Harness^2 is a recursive agent harnessing framework that addresses challenges in deploying recursive self-improvement (RSI) in open-world settings. It uses a plug-and-play, two-level recursion approach to refine task-level and harness-level improvements, enabling agents to adapt to novel scenarios.