With GPT-5.4 Thinking, OpenAI is reporting on “CoT controllability” for the first time – a measure of whether AI models can deliberately manipulate their own reasoning. An accompanying study finds that reasoning models almost universally fail at this task, which OpenAI says is encouraging for AI safety.
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