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

CCA-F pass collection

Exam Code: CCA-F

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

Updated: Aug 09, 2026

Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

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

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

                                          1. Why is evaluation important after deploying a Claude application?

                                          A) It measures response quality against defined objectives.
                                          B) It permanently changes model parameters.
                                          C) It reduces network latency.
                                          D) It increases context size.


                                          2. Your control_device tool manages smart home devices through external APIs. When a device doesn't respond within the timeout period, the tool returns an error. Production logs show that the agent simply tells users "the device is not responding" without offering helpful next steps. Which error response structure would best enable the agent to provide useful follow-up?

                                          A) Set is_error: true with a message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.
                                          B) Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending.
                                          C) Set is_error: true with a structured technical error containing the device ID, timeout duration, and raw API response code for debugging purposes.
                                          D) Set is_error: true with a brief "Device offline" message and provide a separate tool the agent can call to retrieve context-specific troubleshooting suggestions.


                                          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 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 ~/.claude/skills/migrate-component/SKILL.md on each developer's machine
                                          C) In the project's.claude/settings.json using a skillOverrides entry to register and define the workflow
                                          D) In .claude/skills/migrate-component/SKILL.md at the project root, committed to version control


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

                                          A) Disable retrieval.
                                          B) Maximum temperature.
                                          C) One prompt for every scenario.
                                          D) Prompt routing based on request type.


                                          5. A customer raises three separate issues during one session: a refund inquiry (turns 1-15), a subscription question (turns 16-30), and a payment method update (turns 31-45). At turn 48, the customer asks "What happened with my refund?" The conversation is approaching context limits.
                                          What strategy best maintains the agent's ability to address all issues throughout the session?

                                          A) Extract and persist structured issue data (order IDs, amounts, statuses) into a separate context layer.
                                          B) Summarize earlier turns into a narrative description, preserving full message history only for the active issue.
                                          C) Rely on MCP tools to re-fetch relevant information on demand when the customer references earlier issues.
                                          D) Implement sliding window context that retains the most recent 30 turns.


                                          Solutions:

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

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