The Gradient-Free Dual: B-Spline Kernels and the Quantum Geometry of the Invariant

Abstract. This note describes a publicly reproducible scaffold for re-expressing a gradient-trained LLM's internal geometry as a gradient-free quantum kernel. Quantum kernels are chosen precisely beca