A PyTorch topological regularizer based on the Helix-TTD Constitutional Hamiltonian. Enforces phase-locked AI alignment via trefoil knot invariants to suppress drift and barren plateaus.
machine-learning pytorch loss-functions ai-alignment quantum-optimization constitutional-ai helix-framework topological-physics
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Updated
Apr 28, 2026 - Python