{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/FLAML v2.4.1","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/704251b1-6cce-4ee7-9654-bd62a55992b7","json_url":"https://onlylabs.fyi/signals/704251b1-6cce-4ee7-9654-bd62a55992b7/signal.json","generated_at":"2026-06-11T03:36:27.229689+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/704251b1-6cce-4ee7-9654-bd62a55992b7","signal_json":"https://onlylabs.fyi/signals/704251b1-6cce-4ee7-9654-bd62a55992b7/signal.json","source":"https://github.com/microsoft/FLAML/releases/tag/v2.4.1","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/FLAML v2.4.1 (microsoft/FLAML). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Minor patch release, routine · v2.4.1 Repository: microsoft/FLAML Tag: v2.4.1 Published: 2026-01-13T04:57:32Z Prerelease: no Release notes: This release includes comprehensive documentation updates 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/FLAML/releases/tag/v2.4.1","source_host":"github.com","occurred_at":"2026-01-13T04:57:32+00:00","first_seen_at":"2026-06-07T07:00:21.222898+00:00","date_source":"source","context":"microsoft/FLAML"},"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/FLAML","source":"source"},{"label":"Release","value":"v2.4.1","source":"source"},{"label":"Notability","value":"Minor patch release, 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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/704251b1-6cce-4ee7-9654-bd62a55992b7/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.1","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 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This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Minor patch release, routine · v2.4.1 Repository: microsoft/FLAML Tag: v2.4.1 Published: 2026-01-13T04:57:32Z Prerelease: no Release notes: This release includes comprehensive documentation updates to.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/FLAML v2.4.1","text":"Microsoft released microsoft/FLAML v2.4.1."},{"subject":"microsoft/FLAML v2.4.1","predicate":"is classified as","object":"release signal","text":"microsoft/FLAML v2.4.1 is classified as release signal."},{"subject":"microsoft/FLAML v2.4.1","predicate":"belongs to","object":"releases desk","text":"microsoft/FLAML v2.4.1 belongs to releases desk."},{"subject":"microsoft/FLAML v2.4.1","predicate":"has context","object":"microsoft/FLAML","text":"microsoft/FLAML v2.4.1 has context microsoft/FLAML."},{"subject":"microsoft/FLAML v2.4.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/FLAML v2.4.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"704251b1-6cce-4ee7-9654-bd62a55992b7","url":"https://onlylabs.fyi/signals/704251b1-6cce-4ee7-9654-bd62a55992b7","json_url":"https://onlylabs.fyi/signals/704251b1-6cce-4ee7-9654-bd62a55992b7/signal.json","source_url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.1","title":"microsoft/FLAML v2.4.1","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/FLAML","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-01-13T04:57:32+00:00","first_seen_at":"2026-06-07T07:00:21.222898+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/FLAML/releases/tag/v2.4.1"]},"facets":{"repo":"microsoft/FLAML"},"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/FLAML/releases/tag/v2.4.1","final_url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.1","title":"microsoft/FLAML v2.4.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:36:27.229689+00:00","bytes":2988,"raw_path":"8b77fc83d4240e665a5fce8b9f7e10bdb50a3662de50190f8f2a9123b8d744c3.json","content_hash":"c0513e29a0a5c2c226bb754f5cf43fc11a6ab312b942ade5a07f797f1f11ff21","excerpt_chars":1200,"truncated":false,"excerpt":"v2.4.1 Repository: microsoft/FLAML Tag: v2.4.1 Published: 2026-01-13T04:57:32Z Prerelease: no Release notes: This release includes comprehensive documentation updates to reflect recent changes across the project, adds a new best practices page, introduces support for pickling the entire AutoML instance, and fixes several bugs. 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