{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Repo: openai/weak-to-strong","description":"OpenAI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f","json_url":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f/signal.json","generated_at":"2026-06-11T04:02:07.44151+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f","signal_json":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f/signal.json","source":"https://github.com/openai/weak-to-strong","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":"OpenAI published openai/weak-to-strong (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/weak-to-strong · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/openai/weak-to-strong","source_host":"github.com","occurred_at":"2023-12-13T23:53:13+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"openai/weak-to-strong","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2,553","source":"traction"},{"label":"Watch term","value":"Model card","source":"model"},{"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/openai/weak-to-strong"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:02:07.44151+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"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?","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/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f/signal.json","required":true},{"label":"source","url":"https://github.com/openai/weak-to-strong","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/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 OpenAI's repo signal \"openai/weak-to-strong\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/weak-to-strong","text":"OpenAI published repo openai/weak-to-strong."},{"subject":"openai/weak-to-strong","predicate":"is classified as","object":"repo signal","text":"openai/weak-to-strong is classified as repo signal."},{"subject":"openai/weak-to-strong","predicate":"belongs to","object":"repos desk","text":"openai/weak-to-strong belongs to repos desk."},{"subject":"openai/weak-to-strong","predicate":"has context","object":"Python","text":"openai/weak-to-strong has context Python."},{"subject":"openai/weak-to-strong","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/weak-to-strong has evidence coverage 1 captured evidence page."},{"subject":"openai/weak-to-strong","predicate":"has captured page count","object":"1","text":"openai/weak-to-strong has captured page count 1."},{"subject":"openai/weak-to-strong","predicate":"has readable page count","object":"1","text":"openai/weak-to-strong has readable page count 1."},{"subject":"openai/weak-to-strong","predicate":"has related signal count","object":"6","text":"openai/weak-to-strong has related signal count 6."},{"subject":"openai/weak-to-strong","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":"openai/weak-to-strong 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":"openai/weak-to-strong","predicate":"has source host","object":"github.com","text":"openai/weak-to-strong has source host github.com."},{"subject":"openai/weak-to-strong","predicate":"has lab","object":"OpenAI","text":"openai/weak-to-strong has lab OpenAI."},{"subject":"openai/weak-to-strong","predicate":"has signal desk","object":"repos","text":"openai/weak-to-strong has signal desk repos."},{"subject":"openai/weak-to-strong","predicate":"has source host","object":"github.com","text":"openai/weak-to-strong has source host github.com."},{"subject":"openai/weak-to-strong","predicate":"has repository","object":"openai/weak-to-strong","text":"openai/weak-to-strong has repository openai/weak-to-strong."},{"subject":"openai/weak-to-strong","predicate":"has language","object":"Python","text":"openai/weak-to-strong has language Python."},{"subject":"openai/weak-to-strong","predicate":"has stars","object":"2,553","text":"openai/weak-to-strong has stars 2,553."},{"subject":"openai/weak-to-strong","predicate":"has watch term","object":"Model card","text":"openai/weak-to-strong has watch term Model card."},{"subject":"openai/weak-to-strong","predicate":"has watch term","object":"Data pipeline","text":"openai/weak-to-strong has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"OpenAI published openai/weak-to-strong (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/weak-to-strong · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/weak-to-strong","text":"OpenAI published repo openai/weak-to-strong."},{"subject":"openai/weak-to-strong","predicate":"is classified as","object":"repo signal","text":"openai/weak-to-strong is classified as repo signal."},{"subject":"openai/weak-to-strong","predicate":"belongs to","object":"repos desk","text":"openai/weak-to-strong belongs to repos desk."},{"subject":"openai/weak-to-strong","predicate":"has context","object":"Python","text":"openai/weak-to-strong has context Python."