CCA-F: Claude Certified Architect — Foundations

By Anthropic · Question Mode

QuestionQ8

VerifiedPrompt Engineering & Structured Output

The synthesis agent receives summarized findings from the web-search and document-analysis agents, then sends a consolidated summary to the report generator. During testing, you find that generated reports make factual claims without proper citations—the report generator cannot trace statements to their original sources because metadata was lost during summarization. What is the most effective approach for ensuring proper source attribution in the final reports?

Explanation

Structured outputs that keep content summaries separate from provenance metadata—such as URLs, document names, and page numbers—preserve traceability across summarization stages. The report generator can then associate factual claims with their original sources and produce accurate citations.

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