Recursive Cognitive Optimization (RCO) is MCP-based middleware that coordinates multiple AI desktop applications like Claude Code and Codex to work together as a reasoning team, with one model proposing and another challenging while tools verify, all controlled by the user. The Windows application provides a visual dashboard for connecting desktop sessions and managing a shared queue, checkpoints, and evidence record without requiring additional API costs beyond existing subscriptions.