New mathematical framework proves convergence guarantees for high-dimensional sphere packing - the problem underlying error-correcting codes, crystal structures, and optimal data compression. The approach reconciles barrier dynamics with discrete-time guarantees through Riemannian optimization, offering the first rigorous solution to periodic rigidity in contact frameworks. This could unlock breakthroughs in 5G/6G communications, materials discovery, and neural network initialization.