METACORE External Semantic Control Plane: Scalable Multi-Model Reasoning Architecture

This paper introduces METACORE as an external semantic control plane enabling scalable, deterministic reasoning across multiple large language models. The architecture shifts semantic responsibility from stochastic models to an invariant external layer, enabling reproducibility, verification, and controlled interpretation.