{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/FLAML v2.6.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/aa2583e1-1a58-4007-a968-fa3f035617f8","json_url":"https://onlylabs.fyi/signals/aa2583e1-1a58-4007-a968-fa3f035617f8/signal.json","generated_at":"2026-06-11T03:36:24.025322+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/aa2583e1-1a58-4007-a968-fa3f035617f8","signal_json":"https://onlylabs.fyi/signals/aa2583e1-1a58-4007-a968-fa3f035617f8/signal.json","source":"https://github.com/microsoft/FLAML/releases/tag/v2.6.0","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 v2.6.0 (microsoft/FLAML). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release of existing library · v2.6.0 Repository: microsoft/FLAML Tag: v2.6.0 Published: 2026-04-28T02:02:26Z Prerelease: no Release notes: This release improves compatibility with the latest.... 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/v2.6.0","source_host":"github.com","occurred_at":"2026-04-28T02:02:26+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":"v2.6.0","source":"source"},{"label":"Notability","value":"Routine version release of existing library","source":"signal"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"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/v2.6.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:36:24.025322+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/aa2583e1-1a58-4007-a968-fa3f035617f8/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/aa2583e1-1a58-4007-a968-fa3f035617f8/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/FLAML/releases/tag/v2.6.0","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 evidence, analyze Microsoft's release signal \"microsoft/FLAML v2.6.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/FLAML v2.6.0","text":"Microsoft released microsoft/FLAML v2.6.0."},{"subject":"microsoft/FLAML v2.6.0","predicate":"is classified as","object":"release signal","text":"microsoft/FLAML v2.6.0 is classified as release signal."},{"subject":"microsoft/FLAML v2.6.0","predicate":"belongs to","object":"releases desk","text":"microsoft/FLAML v2.6.0 belongs to releases desk."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has context","object":"microsoft/FLAML","text":"microsoft/FLAML v2.6.0 has context microsoft/FLAML."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/FLAML v2.6.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has captured page count","object":"1","text":"microsoft/FLAML v2.6.0 has captured page count 1."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has readable page count","object":"1","text":"microsoft/FLAML v2.6.0 has readable page count 1."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has related signal count","object":"6","text":"microsoft/FLAML v2.6.0 has related signal count 6."},{"subject":"microsoft/FLAML v2.6.0","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 v2.6.0 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 v2.6.0","predicate":"has source host","object":"github.com","text":"microsoft/FLAML v2.6.0 has source host github.com."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has lab","object":"Microsoft","text":"microsoft/FLAML v2.6.0 has lab Microsoft."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has signal desk","object":"releases","text":"microsoft/FLAML v2.6.0 has signal desk releases."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has source host","object":"github.com","text":"microsoft/FLAML v2.6.0 has source host github.com."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has repository","object":"microsoft/FLAML","text":"microsoft/FLAML v2.6.0 has repository microsoft/FLAML."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has release","object":"v2.6.0","text":"microsoft/FLAML v2.6.0 has release v2.6.0."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has notability","object":"Routine version release of existing library","text":"microsoft/FLAML v2.6.0 has notability Routine version release of existing library."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/FLAML v2.6.0 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/FLAML v2.6.0 (microsoft/FLAML). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release of existing library · v2.6.0 Repository: microsoft/FLAML Tag: v2.6.0 Published: 2026-04-28T02:02:26Z Prerelease: no Release notes: This release improves compatibility with the latest.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/FLAML v2.6.0","text":"Microsoft released microsoft/FLAML v2.6.0."