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LLM-driven program evolution gets a smart upgrade: AdaEvolve dynamically allocates resources to promising solution candidates, leaving static schedules in the dust.
Uncertainty-driven dynamic compute allocation lets web agents outperform naive test-time scaling by 9.1% while using 2.3x fewer tokens.
