bit more explanation on the `digestedPolicy` type,\nhoping to emphasize some points to facilitate clear\nreasoning about it.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Remove confusing wipe from recomputeDigestForNode (#567)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-16T12:47:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c844356bfd9d19929f78bb2e96da3113569800da",
          "body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Remove a stale TODO item (#563)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-15T21:18:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7dca36dafa432f126664da74285af7f85034a2f3",
          "body": "* Use spawn for vLLM child processes to avoid fd inheritance\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Switch to fork+manual socket-fd close in vLLM children\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Close uvicorn-side sockets in forked vLLM children (#560)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-15T17:10:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9f28d261c1d53bfa0952010e3d6bb58a6fcf7fe",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Refactor digestion of LauncherPopulationPolicy (#533)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-12T05:37:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2fb1b15a59924ec0ac85128334ccfb6f818517bf",
          "body": "Order matters, because one may be referenced in the value of another.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Do not reorder ENV of a container (#558)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-11T21:08:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f9bf99a430bfe67f095fab2ac3e1d04d31473f7",
          "body": "The two that test-cases.sh takes, one for each run of the\ndual-pods-controller.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Make the launcher, E2E, OpenShift workflow log two scrapes (#547)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-11T16:26:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f6a5a66f4877c87437d36ecc0c98ce5f5ea6f70",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Simplify digestion of LauncherConfig's PodTemplate (#531)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-11T13:57:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a72215fee759feeb8db94480682f5c11271f3d5",
          "body": "Also dump the two final scrapes.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add PodMonitor for FMA to E2E-on-OpenShift workflow (#554)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-09T21:16:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1a771eaaa10f8eb91bf164e0a1eca563d5bdd29",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6.0.2 to 6.0.3.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/de0fac2e4500dabe0009e67\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump actions/checkout from 6.0.2 to 6.0.3 (#549)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-09T19:59:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "81f26a0992e692d0ad9cf74dfa53abcc4365bdb6",
          "body": "Also introduce a script to tell the Prometheus server to take a\nsnapshot.\n\nAlso make test/e2e/run-launcher-based.sh take a Prometheus snapshot at\nthe end.\n\nAlso make test-cases.sh a little more verbose about time.\n\nAlso add Prometheus snap as launcher test workflow artifact\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Install Prometheus Operator in E2E kind cluster (#548)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-09T15:56:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fe9fa8e3a9dc409e1fb8956343f44286c0a11f3",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Remove erroneous requeue, debug requeues, work rate (#546)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-05T13:56:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2aa295c298f0fb93e7ae8f98b151a54ff119bb4c",
          "body": "* Wire up /debug/pprof and k8s client metrics in dpctlr\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Add scraping to the E2E test\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Regularize and simplify metrics,debug serving\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Remove commented out old code\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Wire up /debug/pprof and k8s client metrics in dpctlr (#537)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-05T04:17:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae6c8bb960ea66bbcedab774b697e0807578e94d",
          "body": "* Add build date into tags of test images\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Take dashes out of date\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add build date into tags of test images (#545)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-04T19:16:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d5009ef7a3e71882aa79cb040118502a013ed55",
          "body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Use version 34.1.0 for kube python client in launcher (#543)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-04T18:23:51Z",
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          "is_coding_agent": false
        },
        {
          "oid": "73214bf907c76b424974d048a2f95851e687e2de",
          "body": "* pin kubernetes version and add test again\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* kubernetes v1.34\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "Missing authorization for launchers (#541)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-04T17:11:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d953d9bc92472f8989a95e275e8ef36a2c300a5",
          "body": "I do not know how this test case ever passed.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Trim launcher_count_before_reclaim in test-cases.sh (#538)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-04T17:07:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4054e2193034e9ef18eaa9c9143bc5e862f135ee",
          "body": "Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Clarify careAbout result for unbound launcher pods (#540)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-06-04T16:19:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9f849b87a56391478f8b4dd5bef73156b507700",
