https://github.com/helixprojectai-code/helix-trefoil-loss

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.

ai-alignment constitutional-ai helix-framework loss-functions machine-learning pytorch quantum-optimization topological-physics

Last synced: 15 May 2026

https://github.com/helixprojectai-code/helix-tel-deploy

Zero-exchange cryptographic key derivation from constitutional AI behavior. Two nodes independently derive an identical encryption key through deterministic convergence — no key transmitted, negotiated, or pre-shared.

ai-safety constituional constitutional-ai convergence cryptography encryption grammar helix-ttd key-derivation llm mesh-network python zero-knowledge

Last synced: 23 May 2026

https://github.com/helixprojectai-code/helix-ttd-v4.0

Trust-by-Design, Human-First, Verifiable Memory, Custody-Before-Trust

Last synced: 13 Jan 2026

https://github.com/helixprojectai-code/helix-hamiltonian

A first-principles Hamiltonian framework realizing the 'Knot-in-Time' ontology. Unifies topological physics, general relativity, and sovereign AI governance.

0009-0000-7367-248x ai-safety alexander-polynomial bitcoin-anchoring constitutional-ai general-relativity hamiltonian-dynamics helix-ttd jones-polynomial knot-theory monte-carlo-simulation physics-of-will python quantum-physics qutip rfc-0001 sovereign-ai sovereign-equilibrium takiwatanga topological-quantum-coherence

Last synced: 01 Apr 2026