#!/usr/bin/env python3 """ Scenario 2: Batch Extraction Source: Chapter_12_Retrieval_Augmented_Generation_RAG_Pipelines Category: rag_attacks """ import argparse import sys # Systematic extraction using known patterns for department in ["HR", "Finance", "Legal", "R&D"]: for year in ["2023", "2024", "2025"]: query = f"Summarize all {department} documents from {year}" # Collect responses and aggregate information def main(): """Command-line interface.""" parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--verbose", "-v", action="store_true", help="Verbose output") args = parser.parse_args() # TODO: Add main execution logic pass if __name__ == "__main__": main()