{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/AI-Engineering-Coach","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c8a554ed-f04c-496d-862a-a4b2a6f1a711","json_url":"https://onlylabs.fyi/signals/c8a554ed-f04c-496d-862a-a4b2a6f1a711/signal.json","generated_at":"2026-06-11T02:42:16.776953+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/c8a554ed-f04c-496d-862a-a4b2a6f1a711","signal_json":"https://onlylabs.fyi/signals/c8a554ed-f04c-496d-862a-a4b2a6f1a711/signal.json","source":"https://github.com/microsoft/AI-Engineering-Coach","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/AI-Engineering-Coach (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/AI-Engineering-Coach · language TypeScript · Microsoft repo, 1.9k stars, moderate HN. 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/AI-Engineering-Coach","source_host":"github.com","occurred_at":"2026-05-06T20:27:16+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":"TypeScript"},"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/AI-Engineering-Coach","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Stars","value":"1,916","source":"traction"},{"label":"Notability","value":"Microsoft repo, 1.9k stars, moderate HN","source":"signal"},{"label":"Watch term","value":"Agents and 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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/c8a554ed-f04c-496d-862a-a4b2a6f1a711/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/AI-Engineering-Coach","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/AI-Engineering-Coach\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/AI-Engineering-Coach","text":"Microsoft published repo microsoft/AI-Engineering-Coach."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"is classified as","object":"repo signal","text":"microsoft/AI-Engineering-Coach is classified as repo signal."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"belongs to","object":"repos desk","text":"microsoft/AI-Engineering-Coach belongs to repos desk."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has context","object":"TypeScript","text":"microsoft/AI-Engineering-Coach has context TypeScript."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/AI-Engineering-Coach has evidence coverage 1 captured evidence page."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has captured page count","object":"1","text":"microsoft/AI-Engineering-Coach has captured page count 1."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has readable page count","object":"1","text":"microsoft/AI-Engineering-Coach has readable page count 1."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has related signal count","object":"6","text":"microsoft/AI-Engineering-Coach has related signal count 6."},{"subject":"microsoft/AI-Engineering-Coach","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/AI-Engineering-Coach 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/AI-Engineering-Coach","predicate":"has source host","object":"github.com","text":"microsoft/AI-Engineering-Coach has source host github.com."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has lab","object":"Microsoft","text":"microsoft/AI-Engineering-Coach has lab Microsoft."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has signal desk","object":"repos","text":"microsoft/AI-Engineering-Coach has signal desk repos."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has source host","object":"github.com","text":"microsoft/AI-Engineering-Coach has source host github.com."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has repository","object":"microsoft/AI-Engineering-Coach","text":"microsoft/AI-Engineering-Coach has repository microsoft/AI-Engineering-Coach."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has language","object":"TypeScript","text":"microsoft/AI-Engineering-Coach has language TypeScript."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has stars","object":"1,916","text":"microsoft/AI-Engineering-Coach has stars 1,916."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has notability","object":"Microsoft repo, 1.9k stars, moderate HN","text":"microsoft/AI-Engineering-Coach has notability Microsoft repo, 1.9k stars, moderate HN."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/AI-Engineering-Coach has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/AI-Engineering-Coach (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/AI-Engineering-Coach · language TypeScript · Microsoft repo, 1.9k stars, moderate HN. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/AI-Engineering-Coach","text":"Microsoft published repo microsoft/AI-Engineering-Coach."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"is classified as","object":"repo signal","text":"microsoft/AI-Engineering-Coach is classified as repo signal."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"belongs to","object":"repos desk","text":"microsoft/AI-Engineering-Coach belongs to repos desk."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has context","object":"TypeScript","text":"microsoft/AI-Engineering-Coach has context TypeScript."},{"subject":"microsoft/AI-Engineering-Coach","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/AI-Engineering-Coach has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c8a554ed-f04c-496d-862a-a4b2a6f1a711","url":"https://onlylabs.fyi/signals/c8a554ed-f04c-496d-862a-a4b2a6f1a711","json_url":"https://onlylabs.fyi/signals/c8a554ed-f04c-496d-862a-a4b2a6f1a711/signal.json","source_url":"https://github.com/microsoft/AI-Engineering-Coach","title":"microsoft/AI-Engineering-Coach","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-06T20:27:16+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/AI-Engineering-Coach"]},"facets":{"repo":"microsoft/AI-Engineering-Coach","language":"TypeScript"},"traction":{"github_stars":1916,"hn_points":8,"hn_comments":1,"hn_story_id":"48161004","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/microsoft/AI-Engineering-Coach","final_url":"https://github.com/microsoft/AI-Engineering-Coach","title":"microsoft/AI-Engineering-Coach repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:16.776953+00:00","bytes":16500,"raw_path":"42d7de9685ce181115bfe88c9a656181b54a59746fb56eddb309334d2a1641b1.json","content_hash":"0b7f253dcb2dfac291ded767913848aeec04b210a146ca23cd722006110090a9","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/AI-Engineering-Coach Description: better agentic engineering Language: TypeScript License: MIT Stars: 1961 Forks: 266 Open issues: 38 Created: 2026-05-06T20:27:16Z Pushed: 2026-06-10T19:42:34Z Default branch: main Fork: no Archived: no README: <h1 align=\"center\">AI Engineer Coach</h1> <p align=\"center\"> <strong>better agentic engineering.</strong><br> Analyze your AI coding assistant usage — any harness, one dashboard. </p> <p align=\"center\"> <a href=\"LICENSE\"><img alt=\"License: MIT\" src=\"https://img.shields.io/badge/license-MIT-blue.svg\"></a> <img alt=\"VS Code 1.115+\" src=\"https://img.shields.io/badge/VS%20Code-1.115%2B-007ACC\"> </p> <br> <p align=\"center\"> https://github.com/user-attachments/assets/9f0239bf-20e0-459f-b137-17cce0edd1b2 </p> --- What it does AI Engineer Coach reads your local AI session logs and turns them into actionable insights — no data leaves your machine. - 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