CCA-F: Claude Certified Architect — Foundations

By Anthropic · Question Mode

QuestionQ10

Agentic Architecture & Orchestration

In production, final reports often include claims that lack proper source attribution. An investigation finds that web-search and document-analysis agents correctly attach citations to their outputs, but the synthesis agent loses track of which sources support each conclusion when it combines findings. What is the most effective architectural change?

Explanation

Explicit structured claim-to-source mappings preserve citation provenance through synthesis and enable the combined report to retain the exact supporting sources for every conclusion. Attempting to infer attribution afterward from transcripts, semantic similarity, or text prefixes is less reliable than carrying provenance as first-class structured metadata.

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