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# Prompt-to-Protocol (P2P)

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  1. Advanced Science

    Battery fast charging stops hand-writing templates: an LLM generates executable policies and keeps about 4.2% more state of health in simulation

    An LLM is used as a representation generator that emits executable battery fast-charging control policies, improving simulated state of health after 100 cycles by about 4.2% over a multi-step constant-current baseline.

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