Agent-Environment Alignment via Automated Interface Generation.

arXiv:2505.21055v3 Announce Type: replace Abstract: Large language model (LLM) agents have shown impressive reasoning capabilities in interactive decision-making tasks. These agents interact with environment through intermediate interfaces, such as predefined