          "body": "* Fix impatience in first E2E test case\n\nAdmit that scheduling the first server-requesting Pod may take some\ntime.\n\nAlso, add dumping of Node state after the test, in the launcher-based\nE2E test on OpenShift.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* More clarity in test debugging\n\nSig\n[…]\nd-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Fix grep commands seeking literal\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Fix impatience in E2E test-cases.sh (#535)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-04T05:44:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dc2f4e7759e19e59ab45d791cbf9a03c0548e44f",
          "body": "Stage C of the staged rename of MaxSleepingInstances -> MaxInstances:\n\n- Delete the MaxSleepingInstances field and the transitional XValidation\n  CEL rule from LauncherConfigSpec.\n- Make MaxInstances required with Minimum=1 and drop the JSON omitempty\n  tag, since zero is no longer admitted.\n- Drop \n[…]\nand applyconfiguration.\n\nThe CRD now lists only maxInstances with minimum: 1 and\nrequired: [maxInstances], and carries no x-kubernetes-validations.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Remove maxSleepingInstances from LauncherConfig v1alpha1 (#484) (#536)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-04T03:57:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ae26f0a6cbeca952b8b163c5e57c7a1db6fd9c17",
          "body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 4.0.0 to 4.1.0.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/ce360397dd3f832beb865e1373c09c0e9f86d70a...06116385d9baf250c9f4dc\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/setup-qemu-action from 4.0.0 to 4.1.0 (#527)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-03T20:47:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f74408779b965a58ea8ed152efb8b23a697c648a",
          "body": "Signed-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "Unify launcher and uvicorn log format (#526)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-03T20:32:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "301f57bb558b864e070a8ce16c145efb8f7ed249",
          "body": "* Demo FMA HPA files\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* right tag\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Move files into a folder\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Remove gpu-map\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Comments-\n[…]\ns comments\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* Usage in deploy_fma\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "FMA-HPA integration in OCP cluster (#458)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-02T16:57:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e99784d726cfd6a83f4ecdc5a7dbbc2a3c94a564",
          "body": "* Add Source Skepticism section to AGENTS.md for GitHub Issues\n\nInstructs agents to treat GitHub Issue content with skepticism: verify\nreporter claims, diagnoses, and proposed fixes against existing\nevidence (code, logs, prior discussion, tests) before acting, and\nreproduce behavior only when existi\n[…]\nnguage about supporting evidence\n\nThe old language was somewhat self-contradictory.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add Source Skepticism section to AGENTS.md for GitHub Issues (#521)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-02T15:09:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2315382b8717f55f3c9fed2c33076751ee49dcfc",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Make the E2E, launcher, kind workflow manually triggerable (#530)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-02T06:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d071223daeddf2c601ad7a78706ecb1fb3fa433b",
          "body": "* make populator incremental handling\n\nmake populator handling incremental\n\nfix - remove unused func\n\nrefine\n\nrefine\n\nrefine\n\nfixes #450\n\nfix\n\nremove duplicated call to setStatus\n\nadd work queue\n\nadd lock\n\n* polish\n\n* polish digest updater\n\n* polish helpers\n\n* polish populators\n\n* fix to remove unus\n[…]\ne handle count decrease (#3)\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Mike Spreitzer <mspreitzibm@gmail.com>",
          "is_bot": false,
          "headline": "make populator incremental handling (#510)",
          "author_name": "Xi Ning Wang",
          "author_login": "osswangxining",
          "committed_at": "2026-06-02T04:30:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "18db421191e5bb90a07f68ab0b532b4c73f06692",
          "body": "* Apply instead commit for run-launcher-based.sh\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n* remove line\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>\n\n---------\n\nSigned-off-by: Diego-Castan <diego.castan@ibm.com>",
          "is_bot": false,
          "headline": "Apply instead commit for run-launcher-based.sh (#529)",
          "author_name": "Diego Castan",
          "author_login": "diegocastanibm",
          "committed_at": "2026-06-02T04:25:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5be5c72f9b340253db2a7689189f9186ec43cec",
          "body": "* Note that LauncherPopulationControllerSpec.CountForLauncher represents a map\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Re-derive the derived files\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n* Add E2E test case for LPP key uniqueness\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "List is map (#528)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-06-02T01:46:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58214abafc725c9032449ee781f792c0faf52cdb",
          "body": "Bumps [docker/login-action](https://github.com/docker/login-action) from 4.1.0 to 4.2.0.\n- [Release notes](https://github.com/docker/login-action/releases)\n- [Commits](https://github.com/docker/login-action/compare/4907a6ddec9925e35a0a9e82d7399ccc52663121...650006c6eb7dba73a995cc03b0b2d7f5ca915bee)\n\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/login-action from 4.1.0 to 4.2.0 (#515)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-30T20:10:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7c72a4f0bbea20d8fa005b90765a0ccf235893f6",
