Echoverse: training agents in deep, evolving environments for computer-use tasks

KEY POINTS

1. Microsoft Research describes Echoverse, an approach that trains computer-use AI agents in realistic, evolving environments instead of merely supplying more training tasks; the aim is to help agents handle multi-step workflows such as email and customer support.
2. The post highlights improving agents as tasks, tests, and environments change rather than relying on static task sets.
3. If effective, training in evolving, realistic environments could materially improve agents' performance on complex, multi-step computer-use workflows.