{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-bundle-attractor","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01","json_url":"https://onlylabs.fyi/signals/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01/signal.json","generated_at":"2026-06-11T22:49:22.686Z","evidence_latest_fetched_at":"2026-06-11T07:04:19.041275+00:00","signal_first_seen_at":"2026-06-11T07:01:13.026392+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/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01","signal_json":"https://onlylabs.fyi/signals/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01/signal.json","source":"https://github.com/microsoft/amplifier-bundle-attractor","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/amplifier-bundle-attractor (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/amplifier-bundle-attractor · language Python. 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/amplifier-bundle-attractor","source_host":"github.com","occurred_at":"2026-02-13T16:55:39+00:00","first_seen_at":"2026-06-11T07:01:13.026392+00:00","date_source":"source","context":"Python"},"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/amplifier-bundle-attractor","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"6","source":"traction"},{"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/amplifier-bundle-attractor"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T07:04:19.041275+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01/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/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-bundle-attractor","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/amplifier-bundle-attractor\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-attractor","text":"Microsoft published repo microsoft/amplifier-bundle-attractor."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-attractor is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-attractor belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-attractor has context Python."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-attractor has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-bundle-attractor has captured page count 1."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-bundle-attractor has readable page count 1."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-bundle-attractor has related signal count 6."},{"subject":"microsoft/amplifier-bundle-attractor","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/amplifier-bundle-attractor 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/amplifier-bundle-attractor","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-attractor has source host github.com."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-bundle-attractor has lab Microsoft."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-bundle-attractor has signal desk repos."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-attractor has source host github.com."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has repository","object":"microsoft/amplifier-bundle-attractor","text":"microsoft/amplifier-bundle-attractor has repository microsoft/amplifier-bundle-attractor."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has language","object":"Python","text":"microsoft/amplifier-bundle-attractor has language Python."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has stars","object":"6","text":"microsoft/amplifier-bundle-attractor has stars 6."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has watch term","object":"Infrastructure","text":"microsoft/amplifier-bundle-attractor has watch term Infrastructure."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/amplifier-bundle-attractor has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/amplifier-bundle-attractor (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/amplifier-bundle-attractor · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-attractor","text":"Microsoft published repo microsoft/amplifier-bundle-attractor."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-attractor is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-attractor belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-attractor has context Python."},{"subject":"microsoft/amplifier-bundle-attractor","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-attractor has evidence coverage 1 captured evidence page."}]},"signal":{"id":"25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01","url":"https://onlylabs.fyi/signals/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01","json_url":"https://onlylabs.fyi/signals/25ef2fb1-7367-4c6d-bdc7-5b1f7e083e01/signal.json","source_url":"https://github.com/microsoft/amplifier-bundle-attractor","title":"microsoft/amplifier-bundle-attractor","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":"2026-02-13T16:55:39+00:00","first_seen_at":"2026-06-11T07:01:13.026392+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/amplifier-bundle-attractor"]},"facets":{"repo":"microsoft/amplifier-bundle-attractor","language":"Python"},"traction":{"github_stars":6,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/amplifier-bundle-attractor","final_url":"https://github.com/microsoft/amplifier-bundle-attractor","title":"microsoft/amplifier-bundle-attractor repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T07:04:19.041275+00:00","bytes":28707,"raw_path":"95ab6c84699169335680f2d5c5cfb17d34e518406e416e1ab2791bcef19dc143.json","content_hash":"61f0377c88c5879243609c66afbdb791ce76b5c4266b78ac509bc4a4b5a24858","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-bundle-attractor Description: Attractor bundle for the Amplifier project Language: Python License: MIT Stars: 6 Forks: 1 Open issues: 0 Created: 2026-02-13T16:55:39Z Pushed: 2026-06-11T05:33:58Z Default branch: main Fork: no Archived: no README: Attractor Multi-stage AI pipelines for code. Plan, implement, test, review — orchestrated as directed graphs. Upstream Attribution and Layering This bundle implements the **attractor nlspec** defined at [github.com/strongdm/attractor](https://github.com/strongdm/attractor). Community `.dot` files written against the canonical spec should work without modification. We extend the spec selectively where high-value additions warrant it. Every extension is backward-compatible and documented in [`specs/EXTENSIONS.md`](specs/EXTENSIONS.md). If you find behavior that diverges from the canonical spec without an entry in that file, treat it as a bug. **Dependency awareness.** Per the Amplifier ecosystem [REPOSITORY_RULES.md](https://github.com/microsoft/amplifier-foundation/blob/main/docs/REPOSITORY_RULES.md): this bundle's declared code dependencies are `amplifier-core` and its own internal modules. It does not reference..."},"evidence_pages":[],"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"}]}