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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
1. An agent needs to modify a specific configuration value on line 42 of a large, existing 800-line TypeScript file. Which built-in tool should be utilized to perform this action safely?
A) The Bash tool, using Unix utilities like sed or awk to replace the string.
B) The Edit tool, using targeted old text and new text matching to preserve unchanged content.
C) The Grep tool, combined with a regex replace command.
D) The Write tool, providing the complete 800-line file content with the modified value.
2. During data extraction, a semantic validation check fails because the extracted line items do not sum to the total invoice amount. What is the recommended best practice for implementing the validation-retry loop?
A) Send a generic retry message such as 'There were errors in your extraction. Please try again.' to reset the model's reasoning.
B) Increase the max_tokens limit on the retry request to give the model more space to self-correct.
C) Rely entirely on the model's self-reported confidence scores to automatically adjust the extraction.
D) Append specific validation error details to the prompt, stating which field failed and the nature of the discrepancy.
3. To systematically analyze why developers dismiss certain automated code review findings in a quicktechie.com application, which architectural pattern should be implemented?
A) Execute a multi-pass review on every pull request to ensure consensus.
B) Run a separate classifier model to predict which findings will be ignored.
C) Use the Message Batches API to delay findings until end-of-week review.
D) Add a detected_pattern field to the structured findings to track and aggregate dismissal reasons.
4. Which of the following scenarios are best suited for prompt chaining (fixed sequential pipelines) rather than dynamic adaptive decomposition? Choose 2 correct answers.
A) An open-ended investigation into an undocumented legacy API where responses guide the next queries.
B) A predictable, multi-aspect security review where the sequence of code analysis steps is static and predefined.
C) A data processing pipeline where raw text is summarized, then translated, and finally formatted into JSON.
D) A monolith-to-microservices architectural migration involving dozens of interacting dependencies.
5. Which of the following are valid iterative refinement techniques used to achieve progressive improvement in output quality? Choose 2 correct answers.
A) Relying on the tool_choice: "any" parameter to automatically fix failed code logic.
B) Using the Interview Pattern to have Claude surface design considerations before implementing.
C) Executing same-session self-reviews to retain reasoning context and confirmation bias.
D) Providing specific test cases with example input and expected output to correct edge-case handling failures.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B,C | Question # 5 Answer: B,D |