},{"subject":"microsoft/FLAML v2.6.0","predicate":"is classified as","object":"release signal","text":"microsoft/FLAML v2.6.0 is classified as release signal."},{"subject":"microsoft/FLAML v2.6.0","predicate":"belongs to","object":"releases desk","text":"microsoft/FLAML v2.6.0 belongs to releases desk."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has context","object":"microsoft/FLAML","text":"microsoft/FLAML v2.6.0 has context microsoft/FLAML."},{"subject":"microsoft/FLAML v2.6.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/FLAML v2.6.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"aa2583e1-1a58-4007-a968-fa3f035617f8","url":"https://onlylabs.fyi/signals/aa2583e1-1a58-4007-a968-fa3f035617f8","json_url":"https://onlylabs.fyi/signals/aa2583e1-1a58-4007-a968-fa3f035617f8/signal.json","source_url":"https://github.com/microsoft/FLAML/releases/tag/v2.6.0","title":"microsoft/FLAML v2.6.0","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":"2026-04-28T02:02:26+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/v2.6.0"]},"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/v2.6.0","final_url":"https://github.com/microsoft/FLAML/releases/tag/v2.6.0","title":"microsoft/FLAML v2.6.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:36:24.025322+00:00","bytes":6078,"raw_path":"4d09eb8a469bf6f525612eaff59fb243f286d45384706dfbcd97821de87c834d.json","content_hash":"d3e2e1022b2354c5b9ec03a963781dfeee480e6e41d180aa8b616f20822f6f5e","excerpt_chars":1200,"truncated":true,"excerpt":"v2.6.0 Repository: microsoft/FLAML Tag: v2.6.0 Published: 2026-04-28T02:02:26Z Prerelease: no Release notes: This release improves compatibility with the latest ecosystem packages, including scikit-learn 1.7+, Transformers 4.26+/5.0+, pandas 3.0, and recent setuptools changes. It strengthens packaging by unblocking editable installs and migrating metadata to PEP 621, fixes CatBoost and Optuna-related test issues, and adds timestamp generation for time series predictions without test data. It also includes website dependency updates, CI/deployment maintenance, and documentation updates for LightGBM quantile regression and supported Python versions. Welcome @OpenByteDev to the community! What's Changed * Bump lodash from 4.17.21 to 4.17.23 in /website by @dependabot[bot] in https://github.com/microsoft/FLAML/pull/1509 * Only run save dependencies on main branch by @thinkall in https://github.com/microsoft/FLAML/pull/1510 * Fix sklearn 1.7+ compatibility: BaseEstimator type detection for ensemble by @Copilot in https://github.com/microsoft/FLAML/pull/1512 * ci: skip pre-commit workflow on main by @thinkall in https://github.com/microsoft/FLAML/pull/1513 * Fix transformers API..."},"evidence_pages":[{"url":"https://github.com/microsoft/FLAML/releases/tag/v2.6.0","final_url":"https://github.com/microsoft/FLAML/releases/tag/v2.6.0","title":"microsoft/FLAML v2.6.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:36:24.025322+00:00","bytes":6078,"raw_path":"4d09eb8a469bf6f525612eaff59fb243f286d45384706dfbcd97821de87c834d.json","content_hash":"d3e2e1022b2354c5b9ec03a963781dfeee480e6e41d180aa8b616f20822f6f5e","excerpt_chars":1200,"truncated":true,"excerpt":"v2.6.0 Repository: microsoft/FLAML Tag: v2.6.0 Published: 2026-04-28T02:02:26Z Prerelease: no Release notes: This release improves compatibility with the latest ecosystem packages, including scikit-learn 1.7+, Transformers 4.26+/5.0+, pandas 3.0, and recent setuptools changes. It strengthens packaging by unblocking editable installs and migrating metadata to PEP 621, fixes CatBoost and Optuna-related test issues, and adds timestamp generation for time series predictions without test data. It also includes website dependency updates, CI/deployment maintenance, and documentation updates for LightGBM quantile regression and supported Python versions. Welcome @OpenByteDev to the community! What's Changed * Bump lodash from 4.17.21 to 4.17.23 in /website by @dependabot[bot] in https://github.com/microsoft/FLAML/pull/1509 * Only run save dependencies on main branch by @thinkall in https://github.com/microsoft/FLAML/pull/1510 * Fix sklearn 1.7+ compatibility: BaseEstimator type detection for ensemble by @Copilot in https://github.com/microsoft/FLAML/pull/1512 * ci: skip pre-commit workflow on main by @thinkall in https://github.com/microsoft/FLAML/pull/1513 * Fix transformers API..."}],"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"}]}