{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/RadFact","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9e5b7ba1-b1cf-4e39-aaac-7fbd8eae9b6a","json_url":"https://onlylabs.fyi/signals/9e5b7ba1-b1cf-4e39-aaac-7fbd8eae9b6a/signal.json","generated_at":"2026-06-26T23:17:41.668Z","evidence_latest_fetched_at":"2026-06-20T07:04:47.417214+00:00","signal_first_seen_at":"2026-06-20T07:00:30.944907+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/9e5b7ba1-b1cf-4e39-aaac-7fbd8eae9b6a","signal_json":"https://onlylabs.fyi/signals/9e5b7ba1-b1cf-4e39-aaac-7fbd8eae9b6a/signal.json","source":"https://github.com/microsoft/RadFact","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":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"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/RadFact (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/RadFact · language Python · New Microsoft repo with modest traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/RadFact","source_host":"github.com","occurred_at":"2024-05-30T14:49:08+00:00","first_seen_at":"2026-06-20T07:00:30.944907+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/RadFact","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"100","source":"traction"},{"label":"Notability","value":"New Microsoft repo with modest traction","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"rag","source":"radar"},{"label":"Matched 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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: Data demand, 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 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implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/RadFact","text":"Microsoft published repo microsoft/RadFact."},{"subject":"microsoft/RadFact","predicate":"is classified as","object":"repo signal","text":"microsoft/RadFact is classified as repo signal."},{"subject":"microsoft/RadFact","predicate":"belongs to","object":"repos desk","text":"microsoft/RadFact belongs to repos desk."},{"subject":"microsoft/RadFact","predicate":"has context","object":"Python","text":"microsoft/RadFact has context Python."},{"subject":"microsoft/RadFact","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/RadFact has evidence coverage 1 captured evidence page."},{"subject":"microsoft/RadFact","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"microsoft/RadFact matches data-business lanes Data demand, Infrastructure."},{"subject":"microsoft/RadFact","predicate":"has captured 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github.com."},{"subject":"microsoft/RadFact","predicate":"has lab","object":"Microsoft","text":"microsoft/RadFact has lab Microsoft."},{"subject":"microsoft/RadFact","predicate":"has signal desk","object":"repos","text":"microsoft/RadFact has signal desk repos."},{"subject":"microsoft/RadFact","predicate":"has source host","object":"github.com","text":"microsoft/RadFact has source host github.com."},{"subject":"microsoft/RadFact","predicate":"has repository","object":"microsoft/RadFact","text":"microsoft/RadFact has repository microsoft/RadFact."},{"subject":"microsoft/RadFact","predicate":"has language","object":"Python","text":"microsoft/RadFact has language Python."},{"subject":"microsoft/RadFact","predicate":"has stars","object":"100","text":"microsoft/RadFact has stars 100."},{"subject":"microsoft/RadFact","predicate":"has notability","object":"New Microsoft repo with modest traction","text":"microsoft/RadFact has notability New Microsoft repo with modest traction."},{"subject":"microsoft/RadFact","predicate":"has radar lane","object":"Data demand","text":"microsoft/RadFact has radar lane Data demand."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/RadFact (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/RadFact · language Python · New Microsoft repo with modest traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. 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Leveraging the logical inference capabilities of large language models, RadFact is not a single number but a _suite_ of metrics, capturing aspects of precision and recall at text-only and text-and-grounding levels. RadFact was introduced in [MAIRA-2: Grounded Radiology Report Generation](https://aka.ms/maira-2). Here we provide an open-source implementation of the metric to facilitate its use and development. The RadFact metric currently supports both `cxr` and `ct` report types. Table of Contents - [Getting Started](#getting-started) - [Installation](#installation) - [Endpoint (LLM) setup](#endpoint-llm-setup) - [Endpoint..."},"evidence_pages":[],"related_signals":[{"id":"3fdd4690-9c28-4863-ba65-4ec299d85aa0","url":"https://onlylabs.fyi/signals/3fdd4690-9c28-4863-ba65-4ec299d85aa0","source_url":"https://github.com/microsoft/fabric-events","title":"microsoft/fabric-events","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-23T00:54:34+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"c0d592c7-e699-4bf5-a2c3-5b79f43f85a0","url":"https://onlylabs.fyi/signals/c0d592c7-e699-4bf5-a2c3-5b79f43f85a0","source_url":"https://github.com/microsoft/citadel","title":"microsoft/citadel","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-22T06:20:10+00:00","first_seen_at":"2026-06-22T07:00:31.308446+00:00","date_source":"source"},{"id":"96d85410-04f4-4314-b4d1-6788163ff05e","url":"https://onlylabs.fyi/signals/96d85410-04f4-4314-b4d1-6788163ff05e","source_url":"https://github.com/microsoft/amplifier-app-opencode","title":"microsoft/amplifier-app-opencode","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-20T22:24:01+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"027f6a7e-9e04-4fad-a3d7-9435bc32cf00","url":"https://onlylabs.fyi/signals/027f6a7e-9e04-4fad-a3d7-9435bc32cf00","source_url":"https://github.com/microsoft/amplifier-app-wiki-weaver","title":"microsoft/amplifier-app-wiki-weaver","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-19T23:38:20+00:00","first_seen_at":"2026-06-20T07:00:30.944907+00:00","date_source":"source"},{"id":"4680cd70-2c2f-4483-bd8d-ceb9b28de9cf","url":"https://onlylabs.fyi/signals/4680cd70-2c2f-4483-bd8d-ceb9b28de9cf","source_url":"https://github.com/microsoft/What-I-did-with-Cowork","title":"microsoft/What-I-did-with-Cowork","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-18T09:39:01+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"4b65f882-b9ed-45ca-b252-be0ddd8ee03e","url":"https://onlylabs.fyi/signals/4b65f882-b9ed-45ca-b252-be0ddd8ee03e","source_url":"https://github.com/microsoft/Salesforce-Custom-Copilot-Connector","title":"microsoft/Salesforce-Custom-Copilot-Connector","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:55:24+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source"}]}