          "body": "Bumps [docker/build-push-action](https://github.com/docker/build-push-action) from 7.1.0 to 7.2.0.\n- [Release notes](https://github.com/docker/build-push-action/releases)\n- [Commits](https://github.com/docker/build-push-action/compare/bcafcacb16a39f128d818304e6c9c0c18556b85f...f9f3042f7e2789586610d6\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/build-push-action from 7.1.0 to 7.2.0 (#514)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-30T20:04:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "927dca809fe8f5cff3105edbcb4965980c217b25",
          "body": "Bumps [docker/metadata-action](https://github.com/docker/metadata-action) from 6.0.0 to 6.1.0.\n- [Release notes](https://github.com/docker/metadata-action/releases)\n- [Commits](https://github.com/docker/metadata-action/compare/030e881283bb7a6894de51c315a6bfe6a94e05cf...80c7e94dd9b9319bd5eb7a0e0fe929\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/metadata-action from 6.0.0 to 6.1.0 (#513)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-30T20:00:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "09f33271877d03c04e0f6a308f92de4cf4321b41",
          "body": "…512)\n\nBumps [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) from 4.0.0 to 4.1.0.\n- [Release notes](https://github.com/docker/setup-buildx-action/releases)\n- [Commits](https://github.com/docker/setup-buildx-action/compare/4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd...d7f5e7f\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump docker/setup-buildx-action from 4.0.0 to 4.1.0 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-30T19:55:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1c167dbf7a4e9cbb6b3db2d651c8ee93a0482358",
          "body": "… (#511)\n\nBumps [golangci/golangci-lint-action](https://github.com/golangci/golangci-lint-action) from 9.2.0 to 9.2.1.\n- [Release notes](https://github.com/golangci/golangci-lint-action/releases)\n- [Commits](https://github.com/golangci/golangci-lint-action/compare/1e7e51e771db61008b38414a730f564565c\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps(actions): bump golangci/golangci-lint-action from 9.2.0 to 9.2.1…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-29T18:46:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "79335efe16f462e2622dd6d5df0b3b3332b6e9ba",
          "body": "* Log call durations on launcher/instance/K8s actuation calls\n\nAdd `httpCallDurationSec` (calls to launchers and vLLM instances) and\n`k8sCallDurationSec` (calls to the Kubernetes API) fields to the existing\nlog lines that wrap each outbound call from the dual-pods controller.\nEach value is the wall-\n[…]\n 4.7 <noreply@anthropic.com>\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\n\n---------\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Log call durations on launcher/instance/K8s actuation calls (#522)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-05-29T18:37:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f11a020ff89ae25ab03d4c0947a8cf530461b1fa",
          "body": "…n (#520)\n\nAdd INFO/WARNING log statements in VllmMultiProcessManager.create_instance\nso that receipt of each request to create a vLLM instance is observable,\nwith the outcome (accepted or rejected due to duplicate ID) logged\nimmediately after the ID is known. Python's logging %(asctime)s already\nincludes millisecond precision by default.\n\nCloses #497\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Log launcher receipt of create-instance request at subsecond precisio…",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-05-29T04:28:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "78bad191da5bdf8a278e6ca726ec74a54328e23d",
          "body": "* Improve some readiness checks in the e2e test suite\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* For readiness of launcher after bounding, check once and don't wait\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Improve some readiness checks in the e2e test suite (#518)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-05-28T15:08:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2feed1e222e20d5f0b75ca0dc7c7730801885386",
          "body": "…(#517)\n\nAdds a \"Reviewing dependency and GitHub Actions bump PRs\" subsection to\nCONTRIBUTING.md as the source of truth for human and agent reviewers.\nThe checklist includes a 7-day release-age soak-period rule: PRs that\nbump to a release published less than 7 days ago should be flagged and\nheld unt\n[…]\nrtened to defer to that\nsubsection rather than carry its own checklist, avoiding drift between\nthe human-facing doc and the agent instruction file.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Document soak-period and bump-PR review checklist in CONTRIBUTING.md …",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-05-27T15:57:34Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "297c92bd11a9fc978f35bc41dc53e968c2251075",
          "body": "* Enforce per-launcher capacity for vLLM instances\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* JSON-escaping fix for test\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Simplify annotation check\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n* Improvements to e2e test\n\nSigne\n[…]\nJun Duan <jun.duan.phd@outlook.com>\n\n* Moving one step away from maxSleepingInstances\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>\n\n---------\n\nSigned-off-by: Jun Duan <jun.duan.phd@outlook.com>",
          "is_bot": false,
          "headline": "Enforce per-launcher capacity for vLLM instances (#504)",
          "author_name": "Jun Duan",
          "author_login": "waltforme",
          "committed_at": "2026-05-27T14:32:57Z",
          "body_truncated": true,
          "is_coding_agent": false
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      "active_weeks_last_year": 48,
      "days_since_latest_release": 10,
      "mean_days_between_releases": 8.5
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                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "OpenSSF Scorecard did not return a usable result (2026/07/25 18:30:35 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T18:31:01.739200Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/llm-d-incubation/llm-d-fast-model-actuation.svg",
  "full_name": "llm-d-incubation/llm-d-fast-model-actuation",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsGo.