- Exam Code: CCAR-F
- Exam Name: Claude Certified Architect - Foundations
- Certification Provider: Anthropic
- Corresponding Certification:Claude Certified Architect
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Anthropic CCAR-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Tool Design & MCP Integration | 18% | - Tool integration
|
| Topic 2: Agentic Architecture & Orchestration | 27% | - Agentic architecture patterns
|
| Topic 3: Context Management & Reliability | 15% | - Context handling
|
| Topic 4: Prompt Engineering & Structured Output | 20% | - Prompt design
|
| Topic 5: Claude Code Configuration & Workflows | 20% | - Claude Code
|
Anthropic Claude Certified Architect - Foundations Sample Questions:
An architect needs Claude to produce structured JSON that downstream software can parse automatically. Which prompting strategy is BEST?
- A. Use multiple unrelated examples.
- B. Increase maximum output tokens only.
- C. Ask Claude to "respond normally."
- D. Explicitly specify the required JSON schema and formatting rules.
Correct Answer: D 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JavaScript Object Notation (JSON) schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.
Your schema includes a skills: string[] field. Production monitoring reveals three consistency issues:
(1) compound phrases like "Python and SQL" are sometimes kept as one
entry, sometimes split;
(2) implied but unstated skills occasionally appear in extractions;
(3) similar documents produce wildly different array lengths (5-10 vs
40+ entries).
Your prompt currently says "Extract all skills mentioned."
What's the most effective improvement?
- A. Enrich the schema to {skill: string, confidence: float, source_quote: string}[] to capture extraction metadata.
- B. Add constraints: "Extract 10-20 skills maximum, one skill per entry, only explicitly named skills."
- C. Add few-shot examples demonstrating compound phrase handling, explicit mention criteria, and appropriate entry granularity.
- D. Add post-extraction normalization that maps skills to a canonical taxonomy and deduplicates similar entries.
Correct Answer: C 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
A customer writes: "I've been going back and forth on this return for days. I just want to speak to someone who can actually help me." The agent has confirmed via lookup_order that the return is straightforward - within policy and eligible for immediate processing. What should the agent do?
- A. Acknowledge frustration, inform them this is resolvable now, and offer to complete it or escalate
- B. Process the refund via process_refund to resolve the underlying issue, then inform them it's complete
- C. Call escalate_to_human immediately to honor the customer's request
- D. Ask what specifically hasn't worked in previous attempts before deciding whether to escalate or resolve automatically
Correct Answer: A 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
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, Glob) and integrates with Model Context Protocol (MCP) servers.
An engineer used Claude Code yesterday to investigate authentication flows in a legacy monolith, building up significant context over a 2-hour session. Today she wants to continue that specific investigation. She's worked on three other codebases since then and knows the session was named "auth-deep-dive".
How should she resume?
- A. Use --resume auth-deep-dive to load that specific session by name
- B. Start fresh and re-read the same files
- C. Use --session-id with the UUID from yesterday's session transcript file
- D. Use --continue to pick up where the most recent conversation left off
Correct Answer: A 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
Which prompt revision is MOST likely to improve output quality?
- A. Use only uppercase letters.
- B. "Summarize this."
- C. Include objective, context, constraints, and expected format.
- D. "Help me."
Correct Answer: C 🗳️
Explanation: Only visible for ITPassLeader members. You can sign-up / login (it's free).
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