SkillEvo: Closing the Loop with Multi-Turn Interaction Feedback
August 12, 2026
SkillEvo addresses the decay in agent skill evolution by using multi-turn interaction feedback rather than single-turn QA evaluations. This method enables agents to identify and repair structural defects that only surface during extended sequences of tool use and reasoning.
HOW THIS AFFECTS YOU
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builderYou can build agents that continuously improve through actual usage rather than static evaluation.
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researcherThis provides a way to optimize agents using multi-turn gradients instead of single-turn scores.