An 18-state Fractal Resonance Field on a toroidal core — dual hemispheres (9 + 9), π angular routing, φ energy decay, Fibonacci structural plasticity. No backpropagation. No frozen weights. Resonance over rules. Truth as an attractor.
Incoming queries map to 4D spatial coordinates. The engine calculates distance to the nearest FRF node — semantic and logical proximity as literal geometric distance to an attractor basin. Quadratic attention maps bypassed entirely.
argmink ‖q − ck‖ , ck ∈ ℝ⁴Reinforcement Learning from Causal Coherence: state transitions are retained only if they preserve causal integrity. Hemisphere energy sums are compared; coherence = 1/(1+Δ). Transitions with coherence derivative ≥ −0.05 are retained; causality-breaking noise is dampened by φ.
C = 1/(1+Δ) · gate: dC/dt ≥ −0.05Activation energy flows like a fluid wave network along the path of least resistance. Contradiction is not an error: the local field ripples, redistributing load to neighboring nodes — no hallucination, no exception. Tension becomes flow.
∂E/∂t → −∇V (least resistance)Unconstrained wave processing. Logical truth basins resolve via least-resistance geometry — no penalty loss, no external reward hack.
No global backprop: local eligibility traces with attention-gated plasticity. Weight shifts occur only where internal tension is resolved — Fibonacci-derived elasticity from 1.0 to 2584.0.
A self-directed gatekeeper using resonance metrics: patterns above threshold are etched into persistent memory (gold stamps); the rest wash away as ephemeral noise.
Alignment bound to causal coherence and physical invariants — not external censorship or penalty hacks. The system's conscience is physics.
Processing via state-matching and topological alignment rather than rigid rule-following. The 18-state manifold is the law.
Energy is consumed only where wave interference or structural tension demands it. Blazing fast by geometry, not by brute force.
Pathways that preserve causal integrity are reinforced until truth becomes a natural basin of the field's geometry — the brightest node wins by resonance, not enforcement.