Intelligence is embedded in the space itself, where scenes induce a Riemannian metric on configuration manifolds. A single Encoder-Router network uses semigroup-superposition to generate this metric, enabling zero-shot generalization across unseen obstacle configurations with large cost differences between collision-free and obstacle-penetrating paths.