AutoGym: Blueprint-First Generation of Verifiable Agent Gyms

Summary

A framework that generates full agent environments — tasks, executable environments, and verifiers — from a minimal domain seed or from example trajectories, without hand-building each gym.

Keywords

agent environments · verifiable tasks · curriculum learning · synthetic tasks

Topics

agent environments, verifiable tasks, curriculum learning, synthetic tasks

Research notes

• Discovery: Shared in #random-papers as an arXiv link.
• Method: Blueprint-first generation: a compact domain blueprint is expanded into tasks, executable environments, and verifiers; explicit difficulty parameters plus performance-informed active curriculum synthesis control the training distribution.
• Detail from arXiv abstract only; code/dataset links not captured.