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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 4 Topic 1 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 4 Topic 1 Discussion

CCAR-F Exam Topic 1 Question 4 Discussion:
Question #: 4
Topic #: 1

When analyzing complex legal cases that cite multiple precedents, the document-analysis subagent processes each precedent sequentially. A landmark case citing 12 precedents takes more than three minutes to analyze completely. What is the most effective way to reduce this latency while preserving the coordinator’s ability to monitor and debug the system?


A.

Have the coordinator spawn parallel document-analysis subagents, each handling a subset of precedents, and then aggregate the results before synthesis.


B.

Enable the document-analysis subagent to spawn its own specialized subagents dynamically when it encounters cases with many citations.


C.

Create a recursive agent hierarchy where analysis agents subdivide work among child agents until reaching single-precedent granularity.


D.

Implement a message queue where precedent-analysis tasks are processed asynchronously by a pool of worker agents.


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