{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Lessons learned on language model safety and misuse","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/56f3cbe5-7f9b-4b07-bf6f-2ad84be683aa","json_url":"https://onlylabs.fyi/signals/56f3cbe5-7f9b-4b07-bf6f-2ad84be683aa/signal.json","generated_at":"2026-06-08T15:46:49.206+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/56f3cbe5-7f9b-4b07-bf6f-2ad84be683aa","signal_json":"https://onlylabs.fyi/signals/56f3cbe5-7f9b-4b07-bf6f-2ad84be683aa/signal.json","source":"https://openai.com/index/language-model-safety-and-misuse","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":"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 Lessons learned on language model safety and misuse. 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Notably: API-based language model misuse often comes in different forms than we feared most; we have identified limitations in existing language model evaluations that we are addressing with novel benchmarks and classifiers; and basic safety research offers significant benefits for the commercial utility of AI systems. Over the past two years, we’ve learned a lot about how language models can be used and abused—insights we couldn’t have gained without the experience of real-world deployment. In June 2020, we began giving access to developers and researchers to the OpenAI API⁠, an interface for accessing and building applications on top of new AI models developed by OpenAI. 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