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2026arXiv

VERSE: Verified Self-Evolving Optimizer for Agent Harnesses

What this work does

Allows an optimizer to revise both an executor's harness and its own prompts, skills, tools, hooks, and notes while keeping model weights frozen. Execution-based verification, replay, and regression tracking produced held-out and out-of-distribution gains.

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