In the dynamic realm of decentralized finance with, accurately predicting sudden crashes in stake value has become paramount. A data-driven approach offers a robust framework for achieving this objective. By leveraging historical trends and utilizing sophisticated analytical models, we can forecast potential vulnerabilities that may lead to stake c