Memory-Centric and Knowledge–Reasoning-Decoupled Models

Intern-S2-Mobius, ContextPilot, adaptive data structuring, and long-term-agent memory studies support separating persistent knowledge from dynamic reasoning and selectively compressing context. Evidence that graph memory can underperform flat retrieval highlights unresolved issues in retrieval distortion, exact surface-form preservation, interference, continual updates, and hybrid memory design.