Câu 10: CCA-F: Claude Certified Architect - Foundations

In production, final reports frequently contain claims without proper source attribution. Investigation shows that while the web search and document analysis agents correctly attach citations to their outputs, the synthesis agent loses track of which sources support which conclusions when combining findings. What’s the most effective architectural change?

1. A. Require all subagents to output structured claim-source mappings that the synthesis agent must preserve and merge when combining findings from multiple sources. — đáp án hiện tại
2. B. Maintain complete transcripts of all subagent interactions and add a citation-resolution agent to analyze logs and determine attributions before report generation.
3. C. Add a verification step where the report generator uses semantic similarity matching against original sources to reconstruct which claims came from which documents.
4. D. Have the coordinator inject source identifier prefixes into text before each handoff, then parse these prefixes at report generation to reconstruct citations.