CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation

This paper introduces CAX-Agent, a lightweight agent harness designed to enhance the reliability of large language models (LLMs) in MAPDL finite-element simulations. It addresses issues like inconsistent outputs and task failures through structured execution control, tool encapsulation, and robust fault recovery mechanisms, evaluating various recovery strategies.