{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/PairedSafety","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/42019043-b9a5-40ff-963d-bd9512cec2e6","json_url":"https://onlylabs.fyi/signals/42019043-b9a5-40ff-963d-bd9512cec2e6/signal.json","generated_at":"2026-06-11T02:42:07.105628+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/42019043-b9a5-40ff-963d-bd9512cec2e6","signal_json":"https://onlylabs.fyi/signals/42019043-b9a5-40ff-963d-bd9512cec2e6/signal.json","source":"https://github.com/microsoft/PairedSafety","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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/PairedSafety. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/PairedSafety · Low traction new repo from Microsoft. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/PairedSafety","source_host":"github.com","occurred_at":"2026-05-14T23:39:33+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source","context":null},"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/PairedSafety","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Low traction new repo from Microsoft","source":"signal"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"safety","source":"radar"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Safety and 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policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/42019043-b9a5-40ff-963d-bd9512cec2e6/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: Safety and policy?","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/42019043-b9a5-40ff-963d-bd9512cec2e6/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/PairedSafety","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/PairedSafety\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/PairedSafety","text":"Microsoft published repo microsoft/PairedSafety."},{"subject":"microsoft/PairedSafety","predicate":"is classified as","object":"repo signal","text":"microsoft/PairedSafety is classified as repo signal."},{"subject":"microsoft/PairedSafety","predicate":"belongs to","object":"repos desk","text":"microsoft/PairedSafety belongs to repos desk."},{"subject":"microsoft/PairedSafety","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PairedSafety has evidence coverage 1 captured evidence page."},{"subject":"microsoft/PairedSafety","predicate":"matches data-business lanes","object":"Safety and policy","text":"microsoft/PairedSafety matches data-business lanes Safety and policy."},{"subject":"microsoft/PairedSafety","predicate":"has captured page count","object":"1","text":"microsoft/PairedSafety has captured page count 1."},{"subject":"microsoft/PairedSafety","predicate":"has readable page count","object":"1","text":"microsoft/PairedSafety has readable page count 1."},{"subject":"microsoft/PairedSafety","predicate":"has related signal count","object":"6","text":"microsoft/PairedSafety has related signal count 6."},{"subject":"microsoft/PairedSafety","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/PairedSafety 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/PairedSafety","predicate":"has source host","object":"github.com","text":"microsoft/PairedSafety has source host github.com."},{"subject":"microsoft/PairedSafety","predicate":"has lab","object":"Microsoft","text":"microsoft/PairedSafety has lab Microsoft."},{"subject":"microsoft/PairedSafety","predicate":"has signal desk","object":"repos","text":"microsoft/PairedSafety has signal desk repos."},{"subject":"microsoft/PairedSafety","predicate":"has source host","object":"github.com","text":"microsoft/PairedSafety has source host github.com."},{"subject":"microsoft/PairedSafety","predicate":"has repository","object":"microsoft/PairedSafety","text":"microsoft/PairedSafety has repository microsoft/PairedSafety."},{"subject":"microsoft/PairedSafety","predicate":"has stars","object":"1","text":"microsoft/PairedSafety has stars 1."},{"subject":"microsoft/PairedSafety","predicate":"has notability","object":"Low traction new repo from Microsoft","text":"microsoft/PairedSafety has notability Low traction new repo from Microsoft."},{"subject":"microsoft/PairedSafety","predicate":"has radar lane","object":"Safety and policy","text":"microsoft/PairedSafety has radar lane Safety and policy."},{"subject":"microsoft/PairedSafety","predicate":"has matched term","object":"safety","text":"microsoft/PairedSafety has matched term safety."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/PairedSafety. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/PairedSafety · Low traction new repo from Microsoft. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/PairedSafety","text":"Microsoft published repo microsoft/PairedSafety."},{"subject":"microsoft/PairedSafety","predicate":"is classified as","object":"repo signal","text":"microsoft/PairedSafety is classified as repo signal."},{"subject":"microsoft/PairedSafety","predicate":"belongs to","object":"repos desk","text":"microsoft/PairedSafety belongs to repos desk."},{"subject":"microsoft/PairedSafety","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PairedSafety has evidence coverage 1 captured evidence page."},{"subject":"microsoft/PairedSafety","predicate":"matches data-business lanes","object":"Safety and policy","text":"microsoft/PairedSafety matches data-business lanes Safety and policy."}]},"signal":{"id":"42019043-b9a5-40ff-963d-bd9512cec2e6","url":"https://onlylabs.fyi/signals/42019043-b9a5-40ff-963d-bd9512cec2e6","json_url":"https://onlylabs.fyi/signals/42019043-b9a5-40ff-963d-bd9512cec2e6/signal.json","source_url":"https://github.com/microsoft/PairedSafety","title":"microsoft/PairedSafety","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-14T23:39:33+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/PairedSafety"]},"facets":{"repo":"microsoft/PairedSafety"},"traction":{"github_stars":1,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":14,"matched_terms":["safety"],"reason":"Microsoft has a repo signal matching safety and policy."}},"primary_evidence_page":{"url":"https://github.com/microsoft/PairedSafety","final_url":"https://github.com/microsoft/PairedSafety","title":"microsoft/PairedSafety repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:07.105628+00:00","bytes":10046,"raw_path":"27a9bb7cf440f88a34ea249c1f66fd00f36965a554fbdd0f0d900db912cfe1b2.json","content_hash":"98bfe384645d44dbf5977b3da6b0e9a6cc7ba9764fc0ad480ea229b3a7a70996","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/PairedSafety Description: An repo to share grader with its prompt that used in paper. Stars: 1 Forks: 1 Open issues: 2 Created: 2026-05-14T23:39:33Z Pushed: 2026-06-02T21:04:48Z Default branch: main Fork: no Archived: no README: PairedSafety Grader Prompts This repository contains the prompt artifacts for the LM grader used in the paired prompt/response safety analysis. The grader prompt is rendered from public Azure AI Content Safety text definitions and examples for Hate and Fairness, Sexual, Violence, and Self-harm. It asks a grader model to predict raw severity 0 to 7 for each category, then maps those predictions to the paper's merged 0 to 3 severity labels. What Is Included - `docs/prompts/system_prompt_compact.md`: compact system prompt used for the completed full-corpus runs. - `docs/prompts/single_item_user_prompt_template.md`: user prompt template for one record. - `docs/prompts/batch_user_prompt_template.md`:user prompt template for batched records. - `docs/prompts/dataset_ablation_shots/`: sampled two-example prompt sets used for the ablation study. No API client is included. Use any LLM API or client you prefer; the only requirement for reproducing the..."},"evidence_pages":[{"url":"https://github.com/microsoft/PairedSafety","final_url":"https://github.com/microsoft/PairedSafety","title":"microsoft/PairedSafety repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:07.105628+00:00","bytes":10046,"raw_path":"27a9bb7cf440f88a34ea249c1f66fd00f36965a554fbdd0f0d900db912cfe1b2.json","content_hash":"98bfe384645d44dbf5977b3da6b0e9a6cc7ba9764fc0ad480ea229b3a7a70996","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/PairedSafety Description: An repo to share grader with its prompt that used in paper. 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No API client is included. 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