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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Agentic Architecture & Orchestration27%- Anthropic Agent SDK usage
  • 1. Task spawning and tool management
    • 2. Session state and context handling
      - Agent design patterns
      • 1. Hub-and-spoke multi-agent systems
        • 2. Agent loops and control flow
          Topic 2: 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 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: Context Management & Responsible AI15%- Context window optimization
                          • 1. Token management and truncation strategies
                            • 2. Context retention and summarization
                              - Safety and compliance
                              • 1. Constitutional AI principles
                                • 2. Refusal handling and risk mitigation
                                  Topic 5: Prompt Engineering & Structured Output20%- Advanced prompting techniques
                                  • 1. System prompts and role framing
                                    • 2. Few-shot and chain-of-thought prompting
                                      - Structured data generation
                                      • 1. JSON schema enforcement
                                        • 2. Output validation and reliability

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

                                          1. Your product search tool queries an external catalog API and returns matching items. In production, you observe the agent frequently retries searches immediately after receiving zero results, treating "no matches found" as a failure requiring retry. The external API returns HTTP 200 with an empty results array - a valid response. How should you restructure the tool's result to help the agent correctly interpret empty result sets?

                                          A) Add a suggestions field containing alternative search strategies when results are empty, helping guide the agent toward more productive follow-up queries.
                                          B) Return a natural language string describing the outcome, allowing the agent to interpret the result contextually based on the message content.
                                          C) Return a result object with isError: true and a message explaining no products matched.
                                          D) Return a structured result with a success boolean and results array, reserving isError: true for actual execution failures only.


                                          2. A company wants Claude to summarize thousands of support tickets efficiently. Which design scales BEST?

                                          A) Send all tickets in one request.
                                          B) Increase temperature.
                                          C) Process tickets individually and combine summaries.
                                          D) Remove system prompts.


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


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

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


                                          5. An enterprise wants Claude responses to remain professional across every interaction. Where should tone instructions primarily reside?

                                          A) System prompt
                                          B) User prompt only
                                          C) API key description
                                          D) Retrieved documents


                                          Solutions:

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

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