{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/discovery","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe","json_url":"https://onlylabs.fyi/signals/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe/signal.json","generated_at":"2026-06-11T02:42:05.452978+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/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe","signal_json":"https://onlylabs.fyi/signals/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe/signal.json","source":"https://github.com/microsoft/discovery","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/discovery (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/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/discovery","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/discovery\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/discovery","text":"Microsoft published repo microsoft/discovery."},{"subject":"microsoft/discovery","predicate":"is classified as","object":"repo signal","text":"microsoft/discovery is classified as repo signal."},{"subject":"microsoft/discovery","predicate":"belongs to","object":"repos desk","text":"microsoft/discovery belongs to repos desk."},{"subject":"microsoft/discovery","predicate":"has context","object":"Python","text":"microsoft/discovery has context Python."},{"subject":"microsoft/discovery","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/discovery has evidence coverage 1 captured evidence page."},{"subject":"microsoft/discovery","predicate":"has captured page count","object":"1","text":"microsoft/discovery has captured page count 1."},{"subject":"microsoft/discovery","predicate":"has readable page count","object":"1","text":"microsoft/discovery has readable page count 1."},{"subject":"microsoft/discovery","predicate":"has related signal count","object":"6","text":"microsoft/discovery has related signal count 6."},{"subject":"microsoft/discovery","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/discovery 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/discovery","predicate":"has source host","object":"github.com","text":"microsoft/discovery has source host github.com."},{"subject":"microsoft/discovery","predicate":"has lab","object":"Microsoft","text":"microsoft/discovery has lab Microsoft."},{"subject":"microsoft/discovery","predicate":"has signal desk","object":"repos","text":"microsoft/discovery has signal desk repos."},{"subject":"microsoft/discovery","predicate":"has source host","object":"github.com","text":"microsoft/discovery has source host github.com."},{"subject":"microsoft/discovery","predicate":"has repository","object":"microsoft/discovery","text":"microsoft/discovery has repository microsoft/discovery."},{"subject":"microsoft/discovery","predicate":"has language","object":"Python","text":"microsoft/discovery has language Python."},{"subject":"microsoft/discovery","predicate":"has stars","object":"107","text":"microsoft/discovery has stars 107."},{"subject":"microsoft/discovery","predicate":"has notability","object":"Solid new repo from Microsoft, moderate stars.","text":"microsoft/discovery has notability Solid new repo from Microsoft, moderate stars.."},{"subject":"microsoft/discovery","predicate":"has watch term","object":"Eval 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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/discovery · language Python · Solid new repo from Microsoft, moderate stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/discovery","text":"Microsoft published repo microsoft/discovery."},{"subject":"microsoft/discovery","predicate":"is classified as","object":"repo signal","text":"microsoft/discovery is classified as repo signal."},{"subject":"microsoft/discovery","predicate":"belongs to","object":"repos desk","text":"microsoft/discovery belongs to repos desk."},{"subject":"microsoft/discovery","predicate":"has context","object":"Python","text":"microsoft/discovery has context Python."},{"subject":"microsoft/discovery","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/discovery has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe","url":"https://onlylabs.fyi/signals/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe","json_url":"https://onlylabs.fyi/signals/6f18d2e9-ee1d-48ed-b2c3-7a60335b95fe/signal.json","source_url":"https://github.com/microsoft/discovery","title":"microsoft/discovery","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":"2026-05-15T21:27:52+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/discovery"]},"facets":{"repo":"microsoft/discovery","language":"Python"},"traction":{"github_stars":107,"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/discovery","final_url":"https://github.com/microsoft/discovery","title":"microsoft/discovery repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:05.452978+00:00","bytes":19832,"raw_path":"0d7f937cc71afadfcdeaa26c8438a3f90e61e7dcf3ea1c1d7bc85d358ca615c0.json","content_hash":"287b5a6d028693bfed97470e1dd2ac58dfbaf6449b93750ec5077453f003df4b","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/discovery