Sovereign: A Solo Developer's 3.5-Year Quest to Replace AI Memory with a Geometric Substrate
Sovereign: A Unified GPU Inference Substrate (Fractal Memory, Manifold Routing)
Sovereign is a unified GPU inference substrate that replaces stateless inference and KV-cache with a persistent geometric memory. Built solo over 3.5 years, it includes whitepapers on a shared manifold, persistent quantum memory, and Shannon Stage 11—a fractal compression framework that claims to walk around Shannon's limit by changing the information space itself. The project offers substrate formats (.fkb/.fqm) and a GPU-native fractal engine.
You cannot break Shannon's limit. But you can walk around it by changing the space itself.