Continuous Micro-Boundedness (CMB): A Design Invariant for Non-Episodic Adaptive Systems
Abstract
This project contains the preprint for Continuous Micro-Boundedness (CMB): A Design Invariant for Non-Episodic Adaptive Systems. The paper proposes a structural invariant for persistent adaptive systems based on bounded temporal state, energetic constraints, and structural complexity. It explores how these constraints prevent instability in long-running AI systems and continual learning architectures.
Fields of Study & Subjects
Psychiatry
Mental Health
Neuroscience
Domain Adaptation and Few-Shot Learning
Complex Systems and Dynamics
Publication details
- Publication date
- 1 January 2026
- Language
- EN
- Document type
- Preprint