CCAR-F PDF Practice Q&A's

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  • Total Questions: 191
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Anthropic CCAR-F Exam Syllabus Topics:

SectionWeightObjectives
Tool Design & MCP Integration18%- Tool integration
  • 1. Tool selection and safety
    • 2. Resource and server integration
      • 3. Model Context Protocol (MCP)
        • 4. Tool interface design
          Agentic Architecture & Orchestration27%- Agentic architecture patterns
          • 1. Agent orchestration
            • 2. Planning and execution strategies
              • 3. Workflow design
                • 4. Single-agent and multi-agent architectures
                  Claude Code Configuration & Workflows20%- Claude Code
                  • 1. Agent skills
                    • 2. Configuration and project setup
                      • 3. Development workflows
                        • 4. Code generation and automation
                          Prompt Engineering & Structured Output20%- Prompt design
                          • 1. Structured output and JSON schemas
                            • 2. Few-shot prompting
                              • 3. Prompt engineering techniques
                                • 4. Output validation
                                  Context Management & Reliability15%- Context handling
                                  • 1. Reliability and evaluation
                                    • 2. Context window management
                                      • 3. Cost and performance optimization
                                        • 4. Memory strategies

                                          Anthropic Claude Certified Architect - Foundations Sample Questions:

                                          Your pipeline reviews approximately 200 database-migration scripts daily using the Message Batches API. Each request includes a shared 8,000-token system prompt containing migration- review guidelines and schema documentation, followed by an individual migration script. You added cache_control breakpoints to the shared system prompt in every request, but monitoring shows cache-hit rates of only 32%, with misses concentrated among requests processed later in the batch window. Which change addresses the root cause without adding sequential-processing latency?

                                          • A. Configure the cache breakpoints to use the extended one-hour TTL instead of the default five- minute TTL.
                                          • B. Move the cache_control breakpoint from the shared system prompt to each migration script so similar code patterns can be reused.
                                          • C. Add cache-prewarming requests with max_tokens: 0 at the beginning of every batch.
                                          • D. Split the 200 requests into ten sequential batches of 20, submitting each batch only after the previous batch completes.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

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                                          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.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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                                          A customer sends: "This is frustrating. I've explained my issue twice and nothing is being resolved. I want to talk to a real person NOW." The agent has not yet called any tools to investigate their account. What should the agent do?

                                          • A. First call get_customer and lookup_order to gather account context, then escalate to a human agent.
                                          • B. Immediately call escalate_to_human with the conversation history.
                                          • C. Briefly explain what the agent can help with and offer to resolve the issue quickly, escalating only if the customer repeats their request.
                                          • D. Acknowledge the frustration and ask one targeted question to understand the specific issue before escalating.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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                                          A company wants Claude to summarize thousands of support tickets efficiently. Which design scales BEST?

                                          • A. Send all tickets in one request.
                                          • B. Increase temperature.
                                          • C. Remove system prompts.
                                          • D. Process tickets individually and combine summaries.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

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                                          Production monitoring shows that follow-up queries like "summarize what we learned about market trends" consistently take 40+ seconds. Investigation reveals the coordinator spawns the synthesis subagent for each summarization request, passing 80K+ tokens of accumulated findings. The coordinator already has these findings in its context from orchestrating the research.
                                          What's the most effective way to improve response time for these follow-up summaries?

                                          • A. Have the coordinator handle straightforward summarization requests directly using its existing context, reserving subagent spawning for complex analysis.
                                          • B. Pre-generate and cache summaries at multiple granularities whenever new findings accumulate.
                                          • C. Spawn the synthesis subagent with reduced context and have it request specific findings from the coordinator on-demand.
                                          • D. Enable prompt caching on the synthesis subagent to reduce the overhead of repeatedly transferring the same research findings.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

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