Identity Continuity and Regime Collapse in Adaptive Systems. A Survival-Based Perspective Beyond Error and Reward.
Abstract
The contribution is intentionally conceptual and evaluative.While the problem space addressed in this work arises from internal research and architectural developments, no mechanisms, algorithms, thresholds, or implementation details are disclosed herein. Such details are intentionally withheld, as they form part of protected internal project data and ongoing architectural research. Instead, the work establishes a principled foundation for identity-aware analysis of adaptive systems and highlights structural limitations of existing paradigms in detecting silent regime collapse. This publication is intended as prior art and a conceptual reference point for future research on long-horizon robustness, safety, and identity-preserving adaptive systems.
Fields of Study & Subjects
Advanced Software Engineering Methodologies
Human-Automation Interaction and Safety
Distributed systems and fault tolerance
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 5 January 2026
- Language
- EN
- Document type
- Preprint