{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Measuring Goodhart’s law","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8fd48d05-b868-482f-8f09-cff6030cb4ef","json_url":"https://onlylabs.fyi/signals/8fd48d05-b868-482f-8f09-cff6030cb4ef/signal.json","generated_at":"2026-06-08T15:46:48.934+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/8fd48d05-b868-482f-8f09-cff6030cb4ef","signal_json":"https://onlylabs.fyi/signals/8fd48d05-b868-482f-8f09-cff6030cb4ef/signal.json","source":"https://openai.com/index/measuring-goodharts-law","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":null},"answer_pack":{"answer":"OpenAI published Measuring Goodhart’s law. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Measuring Goodhart’s law | OpenAI April 13, 2022 Measuring Goodhart’s law Loading… Share Goodhart’s law famously says: “When a measure becomes a target, it ceases to be.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/measuring-goodharts-law","source_host":"openai.com","occurred_at":"2022-04-13T07:00:00+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":"Watch term","value":"RL environments","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/measuring-goodharts-law"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:46:48.934+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8fd48d05-b868-482f-8f09-cff6030cb4ef/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":null,"opportunities_json":null},"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?","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/8fd48d05-b868-482f-8f09-cff6030cb4ef/signal.json","required":true},{"label":"source","url":"https://openai.com/index/measuring-goodharts-law","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":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 writing signal \"Measuring Goodhart’s law\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Measuring Goodhart’s law","text":"OpenAI published Measuring Goodhart’s law."},{"subject":"Measuring Goodhart’s law","predicate":"is classified as","object":"writing signal","text":"Measuring Goodhart’s law is classified as writing signal."},{"subject":"Measuring Goodhart’s law","predicate":"belongs to","object":"talking desk","text":"Measuring Goodhart’s law belongs to talking desk."},{"subject":"Measuring Goodhart’s law","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Measuring Goodhart’s law has evidence coverage 1 captured evidence page."},{"subject":"Measuring Goodhart’s law","predicate":"has captured page count","object":"1","text":"Measuring Goodhart’s law has captured page count 1."},{"subject":"Measuring Goodhart’s law","predicate":"has readable page count","object":"1","text":"Measuring Goodhart’s law has readable page count 1."},{"subject":"Measuring Goodhart’s law","predicate":"has related signal count","object":"6","text":"Measuring Goodhart’s law has related signal count 6."},{"subject":"Measuring Goodhart’s law","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":"Measuring Goodhart’s law 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":"Measuring Goodhart’s law","predicate":"has source host","object":"openai.com","text":"Measuring Goodhart’s law has source host openai.com."},{"subject":"Measuring Goodhart’s law","predicate":"has lab","object":"OpenAI","text":"Measuring Goodhart’s law has lab OpenAI."},{"subject":"Measuring Goodhart’s law","predicate":"has signal desk","object":"talking","text":"Measuring Goodhart’s law has signal desk talking."},{"subject":"Measuring Goodhart’s law","predicate":"has source host","object":"openai.com","text":"Measuring Goodhart’s law has source host openai.com."},{"subject":"Measuring Goodhart’s law","predicate":"has watch term","object":"RL environments","text":"Measuring Goodhart’s law has watch term RL environments."},{"subject":"Measuring Goodhart’s law","predicate":"has watch term","object":"Infrastructure","text":"Measuring Goodhart’s law has watch term Infrastructure."},{"subject":"Measuring Goodhart’s law","predicate":"has watch term","object":"Safety and alignment","text":"Measuring Goodhart’s law has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Measuring Goodhart’s law. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Measuring Goodhart’s law | OpenAI April 13, 2022 Measuring Goodhart’s law Loading… Share Goodhart’s law famously says: “When a measure becomes a target, it ceases to be.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Measuring Goodhart’s law","text":"OpenAI published Measuring Goodhart’s law."},{"subject":"Measuring Goodhart’s law","predicate":"is classified as","object":"writing signal","text":"Measuring Goodhart’s law is classified as writing signal."},{"subject":"Measuring Goodhart’s law","predicate":"belongs to","object":"talking desk","text":"Measuring Goodhart’s law belongs to talking desk."},{"subject":"Measuring Goodhart’s law","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Measuring Goodhart’s law has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8fd48d05-b868-482f-8f09-cff6030cb4ef","url":"https://onlylabs.fyi/signals/8fd48d05-b868-482f-8f09-cff6030cb4ef","json_url":"https://onlylabs.fyi/signals/8fd48d05-b868-482f-8f09-cff6030cb4ef/signal.json","source_url":"https://openai.com/index/measuring-goodharts-law","title":"Measuring Goodhart’s law","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":"2022-04-13T07:00:00+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/measuring-goodharts-law"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://openai.com/index/measuring-goodharts-law","final_url":"https://openai.com/index/measuring-goodharts-law","title":"Measuring Goodhart’s law","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:48.934+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Measuring Goodhart’s law | OpenAI April 13, 2022 Measuring Goodhart’s law Loading… Share Goodhart’s law famously says: “When a measure becomes a target, it ceases to be a good measure.” Although originally from economics, it’s something we have to grapple with at OpenAI when figuring out how to optimize objectives that are difficult or costly to measure. Goodhart’s law⁠ famously says: “When a measure becomes a target, it ceases to be a good measure.” Although originally from economics, it’s something we have to grapple with at OpenAI when figuring out how to optimize objectives that are difficult or costly to measure. It’s often necessary to introduce some proxy objective that’s easier or cheaper to measure, but when we do this, we need to be careful not to optimize it too much. For example, as part of our work to align⁠ models like GPT‑3 with human intent and values, we would like to optimize things like “How helpful⁠ is this response?”, or “How factually accurate⁠ is this claim?”. These are complex objectives that require humans to carefully check things over. For this reason, we train a model to predict these human preferences, known as a reward model, and use the reward..."},"evidence_pages":[{"url":"https://openai.com/index/measuring-goodharts-law","final_url":"https://openai.com/index/measuring-goodharts-law","title":"Measuring Goodhart’s law","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:48.934+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Measuring Goodhart’s law | OpenAI April 13, 2022 Measuring Goodhart’s law Loading… Share Goodhart’s law famously says: “When a measure becomes a target, it ceases to be a good measure.” Although originally from economics, it’s something we have to grapple with at OpenAI when figuring out how to optimize objectives that are difficult or costly to measure. Goodhart’s law⁠ famously says: “When a measure becomes a target, it ceases to be a good measure.” Although originally from economics, it’s something we have to grapple with at OpenAI when figuring out how to optimize objectives that are difficult or costly to measure. It’s often necessary to introduce some proxy objective that’s easier or cheaper to measure, but when we do this, we need to be careful not to optimize it too much. For example, as part of our work to align⁠ models like GPT‑3 with human intent and values, we would like to optimize things like “How helpful⁠ is this response?”, or “How factually accurate⁠ is this claim?”. These are complex objectives that require humans to carefully check things over. For this reason, we train a model to predict these human preferences, known as a reward model, and use the reward..."}],"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"}]}