Breaking the Environment Wall: A Unified Framework for Preparing and Evolving Agent-Native Environments.

arXiv:2609.29773v2 Announce Type: replace Abstract: Many real-world tasks (e.g., office workflows, scientific experimentation) require LLM agents to interact repeatedly with their environments for context-dependent operations. However, such environments are of