Rule hybridization makes agent self-evolution gains attributable; the best evolved configuration reaches 67.07% against a 91.6% fully-informed oracle ceiling.
A survey of self-evolving agents: What, when, how, and where to evolve on the path to artificial super intelligence.Transactions on Machine Learning Research, 2026
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GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks
Rule hybridization makes agent self-evolution gains attributable; the best evolved configuration reaches 67.07% against a 91.6% fully-informed oracle ceiling.