AIDataBaseMonitorPrediction.Database AI Monitoring and Prediction System: The system innovatively integrates three AI technologies (DTW/FAISS/LLM), enabling it to predict database failures 30-60 minutes in advance. The prediction accuracy based on the fusion algorithm is significantly improved, enhancing system availability.