Anthropic · CCAR-F
Claude Code in CI/CD
CCAR-F · Lesson 12 of 18 · 1:28:17
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In this lesson
Prepare for the Claude Certified Architect – Foundations exam, on the exam guide version 1.0, effective July 2026. In this lesson: non-interactive runs with the print flag, max turns and allowed tools, structured output with --output-format json and --json-schema, inline pull request comments, CLAUDE.md as CI context, existing tests and earlier findings in the prompt, and independent review instances. Includes three original practice questions.
Preview the topics
- Kestrel’s pipeline must post Claude’s review findings as inline comments on each pull request. Which combination gives the script something it can parse?
- After each new commit, Kestrel’s CI review posts the same five comments again, even when the developer already fixed three of them. What should change?
- Kestrel’s generated tests keep repeating scenarios that the suite already covers, and they ignore the team’s fixtures. What helps most?