Sovereign Architecture Proposes Geometric Substrate for GPU Inference

Sovereign introduces a unified architecture designed to replace stateless transformer inference with a geometric substrate. The system aims to address KV-cache resets and fixed context windows through fractal memory and manifold routing to optimize GPU-native information processing.