{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-bundle-work","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9de244b0-c9b0-425e-80ff-2d760c145196","json_url":"https://onlylabs.fyi/signals/9de244b0-c9b0-425e-80ff-2d760c145196/signal.json","generated_at":"2026-10-29T13:58:55.914Z","evidence_latest_fetched_at":"2026-09-26T07:03:17.526173+00:00","signal_first_seen_at":"2026-09-26T07:00:40.620797+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/9de244b0-c9b0-425e-80ff-2d760c145196","signal_json":"https://onlylabs.fyi/signals/9de244b0-c9b0-425e-80ff-2d760c145196/signal.json","source":"https://github.com/microsoft/amplifier-bundle-work","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-work (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-work · 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-work","source_host":"github.com","occurred_at":"2026-09-21T00:16:29+00:00","first_seen_at":"2026-09-26T07:00:40.620797+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-work","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Watch term","value":"Data pipeline","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-work"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-26T07:03:17.526173+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9de244b0-c9b0-425e-80ff-2d760c145196/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/9de244b0-c9b0-425e-80ff-2d760c145196/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-bundle-work","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-work\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-work","text":"Microsoft published repo microsoft/amplifier-bundle-work."},{"subject":"microsoft/amplifier-bundle-work","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-work is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-work","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-work belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-work has context Python."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-work has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-bundle-work has captured page count 1."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-bundle-work has readable page count 1."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-bundle-work has related signal count 6."},{"subject":"microsoft/amplifier-bundle-work","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-work 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-work","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-work has source host github.com."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-bundle-work has lab Microsoft."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-bundle-work has signal desk repos."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-work has source host github.com."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has repository","object":"microsoft/amplifier-bundle-work","text":"microsoft/amplifier-bundle-work has repository microsoft/amplifier-bundle-work."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has language","object":"Python","text":"microsoft/amplifier-bundle-work has language Python."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has watch term","object":"Data pipeline","text":"microsoft/amplifier-bundle-work has watch term Data pipeline."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/amplifier-bundle-work has watch term Safety and alignment."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/amplifier-bundle-work has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/amplifier-bundle-work (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-work · 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-work","text":"Microsoft published repo microsoft/amplifier-bundle-work."},{"subject":"microsoft/amplifier-bundle-work","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-work is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-work","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-work belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-work has context Python."},{"subject":"microsoft/amplifier-bundle-work","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-work has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9de244b0-c9b0-425e-80ff-2d760c145196","url":"https://onlylabs.fyi/signals/9de244b0-c9b0-425e-80ff-2d760c145196","json_url":"https://onlylabs.fyi/signals/9de244b0-c9b0-425e-80ff-2d760c145196/signal.json","source_url":"https://github.com/microsoft/amplifier-bundle-work","title":"microsoft/amplifier-bundle-work","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":"2026-09-21T00:16:29+00:00","first_seen_at":"2026-09-26T07:00:40.620797+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-work"]},"facets":{"repo":"microsoft/amplifier-bundle-work","language":"Python"},"traction":{"github_stars":0,"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-work","final_url":"https://github.com/microsoft/amplifier-bundle-work","title":"microsoft/amplifier-bundle-work repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-26T07:03:17.526173+00:00","bytes":20800,"raw_path":"4747fb3b5566bb6d485f1db320f81e8345abdb9575901bc6522c040e970c0979.json","content_hash":"a0ad2814162836c59d5d68263a6774624cf3f9a5256e5afdee20477fde65fada","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-bundle-work Description: Work bundle for the Amplifier project Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2026-09-21T00:16:29Z Pushed: 2026-09-26T05:33:38Z Default branch: main Fork: no Archived: no README: Amplifier Work A small, provider-neutral bundle for working with a live Amplifier host. It combines background delegation, visible boundary compaction, transcript retrieval, and filesystem, shell, and search tools. The host supplies credentials, approvals, canonical history, live input, and presentation. This repository and the loop dependency are private during development. Normal GitHub access is required. No credentials are included in the bundle. Select the bundle Use this source as a conversation's root bundle: ```text git+https://github.com/microsoft/amplifier-bundle-work@main#subdirectory=bundle.md ``` The bundle and its module sources follow `main`, so host ecosystem updates can advance them together. Hosts should stage and validate updates before activation and retain the installed revisions for rollback. A local checkout can also be selected by its absolute `bundle.md` path. The root contributes nine tool modules,..."},"evidence_pages":[],"related_signals":[{"id":"df77eafe-1813-4243-afd0-2ad10dc5a647","url":"https://onlylabs.fyi/signals/df77eafe-1813-4243-afd0-2ad10dc5a647","source_url":"https://github.com/microsoft/FoundryX","title":"microsoft/FoundryX","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-27T02:23:10+00:00","first_seen_at":"2026-10-27T07:00:42.84942+00:00","date_source":"source"},{"id":"64972e72-e80e-4689-a7d8-8b59f434c62d","url":"https://onlylabs.fyi/signals/64972e72-e80e-4689-a7d8-8b59f434c62d","source_url":"https://github.com/microsoft/tlalink","title":"microsoft/tlalink","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-25T09:51:51+00:00","first_seen_at":"2026-10-27T07:00:42.84942+00:00","date_source":"source"},{"id":"46ad45ef-ee78-4221-b7fa-979bdb461345","url":"https://onlylabs.fyi/signals/46ad45ef-ee78-4221-b7fa-979bdb461345","source_url":"https://github.com/microsoft/m365-copilot-studio-what-to-build-where","title":"microsoft/m365-copilot-studio-what-to-build-where","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-13T05:38:12+00:00","first_seen_at":"2026-10-13T07:00:45.007207+00:00","date_source":"source"},{"id":"497f5278-c070-435e-a207-cea7ce6db109","url":"https://onlylabs.fyi/signals/497f5278-c070-435e-a207-cea7ce6db109","source_url":"https://github.com/microsoft/TokenEconomizer","title":"microsoft/TokenEconomizer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-13T04:16:50+00:00","first_seen_at":"2026-10-29T07:00:42.513133+00:00","date_source":"source"},{"id":"c71e595c-107b-4ee7-8b61-e24b17cf8bdc","url":"https://onlylabs.fyi/signals/c71e595c-107b-4ee7-8b61-e24b17cf8bdc","source_url":"https://github.com/microsoft/copilot-studio-mcp","title":"microsoft/copilot-studio-mcp","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-12T20:43:04+00:00","first_seen_at":"2026-10-18T07:00:40.929758+00:00","date_source":"source"},{"id":"cd4f743f-fe51-4d33-808a-c43a6c3f6e88","url":"https://onlylabs.fyi/signals/cd4f743f-fe51-4d33-808a-c43a6c3f6e88","source_url":"https://github.com/microsoft/ppcc26-apps-automations-agents","title":"microsoft/ppcc26-apps-automations-agents","context":"PowerShell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-12T12:40:45+00:00","first_seen_at":"2026-10-25T07:00:41.543736+00:00","date_source":"source"}]}