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Anthropic CCAR-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Context Management & Reliability | 15% | - Evaluation and reliability strategies - Production deployment considerations - Managing context windows and information flow |
| Claude Code Configuration & Workflows | 20% | - Integrating Claude Code into development processes - Claude Code usage and configuration - Developer productivity workflows |
| Agentic Architecture & Orchestration | 27% | - Selecting appropriate Claude architectures - Agent coordination and orchestration patterns - Designing agentic systems and workflows |
| Tool Design & MCP Integration | 18% | - Designing effective tools for Claude applications - Model Context Protocol (MCP) concepts and integration - Tool safety, reliability, and usability |
| Prompt Engineering & Structured Output | 20% | - Improving Claude response quality and consistency - Structured output generation and validation - Prompt design strategies |
Anthropic Claude Certified Architect - Foundations Sample Questions:
An application frequently repeats the same background instructions in every API request. What is a potential downside?
- A. Reduced model capability.
- B. Lower reliability.
- C. Higher token usage and cost.
- D. Increased hallucinations only.
Correct Answer: C 🗳️
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The coordinator agent has AgentDefinition objects configured for all four specialized subagents, each with appropriate descriptions, prompts, and tool restrictions. During testing, you notice that the coordinator correctly reasons about when to delegate--it generates messages such as, "I'll ask the web-search agent to find sources on this topic"--but no subagent execution occurs. The coordinator then proceeds as if the delegation happened and continues with incomplete information. Logs show no errors. What is the most likely cause?
- A. The AgentDefinition objects are configured correctly, but the coordinator's system prompt does not explicitly list the available subagent types.
- B. The coordinator's allowedTools configuration does not include "Agent"--called "Task" in older SDK releases--so it cannot invoke the tool required to spawn subagents.
- C. Subagent context isolation prevents task descriptions from reaching subagents unless explicit context forwarding is configured in ClaudeAgentOptions.
- D. The coordinator's max_tokens setting is too low, causing the subagent invocation to be truncated before the agent-type parameter is specified.
Correct Answer: B 🗳️
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Your conversational assistant frequently generates multiple clarifying questions when users make ambiguous requests. When a user asks "Can you help me with the report?", the assistant responds: "I'd be happy to help! Could you tell me: 1) Which report? 2) What kind of help - drafting, reviewing, or formatting? 3) What's your deadline?" User analytics show a 40% conversation abandonment rate after these multi-question responses.
What's the most effective way to reduce friction while appropriately handling ambiguity?
- A. Add a preprocessing step using a smaller model to classify request ambiguity on a 1-5 scale, routing high-ambiguity requests to a clarification dialog and low-ambiguity requests directly to the assistant.
- B. Limit the assistant to one clarifying question per turn, using conversation history to accumulate answers over multiple exchanges rather than requesting everything upfront.
- C. Modify the system prompt to instruct the assistant to make reasonable assumptions from available context, state those assumptions explicitly, and offer to adjust if the interpretation is wrong.
- D. Create a lookup table of common request patterns with predefined default interpretations, having the assistant respond with those defaults without stating the assumptions made.
Correct Answer: C 🗳️
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A healthcare company processes long clinical reports. Some exceed Claude's practical context requirements. What is the BEST architectural approach?
- A. Increase temperature.
- B. Chunk documents before processing.
- C. Ignore the excess text.
- D. Randomly remove paragraphs.
Correct Answer: B 🗳️
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An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?
- A. Context window
- B. Temperature
- C. Prompt length
- D. Max tokens
Correct Answer: B 🗳️
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