Physics guardrails make AI design useful

AI-generated designs need physics guardrails.

A model can propose shapes, mechanisms, layouts, or variants, but simulation decides whether they satisfy motion, stress, thermal, manufacturability, and load constraints. Without physics checks, generation is just plausible geometry.

The practical loop is generate, simulate, reject, refine, and document.

Related:

• FEM and a Self-Optimizing design loop
• Bringing Mechanisms to Life
• Launching a MBSD framework