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Guaranteeing safety and correctness in self-evolving LLM agents is now possible: SEVerA achieves zero constraint violations while *improving* performance.
DPO, a popular RLHF alternative, can actually *hurt* performance due to statistical misspecification, but a simple fix (AuxDPO) can bring it back on track.