{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Repo: anthropics/hh-rlhf","description":"Anthropic repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b","json_url":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b/signal.json","generated_at":"2026-06-11T03:59:56.748751+00:00","org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/anthropic","dossier_json_url":"https://onlylabs.fyi/labs/anthropic/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b","signal_json":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b/signal.json","source":"https://github.com/anthropics/hh-rlhf","lab_dossier":"https://onlylabs.fyi/labs/anthropic","lab_dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis":"https://onlylabs.fyi/analysis/anthropic","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":"Anthropic published anthropics/hh-rlhf. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo anthropics/hh-rlhf · anthropics/hh-rlhf Description: Human preference data for \"Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback\" License: MIT Stars:.... 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/anthropics/hh-rlhf","source_host":"github.com","occurred_at":"2022-04-10T18:14:24+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Anthropic","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"anthropics/hh-rlhf","source":"source"},{"label":"Stars","value":"1,838","source":"traction"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"training","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/anthropics/hh-rlhf"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:59:56.748751+00:00"},"data_business":{"matches":true,"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"}],"matched_terms":["data","training"],"score":26,"reason":"Anthropic has a repo signal matching data demand, infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b/signal.json","dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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: 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 workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b/signal.json","required":true},{"label":"source","url":"https://github.com/anthropics/hh-rlhf","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/anthropic/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/anthropic/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 Anthropic's repo signal \"anthropics/hh-rlhf\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Anthropic","predicate":"published repo","object":"anthropics/hh-rlhf","text":"Anthropic published repo anthropics/hh-rlhf."},{"subject":"anthropics/hh-rlhf","predicate":"is classified as","object":"repo signal","text":"anthropics/hh-rlhf is classified as repo signal."},{"subject":"anthropics/hh-rlhf","predicate":"belongs to","object":"repos desk","text":"anthropics/hh-rlhf belongs to repos desk."},{"subject":"anthropics/hh-rlhf","predicate":"has evidence coverage","object":"1 captured evidence page","text":"anthropics/hh-rlhf has evidence coverage 1 captured evidence page."},{"subject":"anthropics/hh-rlhf","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"anthropics/hh-rlhf matches data-business lanes Data demand, Infrastructure."},{"subject":"anthropics/hh-rlhf","predicate":"has captured page count","object":"1","text":"anthropics/hh-rlhf has captured page count 1."},{"subject":"anthropics/hh-rlhf","predicate":"has readable page count","object":"1","text":"anthropics/hh-rlhf has readable page count 1."},{"subject":"anthropics/hh-rlhf","predicate":"has related signal count","object":"6","text":"anthropics/hh-rlhf has related signal count 6."},{"subject":"anthropics/hh-rlhf","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":"anthropics/hh-rlhf 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":"anthropics/hh-rlhf","predicate":"has source host","object":"github.com","text":"anthropics/hh-rlhf has source host github.com."},{"subject":"anthropics/hh-rlhf","predicate":"has lab","object":"Anthropic","text":"anthropics/hh-rlhf has lab Anthropic."},{"subject":"anthropics/hh-rlhf","predicate":"has signal desk","object":"repos","text":"anthropics/hh-rlhf has signal desk repos."},{"subject":"anthropics/hh-rlhf","predicate":"has source host","object":"github.com","text":"anthropics/hh-rlhf has source host github.com."},{"subject":"anthropics/hh-rlhf","predicate":"has repository","object":"anthropics/hh-rlhf","text":"anthropics/hh-rlhf has repository anthropics/hh-rlhf."},{"subject":"anthropics/hh-rlhf","predicate":"has stars","object":"1,838","text":"anthropics/hh-rlhf has stars 1,838."},{"subject":"anthropics/hh-rlhf","predicate":"has radar lane","object":"Data demand","text":"anthropics/hh-rlhf has radar lane Data demand."},{"subject":"anthropics/hh-rlhf","predicate":"has radar lane","object":"Infrastructure","text":"anthropics/hh-rlhf has radar lane Infrastructure."},{"subject":"anthropics/hh-rlhf","predicate":"has matched term","object":"data","text":"anthropics/hh-rlhf has matched term data."}]},"intelligence":{"signal_desk":"repos","answer":"Anthropic published anthropics/hh-rlhf. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo anthropics/hh-rlhf · anthropics/hh-rlhf Description: Human preference data for \"Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback\" License: MIT Stars:.... 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.","semantic_triples":[{"subject":"Anthropic","predicate":"published repo","object":"anthropics/hh-rlhf","text":"Anthropic published repo anthropics/hh-rlhf."},{"subject":"anthropics/hh-rlhf","predicate":"is classified as","object":"repo signal","text":"anthropics/hh-rlhf is classified as repo signal."},{"subject":"anthropics/hh-rlhf","predicate":"belongs to","object":"repos desk","text":"anthropics/hh-rlhf belongs to repos desk."},{"subject":"anthropics/hh-rlhf","predicate":"has evidence coverage","object":"1 captured evidence page","text":"anthropics/hh-rlhf has evidence coverage 1 captured evidence page."},{"subject":"anthropics/hh-rlhf","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"anthropics/hh-rlhf matches data-business lanes Data demand, Infrastructure."