{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/edge-ai","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/072e5b4a-d15e-4e71-b87c-64faa72a4843","json_url":"https://onlylabs.fyi/signals/072e5b4a-d15e-4e71-b87c-64faa72a4843/signal.json","generated_at":"2026-06-11T03:13:20.746935+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/072e5b4a-d15e-4e71-b87c-64faa72a4843","signal_json":"https://onlylabs.fyi/signals/072e5b4a-d15e-4e71-b87c-64faa72a4843/signal.json","source":"https://github.com/microsoft/edge-ai","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/edge-ai (HCL). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/edge-ai · language HCL. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure, Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/edge-ai","source_host":"github.com","occurred_at":"2025-03-19T23:33:05+00:00","first_seen_at":"2026-06-10T07:01:24.979549+00:00","date_source":"source","context":"HCL"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/edge-ai","source":"source"},{"label":"Language","value":"HCL","source":"source"},{"label":"Stars","value":"87","source":"traction"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"infra","source":"radar"},{"label":"Matched term","value":"infrastructure","source":"radar"},{"label":"Matched 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customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["infra","infrastructure","platform","product","solutions"],"score":32,"reason":"Microsoft has a repo signal matching infrastructure, product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/072e5b4a-d15e-4e71-b87c-64faa72a4843/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn new repository signals into 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?","Which data-business lane explains this signal: Infrastructure, Product and customer?","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/072e5b4a-d15e-4e71-b87c-64faa72a4843/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/edge-ai","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/edge-ai\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/edge-ai","text":"Microsoft published repo microsoft/edge-ai."},{"subject":"microsoft/edge-ai","predicate":"is classified as","object":"repo signal","text":"microsoft/edge-ai is classified as repo signal."},{"subject":"microsoft/edge-ai","predicate":"belongs to","object":"repos desk","text":"microsoft/edge-ai belongs to repos desk."},{"subject":"microsoft/edge-ai","predicate":"has context","object":"HCL","text":"microsoft/edge-ai has context HCL."},{"subject":"microsoft/edge-ai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/edge-ai has evidence coverage 1 captured evidence page."},{"subject":"microsoft/edge-ai","predicate":"matches data-business lanes","object":"Infrastructure, Product and customer","text":"microsoft/edge-ai matches data-business lanes Infrastructure, Product and customer."},{"subject":"microsoft/edge-ai","predicate":"has captured page count","object":"1","text":"microsoft/edge-ai has captured page count 1."},{"subject":"microsoft/edge-ai","predicate":"has readable page count","object":"1","text":"microsoft/edge-ai has readable page count 1."},{"subject":"microsoft/edge-ai","predicate":"has related signal count","object":"6","text":"microsoft/edge-ai has related signal count 6."},{"subject":"microsoft/edge-ai","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"microsoft/edge-ai has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"microsoft/edge-ai","predicate":"has source host","object":"github.com","text":"microsoft/edge-ai has source host github.com."},{"subject":"microsoft/edge-ai","predicate":"has lab","object":"Microsoft","text":"microsoft/edge-ai has lab Microsoft."},{"subject":"microsoft/edge-ai","predicate":"has signal desk","object":"repos","text":"microsoft/edge-ai has signal desk repos."},{"subject":"microsoft/edge-ai","predicate":"has source host","object":"github.com","text":"microsoft/edge-ai has source host github.com."},{"subject":"microsoft/edge-ai","predicate":"has repository","object":"microsoft/edge-ai","text":"microsoft/edge-ai has repository microsoft/edge-ai."},{"subject":"microsoft/edge-ai","predicate":"has language","object":"HCL","text":"microsoft/edge-ai has language HCL."},{"subject":"microsoft/edge-ai","predicate":"has stars","object":"87","text":"microsoft/edge-ai has stars 87."},{"subject":"microsoft/edge-ai","predicate":"has radar lane","object":"Infrastructure","text":"microsoft/edge-ai has radar lane Infrastructure."},{"subject":"microsoft/edge-ai","predicate":"has radar lane","object":"Product and customer","text":"microsoft/edge-ai has radar lane Product and customer."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/edge-ai (HCL). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/edge-ai · language HCL. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure, Product and customer in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/edge-ai","text":"Microsoft published repo microsoft/edge-ai."},{"subject":"microsoft/edge-ai","predicate":"is classified as","object":"repo signal","text":"microsoft/edge-ai is classified as repo signal."},{"subject":"microsoft/edge-ai","predicate":"belongs to","object":"repos desk","text":"microsoft/edge-ai belongs to repos desk."},{"subject":"microsoft/edge-ai","predicate":"has context","object":"HCL","text":"microsoft/edge-ai has context HCL."},{"subject":"microsoft/edge-ai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/edge-ai has evidence coverage 1 captured evidence page."},{"subject":"microsoft/edge-ai","predicate":"matches data-business lanes","object":"Infrastructure, Product and customer","text":"microsoft/edge-ai matches data-business lanes Infrastructure, Product and customer."}]},"signal":{"id":"072e5b4a-d15e-4e71-b87c-64faa72a4843","url":"https://onlylabs.fyi/signals/072e5b4a-d15e-4e71-b87c-64faa72a4843","json_url":"https://onlylabs.fyi/signals/072e5b4a-d15e-4e71-b87c-64faa72a4843/signal.json","source_url":"https://github.com/microsoft/edge-ai","title":"microsoft/edge-ai","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"HCL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-03-19T23:33:05+00:00","first_seen_at":"2026-06-10T07:01:24.979549+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/edge-ai"]},"facets":{"repo":"microsoft/edge-ai","language":"HCL"},"traction":{"github_stars":87,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":32,"matched_terms":["infra","infrastructure","platform","product","solutions"],"reason":"Microsoft has a repo signal matching infrastructure, product and customer."}},"primary_evidence_page":{"url":"https://github.com/microsoft/edge-ai","final_url":"https://github.com/microsoft/edge-ai","title":"microsoft/edge-ai repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:20.746935+00:00","bytes":17080,"raw_path":"5df619b1cc9f6b91885b7d27858ae31a83788bbaf75af5fc97a451807502a860.json","content_hash":"ed11d48b7d17146eb3f494ee7b8349b5edcf41c98d62c6fe2b9fb37ffeeabf2b","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/edge-ai Description: Production-ready Infrastructure as Code, applications, pluggable components, and PlatformOps toolchains that empower organizations to achieve more with cloud and edge AI-powered solutions. Built by friendly geeks, for every team that needs edge solutions to achieve real production results. 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Built by friendly geeks, for every team that needs edge solutions to achieve real production results. 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