{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/SWE-bench-Live v0.1-Python-only","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d","json_url":"https://onlylabs.fyi/signals/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d/signal.json","generated_at":"2026-06-11T03:37:08.180848+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/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d","signal_json":"https://onlylabs.fyi/signals/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d/signal.json","source":"https://github.com/microsoft/SWE-bench-Live/releases/tag/v0.1-Python-only","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/SWE-bench-Live v0.1-Python-only (microsoft/SWE-bench-Live). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable benchmark update for software engineering agents. · Version 0.1 Python only Repository: microsoft/SWE-bench-Live Tag: v0.1-Python-only Published: 2025-10-25T04:53:14Z Prerelease: no Release notes: This version can create.... 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/SWE-bench-Live/releases/tag/v0.1-Python-only","source_host":"github.com","occurred_at":"2025-10-25T04:53:14+00:00","first_seen_at":"2026-06-06T07:00:06.411378+00:00","date_source":"source","context":"microsoft/SWE-bench-Live"},"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/SWE-bench-Live","source":"source"},{"label":"Release","value":"Version 0.1 Python only","source":"source"},{"label":"Notability","value":"Notable benchmark update for software engineering agents.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/SWE-bench-Live/releases/tag/v0.1-Python-only"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:37:08.180848+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d/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/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/SWE-bench-Live/releases/tag/v0.1-Python-only","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/SWE-bench-Live v0.1-Python-only\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/SWE-bench-Live v0.1-Python-only","text":"Microsoft released microsoft/SWE-bench-Live v0.1-Python-only."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"is classified as","object":"release signal","text":"microsoft/SWE-bench-Live v0.1-Python-only is classified as release signal."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"belongs to","object":"releases desk","text":"microsoft/SWE-bench-Live v0.1-Python-only belongs to releases desk."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has context","object":"microsoft/SWE-bench-Live","text":"microsoft/SWE-bench-Live v0.1-Python-only has context microsoft/SWE-bench-Live."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SWE-bench-Live v0.1-Python-only has evidence coverage 1 captured evidence page."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has captured page count","object":"1","text":"microsoft/SWE-bench-Live v0.1-Python-only has captured page count 1."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has readable page count","object":"1","text":"microsoft/SWE-bench-Live v0.1-Python-only has readable page count 1."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has related signal count","object":"6","text":"microsoft/SWE-bench-Live v0.1-Python-only has related signal count 6."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","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/SWE-bench-Live v0.1-Python-only has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has source host","object":"github.com","text":"microsoft/SWE-bench-Live v0.1-Python-only has source host github.com."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has lab","object":"Microsoft","text":"microsoft/SWE-bench-Live v0.1-Python-only has lab Microsoft."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has signal desk","object":"releases","text":"microsoft/SWE-bench-Live v0.1-Python-only has signal desk releases."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has source host","object":"github.com","text":"microsoft/SWE-bench-Live v0.1-Python-only has source host github.com."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has repository","object":"microsoft/SWE-bench-Live","text":"microsoft/SWE-bench-Live v0.1-Python-only has repository microsoft/SWE-bench-Live."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has release","object":"Version 0.1 Python only","text":"microsoft/SWE-bench-Live v0.1-Python-only has release Version 0.1 Python only."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has notability","object":"Notable benchmark update for software engineering agents.","text":"microsoft/SWE-bench-Live v0.1-Python-only has notability Notable benchmark update for software engineering agents.."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has watch term","object":"Eval methodology","text":"microsoft/SWE-bench-Live v0.1-Python-only has watch term Eval methodology."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/SWE-bench-Live v0.1-Python-only has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/SWE-bench-Live v0.1-Python-only (microsoft/SWE-bench-Live). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable benchmark update for software engineering agents. · Version 0.1 Python only Repository: microsoft/SWE-bench-Live Tag: v0.1-Python-only Published: 2025-10-25T04:53:14Z Prerelease: no Release notes: This version can create.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/SWE-bench-Live v0.1-Python-only","text":"Microsoft released microsoft/SWE-bench-Live v0.1-Python-only."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"is classified as","object":"release signal","text":"microsoft/SWE-bench-Live v0.1-Python-only is classified as release signal."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"belongs to","object":"releases desk","text":"microsoft/SWE-bench-Live v0.1-Python-only belongs to releases desk."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has context","object":"microsoft/SWE-bench-Live","text":"microsoft/SWE-bench-Live v0.1-Python-only has context microsoft/SWE-bench-Live."},{"subject":"microsoft/SWE-bench-Live v0.1-Python-only","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SWE-bench-Live v0.1-Python-only has evidence coverage 1 captured evidence page."}]},"signal":{"id":"88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d","url":"https://onlylabs.fyi/signals/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d","json_url":"https://onlylabs.fyi/signals/88bddfa4-2875-4e24-af0b-c1b9c5c6ca9d/signal.json","source_url":"https://github.com/microsoft/SWE-bench-Live/releases/tag/v0.1-Python-only","title":"microsoft/SWE-bench-Live v0.1-Python-only","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/SWE-bench-Live","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-10-25T04:53:14+00:00","first_seen_at":"2026-06-06T07:00:06.411378+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/SWE-bench-Live/releases/tag/v0.1-Python-only"]},"facets":{"repo":"microsoft/SWE-bench-Live"},"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/SWE-bench-Live/releases/tag/v0.1-Python-only","final_url":"https://github.com/microsoft/SWE-bench-Live/releases/tag/v0.1-Python-only","title":"microsoft/SWE-bench-Live v0.1-Python-only","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:37:08.180848+00:00","bytes":2395,"raw_path":"dfd1b1f4be27a5583a0607a807bee6e31dd528aa363a2a2e3a7001f3f8c46b83.json","content_hash":"6906c9336c686c2ab6ec93778a3366481b18f90e0e28caf3dc04c41a65e970ec","excerpt_chars":1200,"truncated":false,"excerpt":"Version 0.1 Python only Repository: microsoft/SWE-bench-Live Tag: v0.1-Python-only Published: 2025-10-25T04:53:14Z Prerelease: no Release notes: This version can create Python SWE tasks by crawling latest issues from GitHub."},"evidence_pages":[{"url":"https://github.com/microsoft/SWE-bench-Live/releases/tag/v0.1-Python-only","final_url":"https://github.com/microsoft/SWE-bench-Live/releases/tag/v0.1-Python-only","title":"microsoft/SWE-bench-Live v0.1-Python-only","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:37:08.180848+00:00","bytes":2395,"raw_path":"dfd1b1f4be27a5583a0607a807bee6e31dd528aa363a2a2e3a7001f3f8c46b83.json","content_hash":"6906c9336c686c2ab6ec93778a3366481b18f90e0e28caf3dc04c41a65e970ec","excerpt_chars":1200,"truncated":false,"excerpt":"Version 0.1 Python only Repository: microsoft/SWE-bench-Live Tag: v0.1-Python-only Published: 2025-10-25T04:53:14Z Prerelease: no Release notes: This version can create Python SWE tasks by crawling latest issues from GitHub."}],"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"}]}