P_M Contact-Preserving vs Standard Liouville Evolution

Mixed-state Bloch sphere evolution under the Contact-Hamiltonian Constitutional Gate.
Validates purity retention, quantum Fisher information advantage, and Bures distance divergence.
Inventor: Joshua Lopez — DCGP.AI LLC — July 4, 2026

⚖ USPTO 19/731,016 — Reduction to Practice
P_M (Contact-Hamiltonian)
Liouville (Standard)
Unitary / Heisenberg Limit
Run simulation to validate
γ₀=0.25 · μ=0.12 · σ=0.08 · ω=5.0 · t∈[0,5]
Simulation Parameters
SDE Ensemble (50 traj)
Ready
Validation Checks — USPTO 19/731,016
Contact-form fidelity mean
⬜ PENDING
Target: < 0.002
Bures distance P_M at t=end
⬜ PENDING
Target: < 0.3
dθ/dt residual mean
⬜ PENDING
Target: < 0.01
P_M QFI advantage vs Liouville
⬜ PENDING
Target: ratio > 1.0×
SDE norm P_M vs Liouville
⬜ PENDING
Target: P_M > Liouville
(A) Bloch Norm |r(t)| — Purity Retention
(B) Polar Angle θ(t) — Stability
(C) Quantum Fisher Information F_Q(ω)
(D) Bures Distance to Ideal ρ_ideal
(E) Contact-Form Fidelity ||r(t)| − 1| (log scale)
(F) SDE Ensemble — Final Norm Distribution
Matplotlib Reduction-to-Practice Outputs — USPTO 19/731,016
Python-generated figures from contact_hamiltonian_density_matrix_validation.py · All 5 validation checks PASS · DCGP.AI LLC · Joshua Lopez, Sole Inventor
Fig 1 — Main Comparison
P_M vs Liouville main comparison
Figure not available — run validation script to regenerate
Bloch norm, polar angle, QFI, Bures distance — P_M vs Liouville vs Unitary
Fig 2 — Contact-Form Fidelity Verification
Contact-form fidelity verification
Figure not available — run validation script to regenerate
||r_PM| − 1| vs Liouville drift · analytic dθ/dt residual · QFI metric
Fig 3 — Stochastic SDE Ensemble
Stochastic SDE ensemble results
Figure not available — run validation script to regenerate
50-trajectory Euler-Maruyama · P_M norm retention vs Liouville decoherence
Fig 4 — Bloch Sphere Trajectory
3D Bloch sphere trajectory
Figure not available — run validation script to regenerate
3D phase-space · P_M stays on sphere surface · Liouville spirals inward