Feedback-Coupled Memory Systems Achieve Stability Threshold in Continuous Time

Jul 14, 2026

A new paper extends the Feedback-Coupled Memory Systems (FCMS) architecture to continuous time, defining previously undefined operators using Mechanism-Based Intelligence and the Coupled Memory Graph Process. The framework achieves Lyapunov global dissipativity governed by a computable threshold, generalizing prior discrete stability conditions. Numerical simulations confirm the threshold and demonstrate a self-reinforcing coordination cascade when it is violated.

Why it matters: This work formalizes a universal organizing principle for memory systems, with potential implications for AI coordination and stability in multi-agent environments.

Full story at: arXiv AI/ML ↗