}]},"signal":{"id":"60c73224-1cc0-4460-89bd-27df1dcc132b","url":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b","json_url":"https://onlylabs.fyi/signals/60c73224-1cc0-4460-89bd-27df1dcc132b/signal.json","source_url":"https://github.com/anthropics/hh-rlhf","title":"anthropics/hh-rlhf","summary":"Anthropic 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":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2022-04-10T18:14:24+00:00","first_seen_at":"2026-06-05T05:42:58.841369+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/anthropics/hh-rlhf"]},"facets":{"repo":"anthropics/hh-rlhf"},"traction":{"github_stars":1838,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":26,"matched_terms":["data","training"],"reason":"Anthropic has a repo signal matching data demand, infrastructure."}},"primary_evidence_page":{"url":"https://github.com/anthropics/hh-rlhf","final_url":"https://github.com/anthropics/hh-rlhf","title":"anthropics/hh-rlhf repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:56.748751+00:00","bytes":11937,"raw_path":"36023e9e95d73d56aa5c2406dc9224910cb95399df5fbddd4e8859c476ffe2ba.json","content_hash":"68d14beb689f5e7ca79e5d62dc7ef6ff6c534e1577f329481168343a8d832e9d","excerpt_chars":1200,"truncated":true,"excerpt":"anthropics/hh-rlhf Description: Human preference data for \"Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback\" License: MIT Stars: 1837 Forks: 160 Open issues: 0 Created: 2022-04-10T18:14:24Z Pushed: 2025-06-17T15:43:37Z Default branch: master Fork: no Archived: yes README: Overview > [!NOTE] > This github repo is now deprecated in favor of the HuggingFace hosted repository which contains the same data: https://huggingface.co/datasets/Anthropic/hh-rlhf This repository provides access to: 1. Human preference data about helpfulness and harmlessness from [Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback](https://arxiv.org/abs/2204.05862) 2. Human-generated red teaming data from [Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned](https://arxiv.org/abs/2209.07858). Each of these datasets are described further below. **Disclaimer**: The data contain content that may be offensive or upsetting. Topics include, but are not limited to, discriminatory language and discussions of abuse, violence, self-harm, exploitation, and other potentially upsetting subject matter...."},"evidence_pages":[{"url":"https://github.com/anthropics/hh-rlhf","final_url":"https://github.com/anthropics/hh-rlhf","title":"anthropics/hh-rlhf repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:56.748751+00:00","bytes":11937,"raw_path":"36023e9e95d73d56aa5c2406dc9224910cb95399df5fbddd4e8859c476ffe2ba.json","content_hash":"68d14beb689f5e7ca79e5d62dc7ef6ff6c534e1577f329481168343a8d832e9d","excerpt_chars":1200,"truncated":true,"excerpt":"anthropics/hh-rlhf Description: Human preference data for \"Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback\" License: MIT Stars: 1837 Forks: 160 Open issues: 0 Created: 2022-04-10T18:14:24Z Pushed: 2025-06-17T15:43:37Z Default branch: master Fork: no Archived: yes README: Overview > [!NOTE] > This github repo is now deprecated in favor of the HuggingFace hosted repository which contains the same data: https://huggingface.co/datasets/Anthropic/hh-rlhf This repository provides access to: 1. Human preference data about helpfulness and harmlessness from [Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback](https://arxiv.org/abs/2204.05862) 2. Human-generated red teaming data from [Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned](https://arxiv.org/abs/2209.07858). Each of these datasets are described further below. **Disclaimer**: The data contain content that may be offensive or upsetting. Topics include, but are not limited to, discriminatory language and discussions of abuse, violence, self-harm, exploitation, and other potentially upsetting subject matter...."}],"related_signals":[{"id":"d655a3de-1616-4e38-b9a0-27254762c1f0","url":"https://onlylabs.fyi/signals/d655a3de-1616-4e38-b9a0-27254762c1f0","source_url":"https://github.com/anthropics/defending-code-reference-harness","title":"anthropics/defending-code-reference-harness","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-22T16:00:56+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"f91bba87-e295-4641-8aa0-9fa254e149b1","url":"https://onlylabs.fyi/signals/f91bba87-e295-4641-8aa0-9fa254e149b1","source_url":"https://github.com/anthropics/ClaudeForFoundationModels","title":"anthropics/ClaudeForFoundationModels","context":"Swift","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-20T15:41:18+00:00","first_seen_at":"2026-06-09T07:00:07.44979+00:00","date_source":"source"},{"id":"7f417861-19b7-493f-b6d7-bf9ef54a9a1f","url":"https://onlylabs.fyi/signals/7f417861-19b7-493f-b6d7-bf9ef54a9a1f","source_url":"https://github.com/anthropics/cargo-nix-plugin","title":"anthropics/cargo-nix-plugin","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-19T17:07:44+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"0c515bfd-ccd4-4a21-868f-944fd4945f19","url":"https://onlylabs.fyi/signals/0c515bfd-ccd4-4a21-868f-944fd4945f19","source_url":"https://github.com/anthropics/scone-bench","title":"anthropics/scone-bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-12T22:17:19+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"7f529da9-d1d8-4424-aaf5-face018ae4f8","url":"https://onlylabs.fyi/signals/7f529da9-d1d8-4424-aaf5-face018ae4f8","source_url":"https://github.com/anthropics/html-effectiveness","title":"anthropics/html-effectiveness","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-12T06:25:16+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"3ea41c6f-444c-4f24-a8f7-ad037263bde0","url":"https://onlylabs.fyi/signals/3ea41c6f-444c-4f24-a8f7-ad037263bde0","source_url":"https://github.com/anthropics/cwc-workshops","title":"anthropics/cwc-workshops","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-06T03:53:01+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"}]}