Your RAG is getting worse and nothing in your code changed

1. 1Investigate data drift using tools like statistical process control to detect changes in data distribution
2. 2Analyze model performance over time to identify trends and patterns in accuracy decline
3. 3Check for concept drift by monitoring changes in the relationship between input data and target variables
4. 4Test for changes in user behavior or query patterns that may affect RAG system performance
5. 5Apply techniques like data augmentation or transfer learning to adapt the RAG system to changing conditions

Data scientists and machine learning engineers can benefit from understanding the potential causes of declining RAG system accuracy, and how to troubleshoot and resolve these issues

💡 RAG system accuracy can decline over time due to factors like data drift, concept drift, and changes in user behavior, even if the code and data remain unchanged

🚨 Your RAG system's accuracy is declining, but your code hasn't changed! 🤔 Learn how to identify and fix the issue