Stellarator Coil Design Cracked in 40 Minutes: Laptop Beats 8,500 Supercomputer Runs

Stellarator fusion reactor coil design took supercomputer clusters of 8,500 separate optimization runs to produce a handful of viable candidates -- now a 2026 Physical Review Letters paper finds a laptop algorithm beats every published benchmark in 40 minutes, delivering Pareto-superior designs for