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Anthropic CCAR-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Agentic Architecture & Orchestration27%- Multi-agent patterns: coordinator-subagent and hub-and-spoke
- Agentic loop design and stop_reason handling
- Session state management and workflow enforcement
- Error recovery, guardrails and safety patterns
- Task decomposition and dynamic subagent selection
Topic 2: Tool Design & MCP Integration18%- MCP tool, resource and prompt implementation
- Tool schema design and interface boundaries
- Model Context Protocol (MCP) architecture and JSON-RPC 2.0
- Tool distribution and permission controls
- Error handling and tool response formatting
Topic 3: Claude Code Configuration & Workflows20%- CLAUDE.md hierarchy, precedence and @import rules
- Custom slash commands and plan mode vs direct execution
- Path-specific rules and .claude/rules/ configuration
- Hooks vs advisory instructions
- CI/CD integration and non-interactive mode parameters
Topic 4: Prompt Engineering & Structured Output20%- JSON schema design and structured output enforcement
- Validation, parsing and retry loop strategies
- Explicit criteria definition and few-shot prompting
- System prompt design and persona alignment
Topic 5: Context Management & Reliability15%- Idempotency, consistency and failure resilience
- Token budget management and cost control
- Context window optimization and prioritization
- Context pruning and summarization strategies

Anthropic Claude Certified Architect - Foundations Sample Questions:

Question #1

You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
You're implementing a complex graph traversal algorithm with specific performance requirements and edge cases to handle (disconnected nodes, cycles, weighted edges). You want to structure your workflow for efficient iterative refinement with Claude. What approach will most effectively enable progressive improvement across multiple iterations?

  • A. Provide Claude with a reference implementation from documentation, then ask it to rewrite the code to match your codebase style and add the required edge case handling, comparing outputs against the reference.
  • B. Have Claude extensively research the algorithm and create a detailed implementation plan using extended thinking, then implement the complete solution based on that plan.
  • C. Provide Claude with a detailed natural language specification of the algorithm, including all requirements and edge cases. Review each output manually and provide descriptive feedback on what behavior needs to change.
  • D. Write a test suite covering expected behavior, edge cases, and performance requirements before implementation. Ask Claude to write code that passes the tests, then iterate by sharing test failures with each refinement request.
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Correct Answer: D  🗳️

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Question #2

Your agent is handling a billing dispute. After calling get_customer and lookup_order, it identifies that the dispute involves a promotional pricing error requiring manager approval - beyond the agent's authorization level. How should the workflow handle this mid-process escalation?

  • A. Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
  • B. Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.
  • C. Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.
  • D. Call escalate_to_human passing only the customer's original message.
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Correct Answer: A  🗳️

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Question #3

Which practice MOST improves prompt maintainability?

  • A. Clearly separated sections with headings.
  • B. Minimal punctuation.
  • C. Random ordering.
  • D. One paragraph containing all instructions.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #4

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 system has been running for 3 weeks and human reviewers have corrected 847 extractions.
Analysis reveals a recurring pattern: when recipes use informal measurements like "a handful" or
"a splash," the model either invents specific amounts or leaves fields empty--accounting for 23% of all corrections.
How should you use this feedback to improve extraction accuracy?

  • A. Add few-shot examples to your prompt demonstrating correct handling of informal measurements--extracting them verbatim rather than converting or omitting them.
  • B. Implement a post-processing layer that uses pattern matching to detect informal measurement phrases in source text and automatically populate values when the extraction is empty.
  • C. Fine-tune the model on the 847 corrected extractions.
  • D. Update your JSON schema to add a "measurement_type" enum field (precise/informal).
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Correct Answer: A  🗳️

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Question #5

You are integrating Claude Code into your Continuous Integration/Continuous Deployment (CI/CD) pipeline. The system runs automated code reviews, generates test cases, and provides feedback on pull requests. You need to design prompts that provide actionable feedback and minimize false positives.
Your automated review jobs take 18 seconds to initialize before Claude begins analyzing code.
Profiling reveals that the delay results from automatically discovering hooks, MCP servers, plugins, skills, and multiple nested CLAUDE.md files throughout the monorepo.
You need to reduce startup time while ensuring reviews still enforce the coding standards documented in the root-level CLAUDE.md file.
What is the most effective approach?

  • A. Run in --bare mode and pass --append-system-prompt-file ./CLAUDE.md to load the required project standards explicitly while skipping automatic discovery.
  • B. Keep the default initialization and add --exclude-dynamic-system-prompt-sections to improve prompt-cache reuse across CI runners.
  • C. Run in --bare mode and repeat all review criteria directly in the -p prompt for every invocation.
  • D. Replace the default prompt using --system-prompt-file ./CLAUDE.md, which bypasses default prompt assembly and loads only the project rules.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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