Harness^2: Recursive Agent Harnessing for an Open World

What this work does

Harness^2 uses task-level recursion to revise an agent's harness without ground-truth verifiers, then extracts experience from those revisions into a continual-improvement harness for future tasks. The reported evaluations cover previously unseen professional tasks.