{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/ltp-platform","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7919a513-239a-48ba-92b6-4a74e1311fff","json_url":"https://onlylabs.fyi/signals/7919a513-239a-48ba-92b6-4a74e1311fff/signal.json","generated_at":"2026-06-11T03:55:29.257853+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/7919a513-239a-48ba-92b6-4a74e1311fff","signal_json":"https://onlylabs.fyi/signals/7919a513-239a-48ba-92b6-4a74e1311fff/signal.json","source":"https://github.com/microsoft/ltp-platform","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/ltp-platform (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/ltp-platform · language Python · New repo from Microsoft with low stars (10), not notable.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/ltp-platform","source_host":"github.com","occurred_at":"2025-06-02T05:30:41+00:00","first_seen_at":"2026-06-08T07:01:04.198092+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/ltp-platform","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"New repo from Microsoft with low stars (10), not notable.","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"platform","source":"radar"},{"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/ltp-platform"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:55:29.257853+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["platform"],"score":14,"reason":"Microsoft has a repo signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7919a513-239a-48ba-92b6-4a74e1311fff/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Infrastructure?","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/7919a513-239a-48ba-92b6-4a74e1311fff/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/ltp-platform","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/ltp-platform\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/ltp-platform","text":"Microsoft published repo microsoft/ltp-platform."},{"subject":"microsoft/ltp-platform","predicate":"is classified as","object":"repo signal","text":"microsoft/ltp-platform is classified as repo signal."},{"subject":"microsoft/ltp-platform","predicate":"belongs to","object":"repos desk","text":"microsoft/ltp-platform belongs to repos desk."},{"subject":"microsoft/ltp-platform","predicate":"has context","object":"Python","text":"microsoft/ltp-platform has context Python."},{"subject":"microsoft/ltp-platform","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ltp-platform has evidence coverage 1 captured evidence page."},{"subject":"microsoft/ltp-platform","predicate":"matches data-business lanes","object":"Infrastructure","text":"microsoft/ltp-platform matches data-business lanes Infrastructure."},{"subject":"microsoft/ltp-platform","predicate":"has captured page count","object":"1","text":"microsoft/ltp-platform has captured page count 1."},{"subject":"microsoft/ltp-platform","predicate":"has readable page count","object":"1","text":"microsoft/ltp-platform has readable page count 1."},{"subject":"microsoft/ltp-platform","predicate":"has related signal count","object":"6","text":"microsoft/ltp-platform has related signal count 6."},{"subject":"microsoft/ltp-platform","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/ltp-platform 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/ltp-platform","predicate":"has source host","object":"github.com","text":"microsoft/ltp-platform has source host github.com."},{"subject":"microsoft/ltp-platform","predicate":"has lab","object":"Microsoft","text":"microsoft/ltp-platform has lab Microsoft."},{"subject":"microsoft/ltp-platform","predicate":"has signal desk","object":"repos","text":"microsoft/ltp-platform has signal desk repos."},{"subject":"microsoft/ltp-platform","predicate":"has source host","object":"github.com","text":"microsoft/ltp-platform has source host github.com."},{"subject":"microsoft/ltp-platform","predicate":"has repository","object":"microsoft/ltp-platform","text":"microsoft/ltp-platform has repository microsoft/ltp-platform."},{"subject":"microsoft/ltp-platform","predicate":"has language","object":"Python","text":"microsoft/ltp-platform has language Python."},{"subject":"microsoft/ltp-platform","predicate":"has stars","object":"10","text":"microsoft/ltp-platform has stars 10."},{"subject":"microsoft/ltp-platform","predicate":"has notability","object":"New repo from Microsoft with low stars (10), not notable.","text":"microsoft/ltp-platform has notability New repo from Microsoft with low stars (10), not notable.."},{"subject":"microsoft/ltp-platform","predicate":"has radar lane","object":"Infrastructure","text":"microsoft/ltp-platform has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/ltp-platform (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/ltp-platform · language Python · New repo from Microsoft with low stars (10), not notable.