KEY FINDING 1
NHP achieves λ/12 sub-wavelength permittivity resolution
SIREN architecture resolves fabrication disorder that classical models cannot capture
KEY FINDING 2
PCT enables 8.7× coherence time extension
Hermitian state-tracking with 100 μs look-ahead prediction
KEY FINDING 3
Cross-regime generalization with < 4.2% performance drop
Physics-constrained architecture encodes transferable coherence dynamics
KEY FINDING 4
Predictive phase-locking at 100 μs horizon
LSTM decoherence predictor enables pre-emptive compensation before decoherence onset