Rethinking Verification in Agent Harnesses

Published 31 October 2026

A study compares 17 verification designs for AI agent harnesses across coding and visual tasks. Independent review by a critic improves accuracy by up to 9.5 percentage points with only small cost increases, while extra review rounds bring further gains.