{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Learning complex goals with iterated amplification","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc","json_url":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc/signal.json","generated_at":"2026-06-08T15:47:03.377+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/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc","signal_json":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc/signal.json","source":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","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":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"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":"OpenAI published Learning complex goals with iterated amplification. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Learning complex goals with iterated amplification | OpenAI October 22, 2018 Publication Learning complex goals with iterated amplification Read paper Loading… Share.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Safety and policy in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","source_host":"openai.com","occurred_at":"2018-10-22T07:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Matched term","value":"label","source":"radar"},{"label":"Matched term","value":"safety","source":"radar"},{"label":"Watch term","value":"RL environments","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":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/learning-complex-goals-with-iterated-amplification"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:47:03.377+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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}],"matched_terms":["data","label","safety"],"score":27,"reason":"OpenAI has a writing signal matching data demand, safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc/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":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which 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: Data demand, Safety and policy?","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 legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc/signal.json","required":true},{"label":"source","url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","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":"https://onlylabs.fyi/topics/talking/signals.json","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 OpenAI's writing signal \"Learning complex goals with iterated amplification\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Learning complex goals with iterated amplification","text":"OpenAI published Learning complex goals with iterated amplification."},{"subject":"Learning complex goals with iterated amplification","predicate":"is classified as","object":"writing signal","text":"Learning complex goals with iterated amplification is classified as writing signal."},{"subject":"Learning complex goals with iterated amplification","predicate":"belongs to","object":"talking desk","text":"Learning complex goals with iterated amplification belongs to talking desk."},{"subject":"Learning complex goals with iterated amplification","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Learning complex goals with iterated amplification has evidence coverage 1 captured evidence page."},{"subject":"Learning complex goals with iterated amplification","predicate":"matches data-business lanes","object":"Data demand, Safety and policy","text":"Learning complex goals with iterated amplification matches data-business lanes Data demand, Safety and policy."},{"subject":"Learning complex goals with iterated amplification","predicate":"has captured page count","object":"1","text":"Learning complex goals with iterated amplification has captured page count 1."},{"subject":"Learning complex goals with iterated amplification","predicate":"has readable page count","object":"1","text":"Learning complex goals with iterated amplification has readable page count 1."},{"subject":"Learning complex goals with iterated amplification","predicate":"has related signal count","object":"6","text":"Learning complex goals with iterated amplification has related signal count 6."},{"subject":"Learning complex goals with iterated amplification","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Learning complex goals with iterated amplification has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Learning complex goals with iterated amplification","predicate":"has source host","object":"openai.com","text":"Learning complex goals with iterated amplification has source host openai.com."},{"subject":"Learning complex goals with iterated amplification","predicate":"has lab","object":"OpenAI","text":"Learning complex goals with iterated amplification has lab OpenAI."},{"subject":"Learning complex goals with iterated amplification","predicate":"has signal desk","object":"talking","text":"Learning complex goals with iterated amplification has signal desk talking."},{"subject":"Learning complex goals with iterated amplification","predicate":"has source host","object":"openai.com","text":"Learning complex goals with iterated amplification has source host openai.com."},{"subject":"Learning complex goals with iterated amplification","predicate":"has radar lane","object":"Data demand","text":"Learning complex goals with iterated amplification has radar lane Data demand."},{"subject":"Learning complex goals with iterated amplification","predicate":"has radar lane","object":"Safety and policy","text":"Learning complex goals with iterated amplification has radar lane Safety and policy."},{"subject":"Learning complex goals with iterated amplification","predicate":"has matched term","object":"data","text":"Learning complex goals with iterated amplification has matched term data."},{"subject":"Learning complex goals with iterated amplification","predicate":"has matched term","object":"label","text":"Learning complex goals with iterated amplification has matched term label."},{"subject":"Learning complex goals with iterated amplification","predicate":"has matched term","object":"safety","text":"Learning complex goals with iterated amplification has matched term safety."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Learning complex goals with iterated amplification. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Learning complex goals with iterated amplification | OpenAI October 22, 2018 Publication Learning complex goals with iterated amplification Read paper Loading… Share.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Data demand, Safety and policy in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Learning complex goals with iterated amplification","text":"OpenAI published Learning complex goals with iterated amplification."},{"subject":"Learning complex goals with iterated amplification","predicate":"is classified as","object":"writing signal","text":"Learning complex goals with iterated amplification is classified as writing signal."},{"subject":"Learning complex goals with iterated amplification","predicate":"belongs to","object":"talking desk","text":"Learning complex goals with iterated amplification belongs to talking desk."},{"subject":"Learning complex goals with iterated amplification","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Learning complex goals with iterated amplification has evidence coverage 1 captured evidence page."},{"subject":"Learning complex goals with iterated amplification","predicate":"matches data-business lanes","object":"Data demand, Safety and policy","text":"Learning complex goals with iterated amplification matches data-business lanes Data demand, Safety and policy."}]},"signal":{"id":"32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc","url":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc","json_url":"https://onlylabs.fyi/signals/32ec7f5c-b62e-47f1-8afb-fcdf8f993dbc/signal.json","source_url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","title":"Learning complex goals with iterated amplification","summary":"OpenAI published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2018-10-22T07:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/learning-complex-goals-with-iterated-amplification"]},"facets":{},"traction":{"github_stars":null,"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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":27,"matched_terms":["data","label","safety"],"reason":"OpenAI has a writing signal matching data demand, safety and policy."}},"primary_evidence_page":{"url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","final_url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","title":"Learning complex goals with iterated amplification","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:03.377+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning complex goals with iterated amplification | OpenAI October 22, 2018 Publication Learning complex goals with iterated amplification Read paper Loading… Share We’re proposing an AI safety technique called iterated amplification that lets us specify complicated behaviors and goals that are beyond human scale, by demonstrating how to decompose a task into simpler sub-tasks, rather than by providing labeled data or a reward function. Although this idea is in its very early stages and we have only completed experiments on simple toy algorithmic domains, we’ve decided to present it in its preliminary state because we think it could prove to be a scalable approach to AI safety. If we want to train an ML system to perform a task, we need a training signal—a way to evaluate how well it is doing in order to help it learn. For example, labels in supervised learning or rewards in reinforcement learning are training signals. The formalism of ML usually assumes a training signal is already present and focuses on learning from it, but in reality the training signal has to come from somewhere. If we don’t have a training signal we can’t learn the task, and if we have the wrong training..."},"evidence_pages":[{"url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","final_url":"https://openai.com/index/learning-complex-goals-with-iterated-amplification","title":"Learning complex goals with iterated amplification","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:03.377+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning complex goals with iterated amplification | OpenAI October 22, 2018 Publication Learning complex goals with iterated amplification Read paper Loading… Share We’re proposing an AI safety technique called iterated amplification that lets us specify complicated behaviors and goals that are beyond human scale, by demonstrating how to decompose a task into simpler sub-tasks, rather than by providing labeled data or a reward function. Although this idea is in its very early stages and we have only completed experiments on simple toy algorithmic domains, we’ve decided to present it in its preliminary state because we think it could prove to be a scalable approach to AI safety. If we want to train an ML system to perform a task, we need a training signal—a way to evaluate how well it is doing in order to help it learn. For example, labels in supervised learning or rewards in reinforcement learning are training signals. The formalism of ML usually assumes a training signal is already present and focuses on learning from it, but in reality the training signal has to come from somewhere. If we don’t have a training signal we can’t learn the task, and if we have the wrong training..."}],"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"}]}