StatePlane: A Cognitive State Plane for Long-Horizon AI Systems Under Bounded Context

Sasank Annapureddy, John Mulcahy, Anjaneya Prasad Thamatani

Large language models (LLMs) and small language models (SLMs) operate under strict context window and key-value (KV) cache constraints, fundamentally limiting their ability to reas…