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Question 5: CCAR-P: Claude Certified Architect - Professional

You are identifying the highest-impact optimization for a deployment whose token cost is dominated by a long, repeated system prompt and a large retrieved context per request. Which optimization most directly targets the dominant cost driver?

Nội dung câu hỏi

You are identifying the highest-impact optimization for a deployment whose token cost is dominated by a long, repeated system prompt and a large retrieved context per request. Which optimization most directly targets the dominant cost driver?

Các lựa chọn

Đáp án được giữ gọn theo nhãn A, B, C, D trong phần bình chọn tương tác.

  1. A. Add additional repeated content to the system prompt to give the model more guidance.
  2. B. Increase retrieval depth on every request to maximize recall, worsening the dominant cost driver by adding more retrieved tokens per request rather than reducing them.
  3. C. Switch every request to the heaviest available model to maximize output quality, accepting that higher per-request inference cost compounds rather than addresses the dominant cost driver.
  4. D. Move the long, repeated system prompt into a cacheable prefix and trim retrieved context to the spans relevant to each query. — đáp án hiện tại
Giải thích

Answer researched independently against supporting documentation; not a published source answer key. Independent reasoning (not a published answer key): Caching the repeated prefix and selecting only relevant passages target the stated dominant input-token costs. References: https://platform.claude.com/docs/en/build-with-claude/prompt-caching

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