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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 2 Topic 1 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 2 Topic 1 Discussion

CCAR-F Exam Topic 1 Question 2 Discussion:
Question #: 2
Topic #: 1

You are integrating Claude Code into your Continuous Integration/Continuous Deployment (CI/CD) pipeline. The system runs automated code reviews, generates test cases, and provides feedback on pull requests. You need to design prompts that provide actionable feedback and minimize false positives.

Your CI pipeline performs security-focused code reviews on approximately 50 pull requests daily, currently costing $150 per day using the synchronous API. Reviews are non-blocking—developers merge after tests pass and address findings in follow-up commits. You are evaluating the Message Batches API for its 50% cost reduction.

What factor most determines whether batch processing is appropriate for this use case?


A.

Whether reducing per-review latency from 30–60 seconds to near-instant matters for your workflow.


B.

Whether your result-processing system can handle reviews arriving in a different order from the order in which they were submitted.


C.

Whether review feedback arriving up to 24 hours after pull-request creation remains actionable.


D.

Whether you can structure each review as a single request without multi-turn refinement.


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