{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/ai4s-jobq v3.12.1","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c","json_url":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c/signal.json","generated_at":"2026-06-11T03:11:10.287613+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c","signal_json":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c/signal.json","source":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/ai4s-jobq v3.12.1 (microsoft/ai4s-jobq). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v3.12.1 Repository: microsoft/ai4s-jobq Tag: v3.12.1 Published: 2026-05-22T14:36:05Z Prerelease: no Release notes: What's Changed * fix: add `[testenv:.package]` to.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","source_host":"github.com","occurred_at":"2026-05-22T14:36:05+00:00","first_seen_at":"2026-06-10T09:18:48.105175+00:00","date_source":"source","context":"microsoft/ai4s-jobq"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/ai4s-jobq","source":"source"},{"label":"Release","value":"v3.12.1","source":"source"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:11:10.287613+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Microsoft's release signal \"microsoft/ai4s-jobq v3.12.1\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/ai4s-jobq v3.12.1","text":"Microsoft released microsoft/ai4s-jobq v3.12.1."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"is classified as","object":"release signal","text":"microsoft/ai4s-jobq v3.12.1 is classified as release signal."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"belongs to","object":"releases desk","text":"microsoft/ai4s-jobq v3.12.1 belongs to releases desk."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has context","object":"microsoft/ai4s-jobq","text":"microsoft/ai4s-jobq v3.12.1 has context microsoft/ai4s-jobq."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ai4s-jobq v3.12.1 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has captured page count","object":"1","text":"microsoft/ai4s-jobq v3.12.1 has captured page count 1."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has readable page count","object":"1","text":"microsoft/ai4s-jobq v3.12.1 has readable page count 1."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has related signal count","object":"6","text":"microsoft/ai4s-jobq v3.12.1 has related signal count 6."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"microsoft/ai4s-jobq v3.12.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has source host","object":"github.com","text":"microsoft/ai4s-jobq v3.12.1 has source host github.com."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has lab","object":"Microsoft","text":"microsoft/ai4s-jobq v3.12.1 has lab Microsoft."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has signal desk","object":"releases","text":"microsoft/ai4s-jobq v3.12.1 has signal desk releases."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has source host","object":"github.com","text":"microsoft/ai4s-jobq v3.12.1 has source host github.com."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has repository","object":"microsoft/ai4s-jobq","text":"microsoft/ai4s-jobq v3.12.1 has repository microsoft/ai4s-jobq."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has release","object":"v3.12.1","text":"microsoft/ai4s-jobq v3.12.1 has release v3.12.1."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/ai4s-jobq v3.12.1 (microsoft/ai4s-jobq). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v3.12.1 Repository: microsoft/ai4s-jobq Tag: v3.12.1 Published: 2026-05-22T14:36:05Z Prerelease: no Release notes: What's Changed * fix: add `[testenv:.package]` to.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/ai4s-jobq v3.12.1","text":"Microsoft released microsoft/ai4s-jobq v3.12.1."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"is classified as","object":"release signal","text":"microsoft/ai4s-jobq v3.12.1 is classified as release signal."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"belongs to","object":"releases desk","text":"microsoft/ai4s-jobq v3.12.1 belongs to releases desk."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has context","object":"microsoft/ai4s-jobq","text":"microsoft/ai4s-jobq v3.12.1 has context microsoft/ai4s-jobq."},{"subject":"microsoft/ai4s-jobq v3.12.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ai4s-jobq v3.12.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a784ed24-0fd8-45b4-8b04-25e3145e1e9c","url":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c","json_url":"https://onlylabs.fyi/signals/a784ed24-0fd8-45b4-8b04-25e3145e1e9c/signal.json","source_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","title":"microsoft/ai4s-jobq v3.12.1","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/ai4s-jobq","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-22T14:36:05+00:00","first_seen_at":"2026-06-10T09:18:48.105175+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1"]},"facets":{"repo":"microsoft/ai4s-jobq"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","final_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","title":"microsoft/ai4s-jobq v3.12.