Guardrails around learned controllers

PPPL's PACMAN framework closed a 20-millisecond AI control loop inside a real tokamak

Five experiments on the DIII-D tokamak let learned models predict plasma behaviour and command the heating, while error checking, conflict resolution and hardware limits stayed in stages where nothing was learned.