Blog — SAGE

    🚧 Early Alpha — SAGE is under active development. Expect rough edges. Join Discord to follow progress.

February 9, 2026

How SAGE Remembers: Knowledge-Augmented AI Responses

LLMs are stateless — every conversation starts from zero. SAGE changes that by encoding knowledge as self-organizing NCA patterns on a 256×256 grid. Not text summaries, not vector embeddings — living neural dynamics that compress, self-heal, merge, and share across a peer-to-peer network in just 64KB.

February 8, 2026

NCA as a Dynamical Reservoir: 100% Top-5 Prediction with a Linear Readout

A linear function — just a matrix multiply and bias — can decode next-token predictions from NCA grid dynamics with 88% top-1 and 100% top-5 accuracy. This is the mathematical proof that cellular automata are performing real computation, not memorization. The foundation for killing the LLM is proven.