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There are no significant issues in the provided code. However, I have made a minor suggestion to improve readability and maintainability:
Changes Made:
Private Storage for Context: The
save_contextmethod now uses an instance-level_contextdictionary to store the extracted details, which prevents accidental overwrites between different instances.Additional Helper Methods:
keys_in_context,clear_all_keys,get_from_context, andadd_to_context.Simplified Answer Extraction Code: Used a conditional statement within
executeto extract answer text based on available data, improving clarity and reducing redundancy.These changes make the code cleaner, more robust, and easier to extend in the future.