Zhuoran Jin

SEP 8, 2026 · PREPRINT

Environments as Scaffold: Enriching Feedback to Bootstrap Self-Evolving Agents in Long-Horizon Tasks

arXiv

This is an unrefereed preprint describing a novel environment-design approach for training LLM agents via RL, with computational experiments on benchmarks but no peer-reviewed publication and no clinical or direct human outcomes.