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Renmin University of China
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Translating Adam's momentum and second-moment adaptivity into discrete prompt memories and dynamic edit budgets fixes the chronic instability and catastrophic overwriting that plague agent skill self-evolution.
Agents fail to effectively integrate data discovery with code execution, achieving only 61.1% success in real-world-like scenarios.
