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

CCA-F real exams

Exam Code: CCA-F

Exam Name: Claude Certified Architect Foundations (CCA-F)

Updated: Sep 21, 2026

Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering & Structured Output20%- Structured data generation
  • 1. JSON schema enforcement
    • 2. Output validation and reliability
      - Advanced prompting techniques
      • 1. System prompts and role framing
        • 2. Few-shot and chain-of-thought prompting
          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. Tool descriptions and selection logic
                        • 2. Error handling and validation
                          Topic 4: Claude Code Configuration & Workflows20%- Configuration files and structure
                          • 1. Custom commands and workflows
                            • 2. CLAUDE.md and rules system
                              - CI/CD and development integration
                              • 1. Plan mode vs direct execution
                                • 2. Pipeline automation and review
                                  Topic 5: Agentic Architecture & Orchestration27%- Agent design patterns
                                  • 1. Hub-and-spoke multi-agent systems
                                    • 2. Agent loops and control flow
                                      - Anthropic Agent SDK usage
                                      • 1. Session state and context handling
                                        • 2. Task spawning and tool management

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

                                          Question #1

                                          A chatbot frequently receives greetings, policy questions, and technical support requests. Which architecture improves maintainability?

                                          • A. Prompt routing based on request type.
                                          • B. One prompt for every scenario.
                                          • C. Disable retrieval.
                                          • D. Maximum temperature.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

                                          Question #2

                                          Which statement BEST describes Retrieval-Augmented Generation?

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

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

                                          Question #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.
                                          A critical bug is affecting production users. Error logs show exceptions in the OrderProcessing module with a clear stack trace pointing to a specific function. You haven't worked with this module before. What's the most effective approach?

                                          • A. Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
                                          • B. Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
                                          • C. Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.
                                          • D. Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

                                          Question #4

                                          A retail organization observes that Claude occasionally gives different wording when summarizing identical customer reviews. The summaries remain accurate. What is the MOST likely explanation?

                                          • A. Large language models are probabilistic.
                                          • B. Retrieval failed.
                                          • C. Claude is malfunctioning.
                                          • D. The API returned cached responses.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

                                          Question #5

                                          When the agent calls lookup_order and receives order details showing the item was purchased
                                          45 days ago, how does the agentic loop determine whether to call process_refund or escalate_to_human next?

                                          • A. The order details are added to the conversation and the model reasons about which action to take.
                                          • B. The agent executes the remaining steps in a tool sequence planned at the start of the request.
                                          • C. The agent follows a pre-configured decision tree mapping order attributes to specific tool calls.
                                          • D. The orchestration layer automatically routes to the next tool based on the order's status field.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

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