{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/SkillOpt","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/30168714-0418-4977-8eac-ece8ab86d501","json_url":"https://onlylabs.fyi/signals/30168714-0418-4977-8eac-ece8ab86d501/signal.json","generated_at":"2026-06-11T02:42:14.376424+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/30168714-0418-4977-8eac-ece8ab86d501","signal_json":"https://onlylabs.fyi/signals/30168714-0418-4977-8eac-ece8ab86d501/signal.json","source":"https://github.com/microsoft/SkillOpt","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/SkillOpt (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/30168714-0418-4977-8eac-ece8ab86d501/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/SkillOpt","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":null,"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 repo signal \"microsoft/SkillOpt\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/SkillOpt","text":"Microsoft published repo microsoft/SkillOpt."},{"subject":"microsoft/SkillOpt","predicate":"is classified as","object":"repo signal","text":"microsoft/SkillOpt is classified as repo signal."},{"subject":"microsoft/SkillOpt","predicate":"belongs to","object":"repos desk","text":"microsoft/SkillOpt belongs to repos desk."},{"subject":"microsoft/SkillOpt","predicate":"has context","object":"Python","text":"microsoft/SkillOpt has context Python."},{"subject":"microsoft/SkillOpt","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SkillOpt has evidence coverage 1 captured evidence page."},{"subject":"microsoft/SkillOpt","predicate":"has captured page count","object":"1","text":"microsoft/SkillOpt has captured page count 1."},{"subject":"microsoft/SkillOpt","predicate":"has readable page 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/SkillOpt · language Python · New repo with strong traction (5k stars).. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/SkillOpt","text":"Microsoft published repo microsoft/SkillOpt."},{"subject":"microsoft/SkillOpt","predicate":"is classified as","object":"repo signal","text":"microsoft/SkillOpt is classified as repo signal."},{"subject":"microsoft/SkillOpt","predicate":"belongs to","object":"repos desk","text":"microsoft/SkillOpt belongs to repos desk."},{"subject":"microsoft/SkillOpt","predicate":"has context","object":"Python","text":"microsoft/SkillOpt has context Python."},{"subject":"microsoft/SkillOpt","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/SkillOpt has evidence coverage 1 captured evidence page."}]},"signal":{"id":"30168714-0418-4977-8eac-ece8ab86d501","url":"https://onlylabs.fyi/signals/30168714-0418-4977-8eac-ece8ab86d501","json_url":"https://onlylabs.fyi/signals/30168714-0418-4977-8eac-ece8ab86d501/signal.json","source_url":"https://github.com/microsoft/SkillOpt","title":"microsoft/SkillOpt","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-08T06:41:01+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"]},"facets":{"repo":"microsoft/SkillOpt","language":"Python"},"traction":{"github_stars":5061,"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","final_url":"https://github.com/microsoft/SkillOpt","title":"microsoft/SkillOpt repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:14.376424+00:00","bytes":16662,"raw_path":"3757de6abc6b2720815b6d3430f5287ded44b7f457bf96614e65fbd781ebfac7.json","content_hash":"63068bc7a0e6aeb1fb56e0b793966867731d376d8d6db7c68e42a9105b3645dc","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/SkillOpt Description: SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts. 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