{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/SkillOpt v0.1.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0d94c692-a094-4029-9357-d6fc6224298b","json_url":"https://onlylabs.fyi/signals/0d94c692-a094-4029-9357-d6fc6224298b/signal.json","generated_at":"2026-06-11T02:59:36.932897+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/0d94c692-a094-4029-9357-d6fc6224298b","signal_json":"https://onlylabs.fyi/signals/0d94c692-a094-4029-9357-d6fc6224298b/signal.json","source":"https://github.com/microsoft/SkillOpt/releases/tag/v0.1.0","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/SkillOpt v0.1.0 (microsoft/SkillOpt). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Initial release from major lab; lacks traction data · v0.1.0 Repository: microsoft/SkillOpt Tag: v0.1.0 Published: 2026-06-02T14:46:22Z Prerelease: no Release notes: SkillOpt v0.1.0 — Initial PyPI Release The first public.... 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/SkillOpt/releases/tag/v0.1.0","source_host":"github.com","occurred_at":"2026-06-02T14:46:22+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":"microsoft/SkillOpt"},"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/SkillOpt","source":"source"},{"label":"Release","value":"v0.1.0","source":"source"},{"label":"Notability","value":"Initial release from major lab; lacks traction data","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/SkillOpt/releases/tag/v0.1.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:59:36.932897+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0d94c692-a094-4029-9357-d6fc6224298b/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/0d94c692-a094-4029-9357-d6fc6224298b/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/SkillOpt/releases/tag/v0.1.0","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/SkillOpt v0.1.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/SkillOpt v0.1.0","text":"Microsoft released microsoft/SkillOpt v0.1.0."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"is classified as","object":"release signal","text":"microsoft/SkillOpt v0.1.0 is classified as release signal."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"belongs to","object":"releases desk","text":"microsoft/SkillOpt v0.1.0 belongs to releases desk."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has context","object":"microsoft/SkillOpt","text":"microsoft/SkillOpt v0.1.0 has context microsoft/SkillOpt."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SkillOpt v0.1.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has captured page count","object":"1","text":"microsoft/SkillOpt v0.1.0 has captured page count 1."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has readable page count","object":"1","text":"microsoft/SkillOpt v0.1.0 has readable page count 1."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has related signal count","object":"6","text":"microsoft/SkillOpt v0.1.0 has related signal count 6."},{"subject":"microsoft/SkillOpt v0.1.0","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/SkillOpt v0.1.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has source host","object":"github.com","text":"microsoft/SkillOpt v0.1.0 has source host github.com."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has lab","object":"Microsoft","text":"microsoft/SkillOpt v0.1.0 has lab Microsoft."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has signal desk","object":"releases","text":"microsoft/SkillOpt v0.1.0 has signal desk releases."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has source host","object":"github.com","text":"microsoft/SkillOpt v0.1.0 has source host github.com."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has repository","object":"microsoft/SkillOpt","text":"microsoft/SkillOpt v0.1.0 has repository microsoft/SkillOpt."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has release","object":"v0.1.0","text":"microsoft/SkillOpt v0.1.0 has release v0.1.0."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has notability","object":"Initial release from major lab; lacks traction data","text":"microsoft/SkillOpt v0.1.0 has notability Initial release from major lab; lacks traction data."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has watch term","object":"Eval methodology","text":"microsoft/SkillOpt v0.1.0 has watch term Eval methodology."