GRADUS: Discovering and Recovering Agent Lessons from the Environment's Latent Syllabus.

arXiv:2610.27781v1 Announce Type: new Abstract: Training LLM agents for policy-constrained tool environments, such as an airline backend with booking, refund, and cancellation policies, requires tasks that exercise the environment's rules individually and in c