Claude Certified Architect Professional (CCAR-P) Practice Test

Human Evaluation is used when quality relies on expertise, judgment, nuance, or accountability. Qualified reviewers bring domain knowledge to assess aspects that automated metrics often miss, such as appropriateness, usefulness, safety, and alignment with real-world expectations. They can interpret ambiguous outputs, consider context and intent, and provide judgments that reflect responsible accountability. Regression testing, in contrast, is about ensuring that changes don’t break existing functionality and is typically automated, focusing on consistency of behavior rather than nuanced quality judgments. Edge cases refer to rare or boundary inputs, not a review process, and LLM-as-a-Judge is a theoretical idea rather than the established term for human-based assessment.