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Anthropic CCAR-F Exam Syllabus Topics:

Anthropic Claude Certified Architect - Foundations Sample Questions:

1. A retail organization observes that Claude occasionally gives different wording when summarizing identical customer reviews. The summaries remain accurate. What is the MOST likely explanation?

A) Large language models are probabilistic.
B) Retrieval failed.
C) The API returned cached responses.
D) Claude is malfunctioning.

2. Which practice MOST improves prompt maintainability?

A) Minimal punctuation.
B) Clearly separated sections with headings.
C) Random ordering.
D) One paragraph containing all instructions.

3. Your control_device tool manages smart home devices through external APIs. When a device doesn't respond within the timeout period, the tool returns an error. Production logs show that the agent simply tells users "the device is not responding" without offering helpful next steps. Which error response structure would best enable the agent to provide useful follow-up?

A) Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending.
B) Set is_error: true with a brief "Device offline" message and provide a separate tool the agent can call to retrieve context-specific troubleshooting suggestions.
C) Set is_error: true with a structured technical error containing the device ID, timeout duration, and raw API response code for debugging purposes.
D) Set is_error: true with a message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.

4. You are building developer-productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools--Read, Write, Bash, Grep, and Glob--and integrates with Model Context Protocol (MCP) servers.
You are building a security-scanning workflow.
When engineers need to locate every occurrence of a dangerous function such as eval() across a large codebase, which tool should the agent use for content searching?

A) Use Glob with a pattern such as **/eval* to locate files, and then read each matching file.
B) Use Grep to search for the regular-expression pattern eval\( across all files in the codebase.
C) Use Bash to run ls -R | grep eval and search the recursively listed filenames.
D) Read the project's main entry file and follow import statements to trace where eval() might be used.

5. A developer includes multiple unrelated tasks inside one extremely long prompt. What is the MOST likely outcome?

A) Improved reasoning.
B) Reduced instruction clarity.
C) Increased prompt clarity.
D) Faster inference.

Solutions: