{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-unified","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8aec5ae9-ff96-4ad4-b809-f42788b11d33","json_url":"https://onlylabs.fyi/signals/8aec5ae9-ff96-4ad4-b809-f42788b11d33/signal.json","generated_at":"2026-10-29T14:00:07.046Z","evidence_latest_fetched_at":"2026-09-25T07:03:28.510822+00:00","signal_first_seen_at":"2026-09-25T07:00:42.77624+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/8aec5ae9-ff96-4ad4-b809-f42788b11d33","signal_json":"https://onlylabs.fyi/signals/8aec5ae9-ff96-4ad4-b809-f42788b11d33/signal.json","source":"https://github.com/microsoft/amplifier-unified","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-unified (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-unified · 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-unified","source_host":"github.com","occurred_at":"2026-09-21T00:14:57+00:00","first_seen_at":"2026-09-25T07:00:42.77624+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-unified","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"4","source":"traction"},{"label":"Watch term","value":"Infrastructure","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-unified"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-25T07:03:28.510822+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8aec5ae9-ff96-4ad4-b809-f42788b11d33/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/8aec5ae9-ff96-4ad4-b809-f42788b11d33/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-unified","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-unified\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-unified","text":"Microsoft published repo microsoft/amplifier-unified."},{"subject":"microsoft/amplifier-unified","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-unified is classified as repo signal."},{"subject":"microsoft/amplifier-unified","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-unified belongs to repos desk."},{"subject":"microsoft/amplifier-unified","predicate":"has context","object":"Python","text":"microsoft/amplifier-unified has context Python."},{"subject":"microsoft/amplifier-unified","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-unified has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-unified","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-unified has captured page count 1."},{"subject":"microsoft/amplifier-unified","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-unified has readable page count 1."},{"subject":"microsoft/amplifier-unified","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-unified has related signal count 6."},{"subject":"microsoft/amplifier-unified","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-unified 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-unified","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-unified has source host github.com."},{"subject":"microsoft/amplifier-unified","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-unified has lab Microsoft."},{"subject":"microsoft/amplifier-unified","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-unified has signal desk repos."},{"subject":"microsoft/amplifier-unified","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-unified has source host github.com."},{"subject":"microsoft/amplifier-unified","predicate":"has repository","object":"microsoft/amplifier-unified","text":"microsoft/amplifier-unified has repository microsoft/amplifier-unified."},{"subject":"microsoft/amplifier-unified","predicate":"has language","object":"Python","text":"microsoft/amplifier-unified has language Python."},{"subject":"microsoft/amplifier-unified","predicate":"has stars","object":"4","text":"microsoft/amplifier-unified has stars 4."},{"subject":"microsoft/amplifier-unified","predicate":"has watch term","object":"Infrastructure","text":"microsoft/amplifier-unified has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/amplifier-unified (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-unified · 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-unified","text":"Microsoft published repo microsoft/amplifier-unified."},{"subject":"microsoft/amplifier-unified","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-unified is classified as repo signal."},{"subject":"microsoft/amplifier-unified","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-unified belongs to repos desk."},{"subject":"microsoft/amplifier-unified","predicate":"has context","object":"Python","text":"microsoft/amplifier-unified has context Python."},{"subject":"microsoft/amplifier-unified","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-unified has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8aec5ae9-ff96-4ad4-b809-f42788b11d33","url":"https://onlylabs.fyi/signals/8aec5ae9-ff96-4ad4-b809-f42788b11d33","json_url":"https://onlylabs.fyi/signals/8aec5ae9-ff96-4ad4-b809-f42788b11d33/signal.json","source_url":"https://github.com/microsoft/amplifier-unified","title":"microsoft/amplifier-unified","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":"2026-09-21T00:14:57+00:00","first_seen_at":"2026-09-25T07:00:42.77624+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-unified"]},"facets":{"repo":"microsoft/amplifier-unified","language":"Python"},"traction":{"github_stars":4,"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-unified","final_url":"https://github.com/microsoft/amplifier-unified","title":"microsoft/amplifier-unified repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-25T07:03:28.510822+00:00","bytes":13028,"raw_path":"81b809603c1a3f6f72fb13fc171325dcdba5782e81e2456d93587bee88a0cd13.json","content_hash":"87b5f2b21727a01eeb4d367f7eb67e5e72750d23b0b8ba3be355caec2b1bb097","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-unified Description: Unified shell for the Amplifier project Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 24 Created: 2026-09-21T00:14:57Z Pushed: 2026-09-25T05:48:31Z Default branch: main Fork: no Archived: no README: Amplifier Unified Amplifier Unified is a local, authenticated workspace for Amplifier. It provides a web app for chat, voice, and work with your configured Amplifier bundles and tools. Set up Unified on your computer Open only the section for the computer where Unified will run. You need Python 3.13+ and [uv](https://docs.astral.sh/uv/). Linux Install Unified, then set it up as a background service: ```sh uv tool install git+https://github.com/microsoft/amplifier-unified amplifier-unified service install ``` Open [http://127.0.0.1:8941](http://127.0.0.1:8941) and sign in with the account that runs Unified. Windows with WSL Use a Linux distribution in WSL with systemd enabled. In the WSL distribution, add this to `/etc/wsl.conf`: ```ini [boot] systemd=true ``` From Windows PowerShell, restart WSL: ```powershell wsl --shutdown ``` Open WSL again, then install Unified and set it up as a background service: ```sh uv tool install..."},"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"}]}