VeriEvolve: Evaluator-First Evolution for Tool-Using Agents.

arXiv:2610.29005v1 Announce Type: cross Abstract: 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 thi