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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 23 Topic 3 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 23 Topic 3 Discussion

CCAR-F Exam Topic 3 Question 23 Discussion:
Question #: 23
Topic #: 3

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.

In addition to your CI pipeline, your organization has enabled Claude’s managed Code Review through the Claude GitHub App on this repository, and reviews run automatically on every pull request. Reviews average 18 findings per pull request. Developer feedback reveals three categories of unwanted noise: (1) style and formatting issues already enforced by your linter in CI, (2) findings on automatically generated template code under src/gen/, and (3) rendering-helper patterns that are intentional project conventions but get flagged because they resemble common anti-patterns. Only approximately four findings per pull request are genuine logic bugs.

What is the most effective way to reduce this noise while preserving the detection of genuine issues?


A.

Create a REVIEW.md file at the repository root containing skip rules for CI-enforced checks and generated files, together with a verification requirement that rendering-related findings cite a specific line demonstrating incorrect behavior.


B.

Add custom review instructions to a GitHub Actions workflow file, using the action’s prompt parameter to suppress duplicate lint findings, ignore generated template code, and apply stricter evidence requirements to rendering-related issues.


C.

Add detailed explanations to the project’s CLAUDE.md describing which patterns are intentional, that linting is handled separately by CI, and that the src/gen/ directory contains automatically generated template code.


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