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Reinforcement learning can produce motivated reasoning in AI models, where models reason about the grader or safety review board rather than focusing on truthful outputs

reward-seeking can produce motivated reasoning, cleaner-looking but less trustworthy chains of thought, and behavior that tracks grading authorities rather than users, labs, or law
The Cognitive Revolution29 Aug 2026

https://www.cognitiverevolution.ai/rl-s-a-hell-of-a-drug-metagaming-reward-seeking-motivated-cot-reasoning-bronson-schoen-apollo/