[Submitted on 23 May 2026]

ECHO: A Hybrid RL Objective That Uses Terminal Feedback as Dense Supervision for CLI Agents

CLI agents are the closest thing language models have to an embodied setting: the model emits commands, the terminal executes them, and the returned stream -- stdout, errors, files, logs, and traces -- records the consequences. We argue that this stream i