{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Agents-League-AISF-Regulations","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf","json_url":"https://onlylabs.fyi/signals/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf/signal.json","generated_at":"2026-06-11T02:42:08.039474+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/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf","signal_json":"https://onlylabs.fyi/signals/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf/signal.json","source":"https://github.com/microsoft/Agents-League-AISF-Regulations","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/Agents-League-AISF-Regulations. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Agents-League-AISF-Regulations · Low stars, niche repo, not a major release. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/Agents-League-AISF-Regulations","source_host":"github.com","occurred_at":"2026-05-14T21:55:22+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":null},"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/Agents-League-AISF-Regulations","source":"source"},{"label":"Stars","value":"28","source":"traction"},{"label":"Notability","value":"Low stars, niche repo, not a major release","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/Agents-League-AISF-Regulations"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:08.039474+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf/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":null,"opportunities_json":null},"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?","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/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Agents-League-AISF-Regulations","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/Agents-League-AISF-Regulations\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Agents-League-AISF-Regulations","text":"Microsoft published repo microsoft/Agents-League-AISF-Regulations."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"is classified as","object":"repo signal","text":"microsoft/Agents-League-AISF-Regulations is classified as repo signal."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"belongs to","object":"repos desk","text":"microsoft/Agents-League-AISF-Regulations belongs to repos desk."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Agents-League-AISF-Regulations has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has captured page count","object":"1","text":"microsoft/Agents-League-AISF-Regulations has captured page count 1."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has readable page count","object":"1","text":"microsoft/Agents-League-AISF-Regulations has readable page count 1."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has related signal count","object":"6","text":"microsoft/Agents-League-AISF-Regulations has related signal count 6."},{"subject":"microsoft/Agents-League-AISF-Regulations","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/Agents-League-AISF-Regulations 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/Agents-League-AISF-Regulations","predicate":"has source host","object":"github.com","text":"microsoft/Agents-League-AISF-Regulations has source host github.com."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has lab","object":"Microsoft","text":"microsoft/Agents-League-AISF-Regulations has lab Microsoft."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has signal desk","object":"repos","text":"microsoft/Agents-League-AISF-Regulations has signal desk repos."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has source host","object":"github.com","text":"microsoft/Agents-League-AISF-Regulations has source host github.com."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has repository","object":"microsoft/Agents-League-AISF-Regulations","text":"microsoft/Agents-League-AISF-Regulations has repository microsoft/Agents-League-AISF-Regulations."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has stars","object":"28","text":"microsoft/Agents-League-AISF-Regulations has stars 28."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has notability","object":"Low stars, niche repo, not a major release","text":"microsoft/Agents-League-AISF-Regulations has notability Low stars, niche repo, not a major release."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has watch term","object":"Data pipeline","text":"microsoft/Agents-League-AISF-Regulations has watch term Data pipeline."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has watch term","object":"Infrastructure","text":"microsoft/Agents-League-AISF-Regulations has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Agents-League-AISF-Regulations. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Agents-League-AISF-Regulations · Low stars, niche repo, not a major release. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Agents-League-AISF-Regulations","text":"Microsoft published repo microsoft/Agents-League-AISF-Regulations."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"is classified as","object":"repo signal","text":"microsoft/Agents-League-AISF-Regulations is classified as repo signal."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"belongs to","object":"repos desk","text":"microsoft/Agents-League-AISF-Regulations belongs to repos desk."},{"subject":"microsoft/Agents-League-AISF-Regulations","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Agents-League-AISF-Regulations has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1b2079a0-a65c-4b6f-b8e1-8748365d9fdf","url":"https://onlylabs.fyi/signals/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf","json_url":"https://onlylabs.fyi/signals/1b2079a0-a65c-4b6f-b8e1-8748365d9fdf/signal.json","source_url":"https://github.com/microsoft/Agents-League-AISF-Regulations","title":"microsoft/Agents-League-AISF-Regulations","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-14T21:55:22+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/Agents-League-AISF-Regulations"]},"facets":{"repo":"microsoft/Agents-League-AISF-Regulations"},"traction":{"github_stars":28,"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/Agents-League-AISF-Regulations","final_url":"https://github.com/microsoft/Agents-League-AISF-Regulations","title":"microsoft/Agents-League-AISF-Regulations repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:08.039474+00:00","bytes":15820,"raw_path":"8accd3d912a384502164efacd6a1f73fd4f8154b4cd6085ca2324e7b4a15b7d7.json","content_hash":"b8cea6478d67ecbcc5c35cc212ec973ebd0fad2c99e2caf389d2ccf3952aad82","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Agents-League-AISF-Regulations Description: Rules, regulations, disclaimers and similar documentation for Agents League @AISF 2026 License: MIT Stars: 40 Forks: 6 Open issues: 3 Created: 2026-05-14T21:55:22Z Pushed: 2026-05-18T22:17:49Z Default branch: main Fork: no Archived: no README: Agents League Contest **An AI developer challenge running between June 4 - 14, 2026 with live coding battles, community building, and competition.** Build innovative AI agents for Creative Apps, Reasoning Agents or Enterprise Agents categories. Compete for recognition, network with developers globally, and get feedback from Microsoft product teams. This time, all projects must integrate with at least one of the **Microsoft IQ** intelligence layer: Foundry IQ, Work IQ, or Fabric IQ. ⚠️ **Important**: Before submitting, read our [Disclaimer](https://github.com/microsoft/Agents-League-AISF-Regulations/blob/7e714e7c37139c5ba26a0b2d3f9ab632fdf70b89/DISCLAIMER.md) - do not upload confidential information. What's Agents League? A **10-Day developer competition** combining: - **📽️ Live coding battles** - Watch experts compete in real-time on Microsoft Reactor - **💻 Asynchronous challenges** -..."},"evidence_pages":[{"url":"https://github.com/microsoft/Agents-League-AISF-Regulations","final_url":"https://github.com/microsoft/Agents-League-AISF-Regulations","title":"microsoft/Agents-League-AISF-Regulations repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:08.039474+00:00","bytes":15820,"raw_path":"8accd3d912a384502164efacd6a1f73fd4f8154b4cd6085ca2324e7b4a15b7d7.json","content_hash":"b8cea6478d67ecbcc5c35cc212ec973ebd0fad2c99e2caf389d2ccf3952aad82","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Agents-League-AISF-Regulations Description: Rules, regulations, disclaimers and similar documentation for Agents League @AISF 2026 License: MIT Stars: 40 Forks: 6 Open issues: 3 Created: 2026-05-14T21:55:22Z Pushed: 2026-05-18T22:17:49Z Default branch: main Fork: no Archived: no README: Agents League Contest **An AI developer challenge running between June 4 - 14, 2026 with live coding battles, community building, and competition.** Build innovative AI agents for Creative Apps, Reasoning Agents or Enterprise Agents categories. Compete for recognition, network with developers globally, and get feedback from Microsoft product teams. This time, all projects must integrate with at least one of the **Microsoft IQ** intelligence layer: Foundry IQ, Work IQ, or Fabric IQ. ⚠️ **Important**: Before submitting, read our [Disclaimer](https://github.com/microsoft/Agents-League-AISF-Regulations/blob/7e714e7c37139c5ba26a0b2d3f9ab632fdf70b89/DISCLAIMER.md) - do not upload confidential information. What's Agents League? A **10-Day developer competition** combining: - **📽️ Live coding battles** - Watch experts compete in real-time on Microsoft Reactor - **💻 Asynchronous challenges** -..."}],"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"}]}