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Anthropic CCA-F Practice Q&A's

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering & Structured Output20%- Instruction design
  • 1. Few-shot prompting strategies
    • 2. Deterministic output formatting (e.g., JSON)
      - Tool-augmented prompting
      • 1. Tool-use driven reasoning patterns
        • 2. Validation and retry loops
          Topic 2: Tool Design & MCP Integration18%- Model Context Protocol (MCP)
          • 1. Tool selection and routing strategies
            • 2. MCP server integration patterns
              - Tool interface design
              • 1. Clear tool descriptions and boundaries
                • 2. Structured tool input/output schemas
                  Topic 3: Context Management & Reliability15%- Context window optimization
                  • 1. Managing long conversation degradation
                    • 2. "Lost in the middle" mitigation strategies
                      - System reliability
                      • 1. Escalation strategies (fail vs retry vs human)
                        • 2. Error propagation handling
                          Topic 4: Claude Code Configuration & Workflows20%- Claude Code configuration
                          • 1. CLAUDE.md hierarchy and scoping
                            • 2. Project-level vs user-level configuration
                              - CI/CD and workflow integration
                              • 1. Automated pipeline integration
                                • 2. Command vs plan mode usage
                                  Topic 5: Agentic Architecture & Orchestration27%- Multi-agent orchestration
                                  • 1. Parallel task decomposition
                                    • 2. Coordinator / sub-agent patterns
                                      - Agentic loops & lifecycle design
                                      • 1. Stop reason handling and control flow
                                        • 2. Tool use loop execution (request → tool_use → result → next step)

                                          Anthropic Claude Certified Architect Foundations (CCA-F) 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 new payment processing module that must follow your project's established patterns for database transactions, error handling, and audit logging. You've identified three existing modules that exemplify these patterns: db_utils.py, error_handlers.py, and audit_logger.py. This is a one-off integration task - these patterns are well-documented in your team wiki and don't need additional project-level documentation. What's the most effective approach?

                                          • A. Add documentation of each pattern to your CLAUDE.md file, establishing them as project conventions that Claude will apply automatically.
                                          • B. Describe the patterns from the three modules in natural language in your prompt, explaining the transaction handling approach, error format, and logging conventions Claude should follow.
                                          • C. Ask Claude to explore your codebase to find and understand the transaction, error handling, and logging patterns before generating the new module.
                                          • D. Use @ references to include the three modules directly in your prompt, giving Claude concrete code examples of the patterns to follow.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

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                                          Question #2

                                          Which statement BEST describes Retrieval-Augmented Generation?

                                          • A. It changes token pricing.
                                          • B. It compresses model weights.
                                          • C. It permanently retrains Claude.
                                          • D. It supplies relevant external knowledge during inference.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

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                                          Question #3

                                          When implementing your lookup_order MCP tool, the backend sometimes returns errors (e.g.,
                                          "Order not found" or temporary database failures). What is the correct pattern for communicating these errors back to the agent?

                                          • A. Log the error server-side and return an empty result to avoid confusing the model
                                          • B. Return the error message in the tool result content with the isError flag set to true
                                          • C. Throw an exception from the tool handler so the agent framework can catch and log it
                                          • D. Return a success response with a "status" field indicating the error type
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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                                          Question #4

                                          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.
                                          Your team frequently migrates React components to Vue. You've written a step-by-step workflow for Claude Code to follow during each migration, and you want every developer on the team to invoke it by typing /migrate-component. The workflow should stay in sync as the team iterates on it. Where should you place the skill file?

                                          • A. As a detailed instruction block in the project's root CLAUDE.md file
                                          • B. In the project's.claude/settings.json using a skillOverrides entry to register and define the workflow
                                          • C. In .claude/skills/migrate-component/SKILL.md at the project root, committed to version control
                                          • D. In ~/.claude/skills/migrate-component/SKILL.md on each developer's machine
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

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                                          Question #5

                                          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.
                                          Your team's CLAUDE.md includes a rule: "Use 4-space indentation and always run Prettier formatting." Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting - sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis ("IMPORTANT: You MUST use Prettier formatting") reduces violations to about 15%, but doesn't eliminate them. What is the most effective way to ensure all generated code is consistently formatted?

                                          • A. Split the formatting rules into path-scoped .claude/rules/files that load when Claude works on matching file types.
                                          • B. Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.
                                          • C. Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.
                                          • D. Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

                                          Explanation: Only visible for PracticeMaterial members. You can sign-up / login (it's free).

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