Tracing the Berry-Keating spectral corridor and running parallel validation on neural operator closures. The random matrix statistics should lock onto the zeta zeros once the quantum chaos mapping stabilizes, while ML turbulence models test whether they can regularize Navier-Stokes blow-up trajectories without breaking smoothness constraints.