OpenAI research: models become harder to monitor via chain-of-thought as they scale

Moh1tAgarwal · x · 2026-11-12

OpenAI shared new research examining how CoT monitorability — no-CoT capability and CoT controllability — evolves across the model training lifecycle. The findings are "unsurprising but sobering": as systems scale toward greater intelligence, models are becoming harder to monitor through their chain of thought, a warning sign for safety approaches that rely on CoT monitoring.

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