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Anthropic CCAR-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering & Structured Output20%- Structured output generation and validation
- Prompt design strategies
- Improving Claude response quality and consistency
Topic 2: Context Management & Reliability15%- Evaluation and reliability strategies
- Production deployment considerations
- Managing context windows and information flow
Topic 3: Agentic Architecture & Orchestration27%- Selecting appropriate Claude architectures
- Agent coordination and orchestration patterns
- Designing agentic systems and workflows
Topic 4: Tool Design & MCP Integration18%- Tool safety, reliability, and usability
- Designing effective tools for Claude applications
- Model Context Protocol (MCP) concepts and integration
Topic 5: Claude Code Configuration & Workflows20%- Integrating Claude Code into development processes
- Claude Code usage and configuration
- Developer productivity workflows

Anthropic Claude Certified Architect - Foundations Sample Questions:

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.
After adding an MCP server with specialized code refactoring tools (extract_function, rename_variable, inline_function), You notice the agent still uses basic text manipulation via Write and Bash sed commands for refactoring tasks. The MCP server is connected and healthy.
Examining the configuration, you find each MCP tool has a minimal description like
"extract_function: Extracts a function from code."
What's the most effective way to improve adoption of the MCP refactoring tools?

  • A. Implement a request classifier that detects refactoring intent and automatically routes those requests to the MCP server before the agent processes them.
  • B. Remove the Write tool from the agent's configuration for refactoring sessions so it must use the MCP tools for code modifications.
  • C. Accept this as expected behavior since simpler tools like sed are more predictable than specialized refactoring tools.
  • D. Enhance the MCP tool descriptions to explain when each tool is preferable to text manipulation and clarify expected inputs and outputs.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

The minimal descriptions do not distinguish the specialized refactoring tools from general- purpose Write or Bash. Anthropic recommends detailed descriptions that specify what a tool does, when to use it, when not to use it, and its inputs and outputs.

Your test-generation process produces unit tests for new code, but reviews show that 55% are low-value: trivial assertions that verify only that functions do not throw exceptions, tests that duplicate existing coverage, or tests that ignore your team's fixture conventions. How should you reduce the rate of low-value tests being generated in the first place?

  • A. Restrict test generation to directories where historical quality metrics show higher acceptance rates, disabling it in areas where generated tests consistently require substantial editing.
  • B. Implement two-phase generation in which a second Claude call scores every test against quality criteria and filters out low-scoring tests before presenting them to developers.
  • C. Document your testing standards in CLAUDE.md, including valuable-test criteria, available fixtures and their intended uses, and examples distinguishing meaningful behavioural tests from trivial assertions.
  • D. Add post-generation coverage analysis that automatically filters out every generated test that does not increase line coverage beyond the existing test suite.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

The failures reflect missing project-specific knowledge: Claude does not know which fixtures are preferred, what the existing suite already covers, or what the team considers meaningful behaviour. Option C provides this information as persistent project context before test generation begins. This changes generation quality at the source instead of filtering weak tests after spending tokens to produce them.
Anthropic's CLAUDE.md documentation recommends storing shared build and test commands, coding standards, architectural decisions, conventions, and common workflows in a project CLAUDE.md. Testing guidance can define required behavioural assertions, fixture selection rules, duplication checks, naming conventions, and representative examples of acceptable and unacceptable tests.

Production logs show that when the agent handles complex billing disputes requiring 6+ tool calls, it sometimes exhausts its max_turns limit after gathering data but before completing resolution or escalating. The team's goal is to guarantee that every customer interaction ends with either a completed resolution or a human handoff, regardless of how the agent loop terminates. Which approach achieves this guarantee?

  • A. Add system prompt instructions telling the agent to call escalate_to_human with a summary of its findings whenever it determines it cannot complete resolution within its remaining actions.
  • B. Split the workflow into two sequential agent invocations - a first agent gathers information via get_customer and lookup_order, then a second agent receives that data and handles process_refund or escalate_to_human, each with separate turn budgets.
  • C. Add orchestration-layer code that checks the agent's outcome after each loop termination - if the loop ended without a completed resolution or escalation, programmatically call escalate_to_human with the accumulated conversation context and tool results.
  • D. Implement a pre-tool-use hook that counts tool invocations and terminates the loop with an automatic escalation once the agent reaches 80% of its max_turns limit.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

A system prompt cannot guarantee compliance, and turn-count hooks may escalate prematurely.
An orchestration-level fallback runs regardless of why the agent loop stopped, ensuring every interaction ends in either resolution or human escalation.

An application frequently repeats the same background instructions in every API request. What is a potential downside?

  • A. Lower reliability.
  • B. Higher token usage and cost.
  • C. Reduced model capability.
  • D. Increased hallucinations only.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Repeated instructions consume additional input tokens on every request, increasing cost and latency. Consolidating stable guidance into reusable prompt templates can improve efficiency while preserving consistent model behavior.

A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?

  • A. Reveal the prompt.
  • B. Partially reveal hidden instructions.
  • C. Follow higher-priority instructions and refuse.
  • D. Generate random text.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Claude follows instruction hierarchy, where system-level instructions override conflicting user requests. Attempts to expose confidential prompts or internal instructions should be declined to protect application integrity and security.

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