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:11:10.287613+00:00","bytes":2946,"raw_path":"b9a271426268026456fa7289a206b080f81554947306a53445e3e4efd5e0fc40.json","content_hash":"fd6a8eaae9d056432f628642fd0d0d424a334c2fc0db0c839e451e82a447e3fe","excerpt_chars":1200,"truncated":false,"excerpt":"v3.12.1 Repository: microsoft/ai4s-jobq Tag: v3.12.1 Published: 2026-05-22T14:36:05Z Prerelease: no Release notes: What's Changed * fix: add `[testenv:.package]` to ensure pip is available in tox-conda isolated build env by @Copilot in https://github.com/microsoft/ai4s-jobq/pull/80 * fix: detect lock loss on sustained Storage Queue heartbeat failure by @temporaer in https://github.com/microsoft/ai4s-jobq/pull/78 * fix: stop log_from_queue retry loop on broken Manager connection by @temporaer in https://github.com/microsoft/ai4s-jobq/pull/79 * fix: SIGKILL subprocess process group on lock loss by @temporaer in https://github.com/microsoft/ai4s-jobq/pull/77 New Contributors * @Copilot made their first contribution in https://github.com/microsoft/ai4s-jobq/pull/80 **Full Changelog**: https://github.com/microsoft/ai4s-jobq/compare/v3.12.0...v3.12.1"},"evidence_pages":[{"url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","final_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.12.1","title":"microsoft/ai4s-jobq v3.12.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:11:10.287613+00:00","bytes":2946,"raw_path":"b9a271426268026456fa7289a206b080f81554947306a53445e3e4efd5e0fc40.json","content_hash":"fd6a8eaae9d056432f628642fd0d0d424a334c2fc0db0c839e451e82a447e3fe","excerpt_chars":1200,"truncated":false,"excerpt":"v3.12.1 Repository: microsoft/ai4s-jobq Tag: v3.12.1 Published: 2026-05-22T14:36:05Z Prerelease: no Release notes: What's Changed * fix: add `[testenv:.package]` to ensure pip is available in tox-conda isolated build env by @Copilot in https://github.com/microsoft/ai4s-jobq/pull/80 * fix: detect lock loss on sustained Storage Queue heartbeat failure by @temporaer in https://github.com/microsoft/ai4s-jobq/pull/78 * fix: stop log_from_queue retry loop on broken Manager connection by @temporaer in https://github.com/microsoft/ai4s-jobq/pull/79 * fix: SIGKILL subprocess process group on lock loss by @temporaer in https://github.com/microsoft/ai4s-jobq/pull/77 New Contributors * @Copilot made their first contribution in https://github.com/microsoft/ai4s-jobq/pull/80 **Full Changelog**: https://github.com/microsoft/ai4s-jobq/compare/v3.12.0...v3.12.1"}],"related_signals":[{"id":"432f6193-5e4c-4f16-bbe0-6a87ef01916f","url":"https://onlylabs.fyi/signals/432f6193-5e4c-4f16-bbe0-6a87ef01916f","source_url":"https://github.com/microsoft/accessibility-insights-web/releases/tag/web%402.47.0","title":"microsoft/accessibility-insights-web web@2.47.0","context":"microsoft/accessibility-insights-web","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:37:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"afc38512-1630-4041-9fb3-39414d8d2b0a","url":"https://onlylabs.fyi/signals/afc38512-1630-4041-9fb3-39414d8d2b0a","source_url":"https://github.com/microsoft/content-processing-solution-accelerator/releases/tag/v2.1.1","title":"microsoft/content-processing-solution-accelerator v2.1.1","context":"microsoft/content-processing-solution-accelerator","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:06:46+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"5271de48-ab99-4310-8d2c-174188866071","url":"https://onlylabs.fyi/signals/5271de48-ab99-4310-8d2c-174188866071","source_url":"https://github.com/microsoft/CsWin32/releases/tag/v0.3.287","title":"microsoft/CsWin32 v0.3.287","context":"microsoft/CsWin32","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T04:22:28+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"6adcd577-5563-4fd8-85dd-268919492cf0","url":"https://onlylabs.fyi/signals/6adcd577-5563-4fd8-85dd-268919492cf0","source_url":"https://github.com/microsoft/sqltoolsservice/releases/tag/6.0.20260610.1","title":"microsoft/sqltoolsservice 6.0.20260610.1","context":"microsoft/sqltoolsservice","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T23:57:44+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"7557f4d3-5544-422b-b39d-1e668cb0dfa5","url":"https://onlylabs.fyi/signals/7557f4d3-5544-422b-b39d-1e668cb0dfa5","source_url":"https://github.com/microsoft/agent-framework/releases/tag/dotnet-1.10.0","title":"microsoft/agent-framework dotnet-1.10.0","context":"microsoft/agent-framework","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:50:17+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"},{"id":"e18f0e7d-b1df-421e-a845-19cad8151a11","url":"https://onlylabs.fyi/signals/e18f0e7d-b1df-421e-a845-19cad8151a11","source_url":"https://github.com/microsoft/ai4s-jobq/releases/tag/v3.13.1","title":"microsoft/ai4s-jobq v3.13.1","context":"microsoft/ai4s-jobq","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-10T17:19:31+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source"}]}