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A study led by Nanjing University models how recycled EV battery and motor materials could satisfy a large share of China's manufacturing demand by 2050, despite shifting battery chemistries and economic challenges.
The paper introduces the Multi-Persona Debate System (MPDS), a literature-grounded framework that uses LLMs, persona induction, and structured multi-agent debate to automate the generation of scientific hypotheses, with evaluations in battery materials research showing improved hypothesis quality and cross-perspective integration.