},{"subject":"openai/weak-to-strong","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/weak-to-strong has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c2f82cf4-6b19-4618-9cc9-8228ac8ea65f","url":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f","json_url":"https://onlylabs.fyi/signals/c2f82cf4-6b19-4618-9cc9-8228ac8ea65f/signal.json","source_url":"https://github.com/openai/weak-to-strong","title":"openai/weak-to-strong","summary":"OpenAI 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":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2023-12-13T23:53:13+00:00","first_seen_at":"2026-06-05T05:42:58.317915+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/openai/weak-to-strong"]},"facets":{"repo":"openai/weak-to-strong","language":"Python"},"traction":{"github_stars":2553,"hn_points":1,"hn_comments":0,"hn_story_id":"38675596","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/openai/weak-to-strong","final_url":"https://github.com/openai/weak-to-strong","title":"openai/weak-to-strong repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:07.44151+00:00","bytes":12379,"raw_path":"4996d77c0dac887ed6540be17523cb9ae466efaf7e4ea29e7774eab9c0ce1cdc.json","content_hash":"9f5fa6ba551aa953a1b564de71907aee6ef2d0c2a0eaed064538bb0acdd4b71a","excerpt_chars":1200,"truncated":true,"excerpt":"openai/weak-to-strong Language: Python License: MIT Stars: 2554 Forks: 313 Open issues: 12 Created: 2023-12-13T23:53:13Z Pushed: 2024-05-19T23:30:56Z Default branch: main Fork: no Archived: yes README: **STATUS**: This codebase is not well tested and does not use the exact same settings we used in the paper, but in our experience gives qualitatively similar results when using large model size gaps and multiple seeds. Expected results can be found for two datasets below. Weak-to-strong generalization ![Our setup and how it relates to superhuman AI alignment](./weak-to-strong-setup.png) This project contains code for implementing our [paper on weak-to-strong generalization](https://cdn.openai.com/papers/weak-to-strong-generalization.pdf). The primary codebase contains a re-implementation of our weak-to-strong learning setup for binary classification tasks. The codebase contains code for fine-tuning pretrained language models, and also training against the labels from another language model. We support various losses described in the paper as well, such as the confidence auxiliary loss. The `vision` directory contains stand-alone code for weak-to-strong in the vision models setting..."},"evidence_pages":[{"url":"https://github.com/openai/weak-to-strong","final_url":"https://github.com/openai/weak-to-strong","title":"openai/weak-to-strong repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:07.44151+00:00","bytes":12379,"raw_path":"4996d77c0dac887ed6540be17523cb9ae466efaf7e4ea29e7774eab9c0ce1cdc.json","content_hash":"9f5fa6ba551aa953a1b564de71907aee6ef2d0c2a0eaed064538bb0acdd4b71a","excerpt_chars":1200,"truncated":true,"excerpt":"openai/weak-to-strong Language: Python License: MIT Stars: 2554 Forks: 313 Open issues: 12 Created: 2023-12-13T23:53:13Z Pushed: 2024-05-19T23:30:56Z Default branch: main Fork: no Archived: yes README: **STATUS**: This codebase is not well tested and does not use the exact same settings we used in the paper, but in our experience gives qualitatively similar results when using large model size gaps and multiple seeds. Expected results can be found for two datasets below. Weak-to-strong generalization ![Our setup and how it relates to superhuman AI alignment](./weak-to-strong-setup.png) This project contains code for implementing our [paper on weak-to-strong generalization](https://cdn.openai.com/papers/weak-to-strong-generalization.pdf). The primary codebase contains a re-implementation of our weak-to-strong learning setup for binary classification tasks. The codebase contains code for fine-tuning pretrained language models, and also training against the labels from another language model. We support various losses described in the paper as well, such as the confidence auxiliary loss. The `vision` directory contains stand-alone code for weak-to-strong in the vision models setting..."}],"related_signals":[{"id":"9b55a747-c2bc-494f-a3ad-ef484503c650","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","source_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-02T16:27:24+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"26c411d2-1675-4d85-a267-55c0a2a1b6b4","url":"https://onlylabs.fyi/signals/26c411d2-1675-4d85-a267-55c0a2a1b6b4","source_url":"https://github.com/openai/imagegencam","title":"openai/imagegencam","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-19T23:14:18+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"e7a21543-9852-40bb-9102-041209e64fa5","url":"https://onlylabs.fyi/signals/e7a21543-9852-40bb-9102-041209e64fa5","source_url":"https://github.com/openai/openai-cli","title":"openai/openai-cli","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-01T16:40:05+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"359b222c-96a1-40f5-b8d4-7a469ee9825c","url":"https://onlylabs.fyi/signals/359b222c-96a1-40f5-b8d4-7a469ee9825c","source_url":"https://github.com/openai/openai-realtime-meeting-assistant","title":"openai/openai-realtime-meeting-assistant","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-29T22:54:59+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"1bf8025d-8227-489e-8e04-57d8919213fc","url":"https://onlylabs.fyi/signals/1bf8025d-8227-489e-8e04-57d8919213fc","source_url":"https://github.com/openai/monitorability-evals","title":"openai/monitorability-evals","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-22T22:12:39+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"f61802fb-361e-4d2b-b871-57ea3a33fb22","url":"https://onlylabs.fyi/signals/f61802fb-361e-4d2b-b871-57ea3a33fb22","source_url":"https://github.com/openai/privacy-filter","title":"openai/privacy-filter","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-17T22:49:09+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"}]}