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has watch term","object":"Infrastructure","text":"microsoft/SkillOpt v0.1.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/SkillOpt v0.1.0 (microsoft/SkillOpt). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Initial release from major lab; lacks traction data · v0.1.0 Repository: microsoft/SkillOpt Tag: v0.1.0 Published: 2026-06-02T14:46:22Z Prerelease: no Release notes: SkillOpt v0.1.0 — Initial PyPI Release The first public.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/SkillOpt v0.1.0","text":"Microsoft released microsoft/SkillOpt v0.1.0."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"is classified as","object":"release signal","text":"microsoft/SkillOpt v0.1.0 is classified as release signal."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"belongs to","object":"releases desk","text":"microsoft/SkillOpt v0.1.0 belongs to releases desk."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has context","object":"microsoft/SkillOpt","text":"microsoft/SkillOpt v0.1.0 has context microsoft/SkillOpt."},{"subject":"microsoft/SkillOpt v0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SkillOpt v0.1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0d94c692-a094-4029-9357-d6fc6224298b","url":"https://onlylabs.fyi/signals/0d94c692-a094-4029-9357-d6fc6224298b","json_url":"https://onlylabs.fyi/signals/0d94c692-a094-4029-9357-d6fc6224298b/signal.json","source_url":"https://github.com/microsoft/SkillOpt/releases/tag/v0.1.0","title":"microsoft/SkillOpt v0.1.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/SkillOpt","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-02T14:46:22+00:00","first_seen_at":"2026-06-05T20:58:41.438741+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/SkillOpt/releases/tag/v0.1.0"]},"facets":{"repo":"microsoft/SkillOpt"},"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/SkillOpt/releases/tag/v0.1.0","final_url":"https://github.com/microsoft/SkillOpt/releases/tag/v0.1.0","title":"microsoft/SkillOpt v0.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:59:36.932897+00:00","bytes":2954,"raw_path":"f1832d218ab1e87fd1d4f9d8c69fb0ba74735b13dfc0a0c4ea1ccff617591466.json","content_hash":"29e835b9addf2b8725d101171496c4ccc29c6eab84f4679d2721ee8a087ed5ee","excerpt_chars":1200,"truncated":false,"excerpt":"v0.1.0 Repository: microsoft/SkillOpt Tag: v0.1.0 Published: 2026-06-02T14:46:22Z Prerelease: no Release notes: SkillOpt v0.1.0 — Initial PyPI Release The first public release of SkillOpt, now available on [PyPI](https://pypi.org/project/skillopt/0.1.0/). Install ```bash pip install skillopt ``` Highlights - Core training loop: rollout → reflect → aggregate → select → update → evaluate - Multi-backend support: OpenAI, Azure OpenAI, Claude, Qwen (vLLM) - Built-in benchmarks: ALFWorld, SpreadsheetBench, SearchQA, DocVQA, OfficeQA, LiveMath - Hierarchical patch merging and gradient clipping - YAML-based configuration system - Optional WebUI dashboard (`pip install skillopt[webui]`) Links - 📦 PyPI: https://pypi.org/project/skillopt/0.1.0/ - 📖 Docs: https://microsoft.github.io/SkillOpt"},"evidence_pages":[{"url":"https://github.com/microsoft/SkillOpt/releases/tag/v0.1.0","final_url":"https://github.com/microsoft/SkillOpt/releases/tag/v0.1.0","title":"microsoft/SkillOpt v0.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:59:36.932897+00:00","bytes":2954,"raw_path":"f1832d218ab1e87fd1d4f9d8c69fb0ba74735b13dfc0a0c4ea1ccff617591466.json","content_hash":"29e835b9addf2b8725d101171496c4ccc29c6eab84f4679d2721ee8a087ed5ee","excerpt_chars":1200,"truncated":false,"excerpt":"v0.1.0 Repository: microsoft/SkillOpt Tag: v0.1.0 Published: 2026-06-02T14:46:22Z Prerelease: no Release notes: SkillOpt v0.1.0 — Initial PyPI Release The first public release of SkillOpt, now available on [PyPI](https://pypi.org/project/skillopt/0.1.0/). Install ```bash pip install skillopt ``` Highlights - Core training loop: rollout → reflect → aggregate → select → update → evaluate - Multi-backend support: OpenAI, Azure OpenAI, Claude, Qwen (vLLM) - Built-in benchmarks: ALFWorld, SpreadsheetBench, SearchQA, DocVQA, OfficeQA, LiveMath - Hierarchical patch merging and gradient clipping - YAML-based configuration system - Optional WebUI dashboard (`pip install skillopt[webui]`) Links - 📦 PyPI: https://pypi.org/project/skillopt/0.1.0/ - 📖 Docs: https://microsoft.github.io/SkillOpt"}],"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"}]}