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Anthropic CCA-F exam : Claude Certified Architect Foundations (CCA-F)

CCA-F Exam Questions
  • Exam Code: CCA-F
  • Exam Name: Claude Certified Architect Foundations (CCA-F)
  • Updated: Aug 06, 2026
  • Q & A: 112 Questions and Answers
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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Agentic Architecture & Orchestration27%- Agent design patterns
  • 1. Agent loops and control flow
    • 2. Hub-and-spoke multi-agent systems
      - Anthropic Agent SDK usage
      • 1. Session state and context handling
        • 2. Task spawning and tool management
          Topic 2: Context Management & Responsible AI15%- Safety and compliance
          • 1. Refusal handling and risk mitigation
            • 2. Constitutional AI principles
              - Context window optimization
              • 1. Context retention and summarization
                • 2. Token management and truncation strategies
                  Topic 3: Tool Design & MCP Integration18%- Model Context Protocol (MCP)
                  • 1. Tools, resources, and prompts integration
                    • 2. MCP server and client setup
                      - Tool definition and best practices
                      • 1. Error handling and validation
                        • 2. Tool descriptions and selection logic
                          Topic 4: Claude Code Configuration & Workflows20%- Configuration files and structure
                          • 1. CLAUDE.md and rules system
                            • 2. Custom commands and workflows
                              - CI/CD and development integration
                              • 1. Pipeline automation and review
                                • 2. Plan mode vs direct execution
                                  Topic 5: Prompt Engineering & Structured Output20%- Advanced prompting techniques
                                  • 1. Few-shot and chain-of-thought prompting
                                    • 2. System prompts and role framing
                                      - Structured data generation
                                      • 1. JSON schema enforcement
                                        • 2. Output validation and reliability

                                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

                                          1. 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) Limit the assistant to one clarifying question per turn, using conversation history to accumulate answers over multiple exchanges rather than requesting everything upfront.
                                          B) 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.
                                          C) 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.
                                          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.


                                          2. 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 need to add a date validation check ensuring event dates are in the future. This requires adding a conditional statement to one existing function in a single file. What is the most appropriate approach?

                                          A) Enter plan mode to analyze how the validation might impact other parts of the reservation flow.
                                          B) Start with extended thinking mode enabled to ensure thorough reasoning about the validation logic.
                                          C) Use direct execution to make the change.
                                          D) Enter plan mode first to create a detailed implementation strategy before making the change.


                                          3. 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 has connected a custom MCP server that provides DevOps workflow templates. The server exposes several MCP prompts (such as deploy_checklist and incident_response) in addition to tools. How do these MCP prompts become accessible within Claude Code?

                                          A) They are surfaced as @-mentionable resources alongside files, fetched and attached to your message when referenced.
                                          B) They are added to Claude Code's tool registry alongside the server's tools, invoked automatically by the model when relevant to the task.
                                          C) They are automatically prepended to every conversation as additional system-level context, influencing Claude's behavior throughout the session.
                                          D) They appear as slash commands (e.g., mcp_servername_deploy_checklist) that you can invoke, with arguments passed after the command name.


                                          4. A financial services company plans to integrate Claude into an internal document analysis platform. The architects want to minimize exposure of confidential client information while maintaining high-quality responses. Which approach BEST aligns with Anthropic's recommended architecture?

                                          A) Store every prompt permanently for auditing.
                                          B) Send every document without preprocessing to maximize context.
                                          C) Replace Claude with a smaller local model regardless of task complexity.
                                          D) Remove unnecessary sensitive information before sending prompts whenever possible.


                                          5. An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?

                                          A) Temperature
                                          B) Context window
                                          C) Prompt length
                                          D) Max tokens


                                          Solutions:

                                          Question # 1
                                          Answer: B
                                          Question # 2
                                          Answer: C
                                          Question # 3
                                          Answer: D
                                          Question # 4
                                          Answer: D
                                          Question # 5
                                          Answer: A

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