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30 JUL 2026 · Paper

Echoverse: Deep, Evolving Environments for Training Computer-Use Agents at Scale

This paper introduces a new method for training computer-use agents, called Echoverse, which generates evolving environments that mimic real-world applications. By using these environments, agents can learn more effectively and improve their performance on real-world tasks.

continual learning deep reinforcement learning stateful environments agent training