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- Replace the placeholder `perform_reformulation_logic` function with your actual reformulation logic. - Ensure that any external dependencies or resource-intensive operations are handled properly. 3. **Error Handling**: - Catch exceptions and log detailed error messages and tracebacks. - Return `None` if the reformulation fails, indicating that the process did not succeed. 4. **Testing Multiple Intents**: - Test the function with multiple intents to gather more data points and identify patterns. ### Next Steps 1. **Run the Enhanced Code**: Execute the code to capture detailed logs and identify patterns. 2. **Analyze Logs**: Review the logs to identify common patterns and potential root causes. 3. **Implement Solutions**: Based on the analysis, implement solutions to address the identified issues. ### Running the Code To run the code, make sure you have the necessary dependencies installed and replace the placeholder logic with your actual reformulation logic. Run the script and observe the logs to identify any patterns or issues. Would you like to proceed with these steps or do you have any specific questions about any part of the process?