Preprint
Aug 2026
Verication-driven closed-loop multi-agent large language modelframework for code-compliant structural design
The framework couples a three-layernite-element verication system with a dual-node loop and injects feedback from an external physics-based verier into a closedrepair loop, indicating that compliance does not change detectably across the two backbone LLMs tested, indicating that it ishere attributed to the external ver...
Jianbin Luo, Wei-Wei Lin, Yiran Lin et al.
· 0 citations