Jan Mehlstäubl

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design

Large Language Models (LLMs) can generate Computer-Aided Design (CAD), yet lack physical comprehension required for reliable engineering design. Instead of attempting to implicitly learn physical laws from data, we propose a Hybrid Agentic-Physical Architecture that embeds validated knowledge-based