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/ltp-platform","text":"Microsoft published repo microsoft/ltp-platform."},{"subject":"microsoft/ltp-platform","predicate":"is classified as","object":"repo signal","text":"microsoft/ltp-platform is classified as repo signal."},{"subject":"microsoft/ltp-platform","predicate":"belongs to","object":"repos desk","text":"microsoft/ltp-platform belongs to repos desk."},{"subject":"microsoft/ltp-platform","predicate":"has context","object":"Python","text":"microsoft/ltp-platform has context Python."},{"subject":"microsoft/ltp-platform","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ltp-platform has evidence coverage 1 captured evidence page."},{"subject":"microsoft/ltp-platform","predicate":"matches data-business lanes","object":"Infrastructure","text":"microsoft/ltp-platform matches data-business lanes Infrastructure."}]},"signal":{"id":"7919a513-239a-48ba-92b6-4a74e1311fff","url":"https://onlylabs.fyi/signals/7919a513-239a-48ba-92b6-4a74e1311fff","json_url":"https://onlylabs.fyi/signals/7919a513-239a-48ba-92b6-4a74e1311fff/signal.json","source_url":"https://github.com/microsoft/ltp-platform","title":"microsoft/ltp-platform","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":"2025-06-02T05:30:41+00:00","first_seen_at":"2026-06-08T07:01:04.198092+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/ltp-platform"]},"facets":{"repo":"microsoft/ltp-platform","language":"Python"},"traction":{"github_stars":10,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":14,"matched_terms":["platform"],"reason":"Microsoft has a repo signal matching infrastructure."}},"primary_evidence_page":{"url":"https://github.com/microsoft/ltp-platform","final_url":"https://github.com/microsoft/ltp-platform","title":"microsoft/ltp-platform repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:29.257853+00:00","bytes":27692,"raw_path":"6ce273779c7c0de06ae3417dfa2004d3dfcb29882e6ee907f249ce0f4c9e2230.json","content_hash":"27a346cd9e7217beb98f5c71ec60a62496ffa63099bf659fd839377a695ab6de","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/ltp-platform Description: LTP: component platform Language: Python License: MIT Stars: 10 Forks: 4 Open issues: 7 Created: 2025-06-02T05:30:41Z Pushed: 2026-06-10T08:10:58Z Default branch: main Fork: no Archived: no README: Open Platform for AI (OpenPAI) ![alt text][logo] [logo]: ./pailogo.jpg \"OpenPAI\" [![Build Status](https://openpai.visualstudio.com/OpenPAI/_apis/build/status/OpenPAI-nightly-build?branchName=master)](https://openpai.visualstudio.com/OpenPAI/_build/latest?definitionId=25&branchName=master) [![Join the chat at https://gitter.im/Microsoft/pai](https://badges.gitter.im/Microsoft/pai.svg)](https://gitter.im/Microsoft/pai?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge) [![Version](https://img.shields.io/github/release/Microsoft/pai.svg)](https://github.com/Microsoft/pai/releases/latest) **After the release of [v1.8.1](./RELEASE_NOTE.md#Dec-2021-version-181) , OpenPAI has entered stable mode with no major feature release planned. In order to save maintenance efforts, we changed the repo to read only mode. For collaboration, please contact repo admin directly.** With the release of v1.0, OpenPAI is switching to a more robust, more..."},"evidence_pages":[{"url":"https://github.com/microsoft/ltp-platform","final_url":"https://github.com/microsoft/ltp-platform","title":"microsoft/ltp-platform repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:29.257853+00:00","bytes":27692,"raw_path":"6ce273779c7c0de06ae3417dfa2004d3dfcb29882e6ee907f249ce0f4c9e2230.json","content_hash":"27a346cd9e7217beb98f5c71ec60a62496ffa63099bf659fd839377a695ab6de","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/ltp-platform Description: LTP: component platform Language: Python License: MIT Stars: 10 Forks: 4 Open issues: 7 Created: 2025-06-02T05:30:41Z Pushed: 2026-06-10T08:10:58Z Default branch: main Fork: no Archived: no README: Open Platform for AI (OpenPAI) ![alt text][logo] [logo]: ./pailogo.jpg \"OpenPAI\" [![Build Status](https://openpai.visualstudio.com/OpenPAI/_apis/build/status/OpenPAI-nightly-build?branchName=master)](https://openpai.visualstudio.com/OpenPAI/_build/latest?definitionId=25&branchName=master) [![Join the chat at https://gitter.im/Microsoft/pai](https://badges.gitter.im/Microsoft/pai.svg)](https://gitter.im/Microsoft/pai?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge) [![Version](https://img.shields.io/github/release/Microsoft/pai.svg)](https://github.com/Microsoft/pai/releases/latest) **After the release of [v1.8.1](./RELEASE_NOTE.md#Dec-2021-version-181) , OpenPAI has entered stable mode with no major feature release planned. In order to save maintenance efforts, we changed the repo to read only mode. For collaboration, please contact repo admin directly.** With the release of v1.0, OpenPAI is switching to a more robust, more..."}],"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"}]}