#slot-level attribution

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Where Does Harness-Oimization Value Live? Localized Gains and the Budget-Splitting Trap in Self-Evolving LLM Agents

Where Does Harness-Oimization Value Live? Localized Gains and the Budget-Splitting Trap in Self-Evolving LLM AgentsNEW⭐8

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Nearly all optimization value in self-evolving LLM agents resides in reflection/control slots, not role or strategy, as revealed by HARNESSEVO.