LPC-SM: Local Predictive Coding and Sparse Memory for Long-Context Language Modeling

Implement a sequence modeling architecture that separates local attention from persistent memory. This addresses the long-context bottleneck without relying on standard KV cache growth.

Suggested repo: lpc-sm-core

"A hybrid architecture that treats long-range context like a persistent memory unit."

Estimated effort: 120h