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Software-GesundheitsberichtSchema 0.27.0 · Metriken 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 Sterne⑂ 20 Forksseit Aug. 2025Auf GitHub ansehen ↗

llm-d-incubation/llm-d-fast-model-actuation erreicht einen Gesundheitsindex von 78 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (98/100) ab, am schwächsten bei Community & Adoption (56/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

78
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

78
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Eigentümerschaft

llm-d incubationOrganisation
54 Follower17 öffentliche Reposseit Mai 2025

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/llm-d-incubation/llm-d-fast-model-actuationv0.6.2-21vor 10 Tagen

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

98Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
33.2/36Commit-Rhythmus — 48/52 Wochen mit Commits
18/18Commit-Volumen — 794 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — keine Daten
Verwendete Eingangsdaten
commits_last_year794
human_commit_share0,79
days_since_last_push0
active_weeks_last_year48

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 18 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 10 Tagen
27/27Release-Rhythmus — ein Release etwa alle 8,5 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count18
latest_release_tagv0.6.2
releases_from_tagsnein
days_since_latest_release10
mean_days_between_releases8,5

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

56Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
19.1/60Stars — 16 Stars
10.7/25Forks — 20 Forks
0/15Watcher — 2 Watcher
Verwendete Eingangsdaten
forks20
stars16
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

72Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
12.4/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 45 % der Commits
13.5/13.5Breite der Beitragenden — 12 Beitragende
0/10OpenSSF Scorecard: Contributors — keine Daten
Verwendete Eingangsdaten
bus_factor2
contributors_sampled12
top_contributor_share0,451
Wie die Bewertung erfolgt
39.9/46.8Issue-Lösungsquote — 85 % der Issues geschlossen
32.2/38.3PR-Annahme — 360/428 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — keine Daten
Verwendete Eingangsdaten
merged_prs360
open_issues35
closed_issues203
issue_closed_ratio0,853
closed_unmerged_prs68
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
12.5/25Reichweite des Inhabers — 54 Follower von llm-d-incubation
11.5/25Kontohistorie — 17 öffentliche Repos, Kontoalter ca. 1 Jahre
Verwendete Eingangsdaten
followers54
owner_typeOrganization
is_verified
owner_loginllm-d-incubation
public_repos17
account_age_days439

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 10 Tagen
20/20Versionshistorie — 21 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/llm-d-incubation/llm-d-fast-model-actuation
ecosystemsgo
any_deprecatednein
min_days_since_publish10

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

89Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 21 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

85Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 1 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsllm-d
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

73Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
30/30Sicherheitsrichtlinie (SECURITY.md)
25/25Dependabot-Konfiguration
0/25Lockfiles für Abhängigkeiten — veröffentlichte Bibliothek — Lockfiles sind Sache der Anwendung, hier nicht erwartet
0/20CodeQL-Workflow
Verwendete Eingangsdaten
sourcefile_signals
lockfilesgo.sum
manifestsgo.mod
has_codeql_workflownein
has_security_policyja
has_dependabot_configja
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lockfiles für Abhängigkeiten. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

86Exzellent · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md, CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 77 von 79 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,975
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes853
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
10/10Belegte Agentenpraxis — 6 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 21 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesgo.sum
has_dockerfileja
typed_languageja
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,06
toolchain_manifestsgo.mod
dependency_bot_commit_share0,21
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
54/55Handhabbare Dateigrößen — 1/54 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes103.611
source_files_sampled54
oversized_source_files1
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

16GitHub-Sterne
12Mitwirkende
794Commits, letzte 12 Monate
0Tage seit letztem Push
18Releases
2Bus-Faktor
35offene Issues
GoPaket-Ökosysteme

Warnungen zur Datenerhebung

  • 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

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 20 ⇿
0Sterne
20Forks
18Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

0481216202022025-082026-022026-07
Major 0Minor 1Patch 3
Direkte Abhängigkeiten 11
RegistryPaketVersionsvorgabeManifest
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
Alle Abhängigkeiten nicht erhoben

Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

JSON-Rohbericht maschinenlesbar
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          "body": "…664)\n\nBumps [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) from 4.1.0 to 4.2.0.\n- [Release notes](https://github.com/docker/setup-buildx-action/releases)\n- [Commits](https://github.com/docker/setup-buildx-action/compare/d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5...bb05f3f\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>",
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          "oid": "4570ed275c80ceed07512fc36e938dbe0f10be2a",
          "body": "More clearly acknowledge the other CI tests.\n\nCorrect examples of exceptions to DR-10.\n\nSigned-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Fix gaps in DESIGN_RULES.md (#659)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-16T21:09:14Z",
          "body_truncated": false,
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        },
        {
          "oid": "e105edc82a4d09fe7474468e2c5f78806b2acbe8",
          "body": "* Establish design rules with automation and subjective tiers\n\nIssue #524 observed that the project accumulates cross-cutting design\nrules (e.g. logging the duration of every controller call-out to an\nexternal process) but has nowhere to write them down and nothing to\ncheck them.\n\nAdd DESIGN_RULES.m\n[…]\nrule numbering\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: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Establish design rules with automation and subjective tiers (#634)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-15T17:51:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8f1e1e81944e78c82a12259b2e667cce8927d694",
          "body": "* Refactor probes server to expose listener start\n\nThe FuzzServer test in pkg/server/requester/probes flaked intermittently\nwith \"connection refused\": probes.Run created the listener and served in\na single ListenAndServe call, so a test starting Run in a goroutine had no\nsynchronization point tellin\n[…]\n@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 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Refactor probes server to expose listener start (#654)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-15T17:39:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "77d669a1c3e182b8a56a84ea2a7a36b5561a6061",
          "body": "…(#626)\n\nSigned-off-by: Omer Aplatony <omerap12@gmail.com>",
          "is_bot": false,
          "headline": "Independent item scheduling in DPC, 5-second polling of /is_sleeping …",
          "author_name": "Omer Aplatony",
          "author_login": "omerap12",
          "committed_at": "2026-07-15T13:41:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55295e17fdb2287739b577f5d99b51092a36c13e",
          "body": "Signed-off-by: Mike Spreitzer <mspreitz@us.ibm.com>",
          "is_bot": false,
          "headline": "Add 0.6.3 to release menu in bug template (#656)",
          "author_name": "Mike Spreitzer",
          "author_login": "MikeSpreitzer",
          "committed_at": "2026-07-15T04:32:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "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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                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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                "key": "openssf_scorecard_contributors",
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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": "openssf_scorecard_ci_tests",
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        ],
        "description": "Are baseline engineering and documentation practices in place?"
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        "key": "security",
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            "value": 73,
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                "key": "dependabot_config",
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                "key": "codeql_workflow",
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            ]
          },
          {
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            "value": 100,
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            "components": [
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            ]
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        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
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                "max_points": 40
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            ]
          },
          {
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              },
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                "key": "lint_format_config",
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              },
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                "key": "static_type_checking",
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                "status": "met",
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}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

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