A new paper from arxiv investigates whether the visible reasoning traces produced by large 'thinking' models like o1 or DeepSeek-R1 accurately reflect their internal computations. Researchers find that chain-of-thought outputs can be unfaithful — models may arrive at conclusions through processes entirely disconnected from the reasoning steps they display. The work raises fundamental questions about interpretability and auditability of reasoning-class AI systems.