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Ant International, Ant Group
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Next-turn user reactions can boost multi-turn agent performance by over 10 percentage points, revealing the critical role of local feedback in reinforcement learning.
Transforming agent failures into actionable recovery strategies, DARC enhances performance without bloating context, proving that less can be more in self-correction.
