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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 32 Topic 4 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 32 Topic 4 Discussion

CCAR-F Exam Topic 4 Question 32 Discussion:
Question #: 32
Topic #: 4

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 CI linter, (2) findings on automatically generated template code under src/gen/*, and (3) rendering-helper patterns that are intentional project conventions but are 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 real 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.

Configure separate GitHub Actions workflow files for each code area: one for generated code with findings suppressed, one for rendering code with custom instructions, and one general workflow for everything else.


C.

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 impose stricter evidence requirements on rendering-related issues.


D.

Add detailed explanations to the project’s CLAUDE.md describing intentional patterns, stating that CI handles linting, and identifying src/gen/ as automatically generated code.


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