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VeriEvolve: Evaluator-First Evolution for Tool-Using Agents

Yueshen Li et al.
arXiv CS · Papers
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software-architecturesoftware-engineeringtesting
A central obstacle to self-improving agents is the absence of a reliable fitness signal for realistic stateful tasks. We introduce \textsc{VeriEvolve}, an evaluator-first evolution framework that constructs this missing evaluation layer before optimizing the agent. From task instruction, VeriEvolve
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