Eliminating Context Rot in Frozen LLMs: A Three-Mode Structural State-Coupling Architecture

Abstract

This paper examines context degradation in frozen language models and evaluates a structured state-coupling approach for preserving continuity over long-horizon tasks. The public abstract focuses on the failure modes, evaluation posture, and product implications for systems that need disciplined memory and auditability without exposing protected implementation mechanics.