Câu 24: CCA-F: Claude Certified Architect - Foundations

The document analysis agent has a single analyze_documnet tool that takes a document and a free-text instruction parameter. During evaluation, requests like “extract the key financial metrics” often return narrative summaries, while “summarize the methodology” sometimes returns raw data tables. The synthesis agent reports that 35% of analysis results require re-requests with clarified instructions. What’s the most effective way to improve reliability?

1. A. Have the coordinator pre-classify each analysis request before passing instructions to the document analysis agent
2. B. Keep the single tool but add an analyze_type enum parameter requiring explicit selection between extraction, summarization, and verification modes
3. C. Enhance the tool description with detailed examples showing how different instruction phrasings should map to different output formats
4. D. Split the generic tool into purpose-specific tools – extract_data_points, summarize_content, verify_claim_against_source – each with defined input/output contracts — đáp án hiện tại