In the dynamic realm of decentralized finance and, accurately predicting precipitous crashes in stake value has become paramount. A data-driven approach offers a robust framework for accomplishing this objective. By leveraging historical patterns and implementing sophisticated analytical algorithms, we can detect potential vulnerabilities that coul