Description: Microsoft Discovery community repository Language: Python License: MIT Stars: 154 Forks: 28 Open issues: 1 Created: 2026-05-15T21:27:52Z Pushed: 2026-06-09T17:03:52Z Default branch: main Fork: no Archived: no README: Microsoft Discovery community Welcome to the **Microsoft Discovery community** — the public home for the Discovery platform, where users, partners, and the product team build together. Share what you've built, ask questions, file bugs, suggest ideas, and see what other Discovery users are doing across disciplines. > **Microsoft Discovery is an extensible platform that brings together agentic orchestration, advanced reasoning, a graph-based knowledge foundation, and high-performance computing for accelerating scientific research and R&D workflows.** Microsoft Discovery is offered in two complementary experiences: an enterprise-grade platform powered by Azure, and a local app with select features and capabilities. The two share the same core concepts and features. | Experience | What it is | Where to start | | --- | --- | --- | | 🖥️ **Microsoft Discovery app** | A local-first Windows client for individual evaluation on a laptop...."},"evidence_pages":[{"url":"https://github.com/microsoft/discovery","final_url":"https://github.com/microsoft/discovery","title":"microsoft/discovery repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:05.452978+00:00","bytes":19832,"raw_path":"0d7f937cc71afadfcdeaa26c8438a3f90e61e7dcf3ea1c1d7bc85d358ca615c0.json","content_hash":"287b5a6d028693bfed97470e1dd2ac58dfbaf6449b93750ec5077453f003df4b","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/discovery Description: Microsoft Discovery community repository Language: Python License: MIT Stars: 154 Forks: 28 Open issues: 1 Created: 2026-05-15T21:27:52Z Pushed: 2026-06-09T17:03:52Z Default branch: main Fork: no Archived: no README: Microsoft Discovery community Welcome to the **Microsoft Discovery community** — the public home for the Discovery platform, where users, partners, and the product team build together. Share what you've built, ask questions, file bugs, suggest ideas, and see what other Discovery users are doing across disciplines. > **Microsoft Discovery is an extensible platform that brings together agentic orchestration, advanced reasoning, a graph-based knowledge foundation, and high-performance computing for accelerating scientific research and R&D workflows.** Microsoft Discovery is offered in two complementary experiences: an enterprise-grade platform powered by Azure, and a local app with select features and capabilities. The two share the same core concepts and features. | Experience | What it is | Where to start | | --- | --- | --- | | 🖥️ **Microsoft Discovery app** | A local-first Windows client for individual evaluation on a laptop...."}],"related_signals":[{"id":"8afe79f4-378b-4748-9e2a-3cf5e3253fdb","url":"https://onlylabs.fyi/signals/8afe79f4-378b-4748-9e2a-3cf5e3253fdb","source_url":"https://github.com/microsoft/Dev-Trio","title":"microsoft/Dev-Trio","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-08T03:41:01+00:00","first_seen_at":"2026-06-08T07:01:04.198092+00:00","date_source":"source"},{"id":"9e75fa50-dba7-4b77-9faf-166c323e3dff","url":"https://onlylabs.fyi/signals/9e75fa50-dba7-4b77-9faf-166c323e3dff","source_url":"https://github.com/microsoft/amplifier-app-paperclip","title":"microsoft/amplifier-app-paperclip","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T21:13:41+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"76cacf33-54b2-4074-bec0-23944d8fb67c","url":"https://onlylabs.fyi/signals/76cacf33-54b2-4074-bec0-23944d8fb67c","source_url":"https://github.com/microsoft/create-github-app-token-via-key-vault","title":"microsoft/create-github-app-token-via-key-vault","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T18:22:49+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","url":"https://onlylabs.fyi/signals/b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","source_url":"https://github.com/microsoft/Enterprise-AI-Analytics-Pipeline","title":"microsoft/Enterprise-AI-Analytics-Pipeline","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T16:48:58+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"51a9ec5d-5f14-45d9-b57a-db362b5d1ace","url":"https://onlylabs.fyi/signals/51a9ec5d-5f14-45d9-b57a-db362b5d1ace","source_url":"https://github.com/microsoft/fabric-org-app-template","title":"microsoft/fabric-org-app-template","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T18:26:42+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"f26025da-153f-4d27-851c-7b4892602810","url":"https://onlylabs.fyi/signals/f26025da-153f-4d27-851c-7b4892602810","source_url":"https://github.com/microsoft/amplifier-bundle-amplifier-online","title":"microsoft/amplifier-bundle-amplifier-online","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T17:26:20+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"}]}