In the age of LLMs, amplifying signals is easy—but amplifying noise is even easier. In semiconductor manufacturing, confusing the two can be expensive. DeepFab applies physics-aware AI and real fab experience to separate meaningful signals from massive inspection, test, and process data—revealing what truly drives yield loss, defects, and reliability risks for both fabs and fabless teams.