// Improving Efficiency of Evolutionary AI Agents // Evolutionary AI agents are powerful but can be wasteful. Systems, inspired by AlphaEvolve and OpenEvolve, iteratively generate, mutate, and refine candidate solutions using LLMs. However, every refinement step invokes the

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