{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Gathering human feedback","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/05c0e4d8-dac7-49c6-b8e9-3793c11eb4c6","json_url":"https://onlylabs.fyi/signals/05c0e4d8-dac7-49c6-b8e9-3793c11eb4c6/signal.json","generated_at":"2026-06-08T15:47:08.081+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/05c0e4d8-dac7-49c6-b8e9-3793c11eb4c6","signal_json":"https://onlylabs.fyi/signals/05c0e4d8-dac7-49c6-b8e9-3793c11eb4c6/signal.json","source":"https://openai.com/index/gathering-human-feedback","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":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","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":"OpenAI published Gathering human feedback. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Gathering human feedback | OpenAI August 3, 2017 Release Gathering human feedback View code Loading… Share RL-Teacher is an open-source implementation of our interface.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which data-business lane explains this signal: Infrastructure?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally 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and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Gathering human feedback","text":"OpenAI published Gathering human feedback."},{"subject":"Gathering human feedback","predicate":"is classified as","object":"writing signal","text":"Gathering human feedback is classified as writing signal."},{"subject":"Gathering human feedback","predicate":"belongs to","object":"talking desk","text":"Gathering human feedback belongs to talking desk."},{"subject":"Gathering human feedback","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Gathering human feedback has evidence coverage 1 captured evidence page."},{"subject":"Gathering human feedback","predicate":"matches data-business lanes","object":"Infrastructure","text":"Gathering human feedback matches data-business lanes Infrastructure."},{"subject":"Gathering human feedback","predicate":"has captured page count","object":"1","text":"Gathering human feedback has 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Gathering human feedback | OpenAI August 3, 2017 Release Gathering human feedback View code Loading… Share RL-Teacher is an open-source implementation of our interface.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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The underlying technique was developed as a step towards safe AI systems, but also applies to reinforcement learning problems with rewards that are hard to specify. Loading... The release contains three main components: - A reward predictor⁠ that can be plugged into any agent and learns to predict the actions the agent could take that a human would approve of. - An example agent⁠ that learns via a function specified by a reward predictor. RL-Teacher ships with three pre-integrated algorithms, including OpenAI Baselines PPO⁠. - A web-app⁠ that humans can use to give feedback, providing the data used to train the reward predictor. The entire system consists of less than 1,000 lines of Python code (excluding the agents). After you’ve set up your web server you can launch an experiment by running: Bash ``` 1$ python rl_teacher/teach.py -p human --pretrain_labels 175 -e Reacher-v1 -n human-175 ``` Humans can give feedback via a simple..."},"evidence_pages":[{"url":"https://openai.com/index/gathering-human-feedback","final_url":"https://openai.com/index/gathering-human-feedback","title":"Gathering human feedback","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:08.081+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Gathering human feedback | OpenAI August 3, 2017 Release Gathering human feedback View code Loading… Share RL-Teacher is an open-source implementation of our interface to train AIs via occasional human feedback rather than hand-crafted reward functions. 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After you’ve set up your web server you can launch an experiment by running: Bash ``` 1$ python rl_teacher/teach.py -p human --pretrain_labels 175 -e Reacher-v1 -n human-175 ``` Humans can give feedback via a simple..."}],"related_signals":[{"id":"b3668d3b-26d2-40c0-9d4f-ed1a67927aa4","url":"https://onlylabs.fyi/signals/b3668d3b-26d2-40c0-9d4f-ed1a67927aa4","source_url":"https://openai.com/index/supporting-eu-trustworthy-ai-ecosystem","title":"Supporting Europe’s work in ensuring a trustworthy AI ecosystem ","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:00:00+00:00","first_seen_at":"2026-06-11T08:00:56.140796+00:00","date_source":"rss.item_date"},{"id":"2638c0a7-b372-409c-ac72-f6d81d6464dc","url":"https://onlylabs.fyi/signals/2638c0a7-b372-409c-ac72-f6d81d6464dc","source_url":"https://openai.com/index/using-codex-to-simulate-black-holes","title":"How an astrophysicist uses Codex to help simulate black holes","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"509ea784-51ec-4ede-855b-5a4d1b27d3be","url":"https://onlylabs.fyi/signals/509ea784-51ec-4ede-855b-5a4d1b27d3be","source_url":"https://openai.com/index/openai-on-oracle-cloud","title":"Access OpenAI models and Codex through your Oracle cloud commitment","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T20:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"4f051449-87f2-466e-941e-b5918381a8fe","url":"https://onlylabs.fyi/signals/4f051449-87f2-466e-941e-b5918381a8fe","source_url":"https://openai.com/index/prc-linked-influence-operations-ai-debates","title":"PRC-linked influence operations are targeting AI debates in the US","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T12:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"4507c0c1-cb74-4bb3-b62b-5f6c2d37e20d","url":"https://onlylabs.fyi/signals/4507c0c1-cb74-4bb3-b62b-5f6c2d37e20d","source_url":"https://openai.com/index/lseg","title":"From data to decisions: how LSEG is scaling trusted AI","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T00:00:00+00:00","first_seen_at":"2026-06-10T09:18:54.26094+00:00","date_source":"rss.item_date"},{"id":"fb16aa7a-c4ef-4859-b514-0839c2f1330d","url":"https://onlylabs.fyi/signals/fb16aa7a-c4ef-4859-b514-0839c2f1330d","source_url":"https://openai.com/index/nextdoor","title":"How engineers at Nextdoor use Codex to build without limits","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-09T12:00:00+00:00","first_seen_at":"2026-06-10T07:01:28.700378+00:00","date_source":"rss.item_date"}]}