Physical products are increasingly constrained by thermal, mechanical, electrical, and manufacturing realities, yet much of industry still relies on intermittent, expert-mediated physics evaluation.

Considered the next generation of AI, large reasoning models (LRMs) are said to "think" rather than only predict. Although true machine thinking has been a highly debated hot topic within the AI world ...