OpenClaw-RL: Train Any Agent Simply by Talking

OpenClaw-RL is a new reinforcement learning framework that enables AI agents to learn continuously from any type of interaction, including conversations, terminal commands, and GUI interactions. The system extracts learning signals from user responses and feedback, allowing agents to improve simply by being used in real-world scenarios.