{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-bundle-llm-wiki","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0eb44387-ace2-47f3-b073-b1a998dcad99","json_url":"https://onlylabs.fyi/signals/0eb44387-ace2-47f3-b073-b1a998dcad99/signal.json","generated_at":"2026-06-11T02:41:49.700286+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/0eb44387-ace2-47f3-b073-b1a998dcad99","signal_json":"https://onlylabs.fyi/signals/0eb44387-ace2-47f3-b073-b1a998dcad99/signal.json","source":"https://github.com/microsoft/amplifier-bundle-llm-wiki","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-llm-wiki (Shell). 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-llm-wiki · language Shell · Very low traction, routine repo. 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-llm-wiki","source_host":"github.com","occurred_at":"2026-05-29T03:35:19+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":"Shell"},"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-llm-wiki","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Very low traction, routine repo","source":"signal"},{"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-llm-wiki"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:41:49.700286+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0eb44387-ace2-47f3-b073-b1a998dcad99/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/0eb44387-ace2-47f3-b073-b1a998dcad99/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-bundle-llm-wiki","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-llm-wiki\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-llm-wiki","text":"Microsoft published repo microsoft/amplifier-bundle-llm-wiki."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-llm-wiki is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-llm-wiki belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has context","object":"Shell","text":"microsoft/amplifier-bundle-llm-wiki has context Shell."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-llm-wiki has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-bundle-llm-wiki has captured page count 1."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-bundle-llm-wiki has readable page count 1."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-bundle-llm-wiki has related signal count 6."},{"subject":"microsoft/amplifier-bundle-llm-wiki","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-llm-wiki 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-llm-wiki","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-llm-wiki has source host github.com."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-bundle-llm-wiki has lab Microsoft."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-bundle-llm-wiki has signal desk repos."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-llm-wiki has source host github.com."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has repository","object":"microsoft/amplifier-bundle-llm-wiki","text":"microsoft/amplifier-bundle-llm-wiki has repository microsoft/amplifier-bundle-llm-wiki."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has language","object":"Shell","text":"microsoft/amplifier-bundle-llm-wiki has language Shell."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has stars","object":"1","text":"microsoft/amplifier-bundle-llm-wiki has stars 1."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has notability","object":"Very low traction, routine repo","text":"microsoft/amplifier-bundle-llm-wiki has notability Very low traction, routine repo."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has watch term","object":"Infrastructure","text":"microsoft/amplifier-bundle-llm-wiki has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/amplifier-bundle-llm-wiki (Shell). 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-llm-wiki · language Shell · Very low traction, routine repo. 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-llm-wiki","text":"Microsoft published repo microsoft/amplifier-bundle-llm-wiki."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-llm-wiki is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-llm-wiki belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has context","object":"Shell","text":"microsoft/amplifier-bundle-llm-wiki has context Shell."},{"subject":"microsoft/amplifier-bundle-llm-wiki","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-llm-wiki has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0eb44387-ace2-47f3-b073-b1a998dcad99","url":"https://onlylabs.fyi/signals/0eb44387-ace2-47f3-b073-b1a998dcad99","json_url":"https://onlylabs.fyi/signals/0eb44387-ace2-47f3-b073-b1a998dcad99/signal.json","source_url":"https://github.com/microsoft/amplifier-bundle-llm-wiki","title":"microsoft/amplifier-bundle-llm-wiki","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-29T03:35:19+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/amplifier-bundle-llm-wiki"]},"facets":{"repo":"microsoft/amplifier-bundle-llm-wiki","language":"Shell"},"traction":{"github_stars":1,"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/amplifier-bundle-llm-wiki","final_url":"https://github.com/microsoft/amplifier-bundle-llm-wiki","title":"microsoft/amplifier-bundle-llm-wiki repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:49.700286+00:00","bytes":15265,"raw_path":"f9e64156d081e2f693f0fa30ccadbc43e5d3359fb01a3bf4d27f548e44d877e1.json","content_hash":"738524948765734e38d06cdfc9e410736bb23f572e29574dd59092e56a716a5a","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-bundle-llm-wiki Description: LLM Wiki bundle for the Amplifier project Language: Shell License: MIT Stars: 1 Forks: 0 Open issues: 0 Created: 2026-05-29T03:35:19Z Pushed: 2026-05-29T08:29:10Z Default branch: main Fork: no Archived: no README: amplifier-bundle-llm-wiki Generic Amplifier mode bundle implementing the [Karpathy LLM Wiki pattern](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f) as composable workflow modes. What it is An LLM Wiki is a persistent, cross-referenced markdown knowledge base that the LLM incrementally builds and maintains from raw source material — instead of re-deriving answers from scratch on every query. This bundle ships the *mechanism* for the pattern: five workflow modes that wrap its canonical operations. | Mode | Purpose | |---|---| | `/wiki-init` | Design and scaffold the project-specific policy (schema, publish target, viewer) | | `/wiki-ingest` | Process raw content from `raw/` into the wiki | | `/wiki-lint` | Read-only health check — orphans, stale refs, contradictions, broken cross-refs | | `/wiki-publish` | Generate the shippable artifact via the project's publish script | | `/wiki-query` | Read-only Q&A..."},"evidence_pages":[{"url":"https://github.com/microsoft/amplifier-bundle-llm-wiki","final_url":"https://github.com/microsoft/amplifier-bundle-llm-wiki","title":"microsoft/amplifier-bundle-llm-wiki repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:49.700286+00:00","bytes":15265,"raw_path":"f9e64156d081e2f693f0fa30ccadbc43e5d3359fb01a3bf4d27f548e44d877e1.json","content_hash":"738524948765734e38d06cdfc9e410736bb23f572e29574dd59092e56a716a5a","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-bundle-llm-wiki Description: LLM Wiki bundle for the Amplifier project Language: Shell License: MIT Stars: 1 Forks: 0 Open issues: 0 Created: 2026-05-29T03:35:19Z Pushed: 2026-05-29T08:29:10Z Default branch: main Fork: no Archived: no README: amplifier-bundle-llm-wiki Generic Amplifier mode bundle implementing the [Karpathy LLM Wiki pattern](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f) as composable workflow modes. What it is An LLM Wiki is a persistent, cross-referenced markdown knowledge base that the LLM incrementally builds and maintains from raw source material — instead of re-deriving answers from scratch on every query. This bundle ships the *mechanism* for the pattern: five workflow modes that wrap its canonical operations. | Mode | Purpose | |---|---| | `/wiki-init` | Design and scaffold the project-specific policy (schema, publish target, viewer) | | `/wiki-ingest` | Process raw content from `raw/` into the wiki | | `/wiki-lint` | Read-only health check — orphans, stale refs, contradictions, broken cross-refs | | `/wiki-publish` | Generate the shippable artifact via the project's publish script | | `/wiki-query` | Read-only Q&A..."}],"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"}]}