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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 35 Topic 4 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 35 Topic 4 Discussion

CCAR-F Exam Topic 4 Question 35 Discussion:
Question #: 35
Topic #: 4

Your pipeline includes a release-notes generation step that classifies and summarizes approximately 200 commits at the end of each weekly release cycle. Each commit is currently sent as a separate Messages API call using a Sonnet-tier Claude model. The release notes are not needed until the following morning, so results have approximately 12 hours of acceptable latency. Your team needs to reduce per-token API cost for this step while keeping the same model and prompts, with no change to the model tier or output quality. Which approach satisfies all these constraints?


A.

Concatenate all 200 commit messages into a single Messages API request and have the model return all summaries in one response, because fewer requests always reduce total token cost.


B.

Issue the 200 Messages API requests in parallel using concurrent connections, because concurrency lowers the per-token price charged by the API.


C.

Submit the 200 requests to the Message Batches API with unique custom_id values and retrieve the results after the batch finishes, which applies a 50% discount to all input and output tokens.


D.

Switch the summarization calls from the Sonnet-tier model to a Haiku-tier model to take advantage of Haiku’s lower per-token rates.


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