{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/FLAML v2.4.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e3e405ac-212d-4831-bc51-e5a84819036d","json_url":"https://onlylabs.fyi/signals/e3e405ac-212d-4831-bc51-e5a84819036d/signal.json","generated_at":"2026-06-11T03:36:27.250818+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/e3e405ac-212d-4831-bc51-e5a84819036d","signal_json":"https://onlylabs.fyi/signals/e3e405ac-212d-4831-bc51-e5a84819036d/signal.json","source":"https://github.com/microsoft/FLAML/releases/tag/v2.4.0","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 v2.4.0 (microsoft/FLAML). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: AutoML library release, notable but not major. · v2.4.0 Repository: microsoft/FLAML Tag: v2.4.0 Published: 2026-01-10T10:49:23Z Prerelease: no Release notes: Python 3.12 Support Added This release introduces official.... 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/v2.4.0","source_host":"github.com","occurred_at":"2026-01-10T10:49:23+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":"v2.4.0","source":"source"},{"label":"Notability","value":"AutoML library release, notable but 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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/e3e405ac-212d-4831-bc51-e5a84819036d/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.0","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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count","object":"1","text":"microsoft/FLAML v2.4.0 has captured page count 1."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has readable page count","object":"1","text":"microsoft/FLAML v2.4.0 has readable page count 1."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has related signal count","object":"6","text":"microsoft/FLAML v2.4.0 has related signal count 6."},{"subject":"microsoft/FLAML v2.4.0","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/FLAML v2.4.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has source host","object":"github.com","text":"microsoft/FLAML v2.4.0 has source host github.com."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has lab","object":"Microsoft","text":"microsoft/FLAML v2.4.0 has lab Microsoft."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has signal desk","object":"releases","text":"microsoft/FLAML v2.4.0 has signal desk releases."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has source host","object":"github.com","text":"microsoft/FLAML v2.4.0 has source host github.com."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has repository","object":"microsoft/FLAML","text":"microsoft/FLAML v2.4.0 has repository microsoft/FLAML."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has release","object":"v2.4.0","text":"microsoft/FLAML v2.4.0 has release v2.4.0."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has notability","object":"AutoML library release, notable but not major.","text":"microsoft/FLAML v2.4.0 has notability AutoML library release, notable but not major.."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has watch term","object":"Infrastructure","text":"microsoft/FLAML 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This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: AutoML library release, notable but not major. · v2.4.0 Repository: microsoft/FLAML Tag: v2.4.0 Published: 2026-01-10T10:49:23Z Prerelease: no Release notes: Python 3.12 Support Added This release introduces official.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/FLAML v2.4.0","text":"Microsoft released microsoft/FLAML v2.4.0."},{"subject":"microsoft/FLAML v2.4.0","predicate":"is classified as","object":"release signal","text":"microsoft/FLAML v2.4.0 is classified as release signal."},{"subject":"microsoft/FLAML v2.4.0","predicate":"belongs to","object":"releases desk","text":"microsoft/FLAML v2.4.0 belongs to releases desk."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has context","object":"microsoft/FLAML","text":"microsoft/FLAML v2.4.0 has context microsoft/FLAML."},{"subject":"microsoft/FLAML v2.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/FLAML v2.4.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e3e405ac-212d-4831-bc51-e5a84819036d","url":"https://onlylabs.fyi/signals/e3e405ac-212d-4831-bc51-e5a84819036d","json_url":"https://onlylabs.fyi/signals/e3e405ac-212d-4831-bc51-e5a84819036d/signal.json","source_url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.0","title":"microsoft/FLAML v2.4.0","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":"2026-01-10T10:49:23+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/v2.4.0"]},"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/v2.4.0","final_url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.0","title":"microsoft/FLAML v2.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:36:27.250818+00:00","bytes":3740,"raw_path":"edd86d1066bd42500ff1bd6bdae72ff69511429d1714884f1f52b6bde3b9df18.json","content_hash":"976ce265f8c3ae708aaf56463a9d15e363e7a78709b2da83bda0cef91213f988","excerpt_chars":1200,"truncated":true,"excerpt":"v2.4.0 Repository: microsoft/FLAML Tag: v2.4.0 Published: 2026-01-10T10:49:23Z Prerelease: no Release notes: Python 3.12 Support Added This release introduces official support for Python 3.12 and includes several bug fixes and enhancements that improve stability, performance, and overall user experience. Thank you @Sm1Ling, @konabuta and all the other contributors for the PRs, issues, reviewing and testing. Welcome @Sm1Ling and @konabuta to the community! What's Changed * Fix OSError: [Errno 24] Too many open files: 'nul' by @Sm1Ling in https://github.com/microsoft/FLAML/pull/1455 * Bump version to 2.3.7 by @thinkall in https://github.com/microsoft/FLAML/pull/1457 * update loc second argument to column by @konabuta in https://github.com/microsoft/FLAML/pull/1458 * Bump algoliasearch-helper from 3.11.1 to 3.26.0 in /website by @dependabot[bot] in https://github.com/microsoft/FLAML/pull/1461 * Update readme, bump version to 2.4.0, fix CI errors by @thinkall in https://github.com/microsoft/FLAML/pull/1466 * Add support to Python 3.12, Sync Fabric till dc382961 by @thinkall in https://github.com/microsoft/FLAML/pull/1467 * Fix log_training_metric causing IndexError for time series..."},"evidence_pages":[{"url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.0","final_url":"https://github.com/microsoft/FLAML/releases/tag/v2.4.0","title":"microsoft/FLAML v2.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:36:27.250818+00:00","bytes":3740,"raw_path":"edd86d1066bd42500ff1bd6bdae72ff69511429d1714884f1f52b6bde3b9df18.json","content_hash":"976ce265f8c3ae708aaf56463a9d15e363e7a78709b2da83bda0cef91213f988","excerpt_chars":1200,"truncated":true,"excerpt":"v2.4.0 Repository: microsoft/FLAML Tag: v2.4.0 Published: 2026-01-10T10:49:23Z Prerelease: no Release notes: Python 3.12 Support Added This release introduces official support for Python 3.12 and includes several bug fixes and enhancements that improve stability, performance, and overall user experience. Thank you @Sm1Ling, @konabuta and all the other contributors for the PRs, issues, reviewing and testing. Welcome @Sm1Ling and @konabuta to the community! What's Changed * Fix OSError: [Errno 24] Too many open files: 'nul' by @Sm1Ling in https://github.com/microsoft/FLAML/pull/1455 * Bump version to 2.3.7 by @thinkall in https://github.com/microsoft/FLAML/pull/1457 * update loc second argument to column by @konabuta in https://github.com/microsoft/FLAML/pull/1458 * Bump algoliasearch-helper from 3.11.1 to 3.26.0 in /website by @dependabot[bot] in https://github.com/microsoft/FLAML/pull/1461 * Update readme, bump version to 2.4.0, fix CI errors by @thinkall in https://github.com/microsoft/FLAML/pull/1466 * Add support to Python 3.12, Sync Fabric till dc382961 by @thinkall in https://github.com/microsoft/FLAML/pull/1467 * Fix log_training_metric causing IndexError for time series..."}],"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"}]}