Verify, Augment, Improve: Self-Adaptation Repair via Automated Knowledge Augmentation from Mistakes
Verify, Augment, and Improve (VAI), a framework that extends a standard MAPE–K architecture with an asynchronous self-improving loop that intercepts ineffective adaptation actions and turns explanations from a descriptive aid into a mechanism for continual improvement of the self-adaptation process.