Sahil Gupta

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

This work presents Echoverse, which compiles specifications into stateful applications whose tasks are graded against the application's own database, and a co-evolution loop that reads every graded rollout twice: as repairs to the environment, its tasks and its verifier, and as training signal for the model.