
Yesterday, Vinci ran ~30,000 simulations across scales from nanometers to meters. Left: ~5 µm Right: ~0.5 m Same system. Same execution. The requirement doesn’t change: - deterministic - FEA solver-accurate - manufacturing-resolution - zero-shot (no per-case setup or tuning) Most approaches break here. They simplify the geometry, constrain the problem, or retrain per domain. That doesn’t generalize. If you can’t scale, you don’t have a foundation model.







