Reproduce UCI temperature scope on CPU

Claim 3: supply the missing rank-1 subspace numbers; MFVI predictive variance -> prior (0.99996 at d=131072) while the exact posterior is flat at 0.166667, closed forms validated to 1.8e-15 against direct inversion