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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 44 Topic 5 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 44 Topic 5 Discussion

CCAR-F Exam Topic 5 Question 44 Discussion:
Question #: 44
Topic #: 5

You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.

Your code review assistant needs to analyze pull requests and provide feedback on three aspects: code style compliance, potential security issues, and documentation completeness. Each aspect requires reading files, running analysis tools, and generating a report section. The review process follows the same three-step workflow for every PR.

Which task decomposition pattern is most appropriate for this workflow?


A.

Single comprehensive prompt—include all three instructions in one prompt and let the model handle all three aspects simultaneously.


B.

Orchestrator-workers—have a central LLM analyze each PR to dynamically determine which checks are needed, then delegate to specialized worker LLMs for each identified subtask.


C.

Prompt chaining—break the review into sequential steps where each aspect (style, security, documentation) is analyzed separately, with outputs combined in a final synthesis step.


D.

Routing—classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.


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