A physics-constrained benchmark for decentralized energy-market governance shows that RL agents exploit invalid generation when physics penalties are removed, and LLM-based oversight improves auditability but cannot compensate for misspecified rewards.
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SolarChain-Eval: A Physics-Constrained Benchmark for Trustworthy Economic Agents in Decentralized Energy Markets
A physics-constrained benchmark for decentralized energy-market governance shows that RL agents exploit invalid generation when physics penalties are removed, and LLM-based oversight improves auditability but cannot compensate for misspecified rewards.