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Role-based multi-robot warehouse coordination with reinforcement learning assisted task selection

Scientific Reports, Published online: 08 August 2026; doi:10.1038/s41598-026-63868-3 Role-based multi-robot warehouse coordination with reinforcement learning assisted task selection

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Can You Trust a Model’s Stated Reasoning?

A chain of thought looks like an explanation, and that resemblance is doing a lot of unearned work. The published tests ask a narrower and more answerable question: if you change what actually drove the answer, does the stated reasoning change to match? What faithfulness means here Faithfulness is not truth and it is not quality.

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