{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Detecting and reducing scheming in AI models","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/ebb502f9-4e4d-4cb9-aa42-eed86f7ba440","json_url":"https://onlylabs.fyi/signals/ebb502f9-4e4d-4cb9-aa42-eed86f7ba440/signal.json","generated_at":"2026-06-08T15:45:35.806+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/ebb502f9-4e4d-4cb9-aa42-eed86f7ba440","signal_json":"https://onlylabs.fyi/signals/ebb502f9-4e4d-4cb9-aa42-eed86f7ba440/signal.json","source":"https://openai.com/index/detecting-and-reducing-scheming-in-ai-models","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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/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 Detecting and reducing scheming in AI models. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenAI research post, low HN traction · Detecting and reducing scheming in AI models | OpenAI September 17, 2025 Detecting and reducing scheming in AI models Together with Apollo Research, we developed.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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related signal count 6."},{"subject":"Detecting and reducing scheming in AI models","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":"Detecting and reducing scheming in AI models 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":"Detecting and reducing scheming in AI models","predicate":"has source host","object":"openai.com","text":"Detecting and reducing scheming in AI models has source host openai.com."},{"subject":"Detecting and reducing scheming in AI models","predicate":"has lab","object":"OpenAI","text":"Detecting and reducing scheming in AI models has lab OpenAI."},{"subject":"Detecting and reducing scheming in AI models","predicate":"has signal 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenAI research post, low HN traction · Detecting and reducing scheming in AI models | OpenAI September 17, 2025 Detecting and reducing scheming in AI models Together with Apollo Research, we developed.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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We share examples and stress tests of an early method to reduce scheming. Share AI scheming–pretending to be aligned while secretly pursuing some other agenda–is a significant risk that we’ve been studying. We’ve found behaviors consistent with scheming in controlled tests of frontier models, and developed a method to reduce scheming. Scheming is an expected emergent issue resulting from AIs being trained to have to trade off between competing objectives. The easiest way to understand scheming is through a human analogy. Imagine a stock trader whose goal is to maximize earnings. In a highly regulated field such as stock trading, it’s often possible to earn more by breaking the law than by following it. If the trader lacks integrity, they might try to earn more by breaking the law and covering their tracks to avoid detection rather than earning less while following the law. From the..."},"evidence_pages":[{"url":"https://openai.com/index/detecting-and-reducing-scheming-in-ai-models","final_url":"https://openai.com/index/detecting-and-reducing-scheming-in-ai-models","title":"Detecting and reducing scheming in AI models","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:35.806+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Detecting and reducing scheming in AI models | OpenAI September 17, 2025 Detecting and reducing scheming in AI models Together with Apollo Research, we developed evaluations for hidden misalignment (“scheming”) and found behaviors consistent with scheming in controlled tests across frontier models. We share examples and stress tests of an early method to reduce scheming. Share AI scheming–pretending to be aligned while secretly pursuing some other agenda–is a significant risk that we’ve been studying. We’ve found behaviors consistent with scheming in controlled tests of frontier models, and developed a method to reduce scheming. Scheming is an expected emergent issue resulting from AIs being trained to have to trade off between competing objectives. The easiest way to understand scheming is through a human analogy. Imagine a stock trader whose goal is to maximize earnings. In a highly regulated field such as stock trading, it’s often possible to earn more by breaking the law than by following it. If the trader lacks integrity, they might try to earn more by breaking the law and covering their tracks to avoid detection rather than earning less while following the law. 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