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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Tool Design & MCP Integration18%- Tool definition and best practices
  • 1. Error handling and validation
    • 2. Tool descriptions and selection logic
      - Model Context Protocol (MCP)
      • 1. MCP server and client setup
        • 2. Tools, resources, and prompts integration
          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. Plan mode vs direct execution
                • 2. Pipeline automation and review
                  Topic 3: Context Management & Responsible AI15%- Context window optimization
                  • 1. Context retention and summarization
                    • 2. Token management and truncation strategies
                      - Safety and compliance
                      • 1. Refusal handling and risk mitigation
                        • 2. Constitutional AI principles
                          Topic 4: Agentic Architecture & Orchestration27%- Agent design patterns
                          • 1. Agent loops and control flow
                            • 2. Hub-and-spoke multi-agent systems
                              - Anthropic Agent SDK usage
                              • 1. Task spawning and tool management
                                • 2. Session state and context handling
                                  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. 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 caching layer for API responses to speed up the /products endpoint. You have a rough idea-Redis with a 5-minute TTL-but you're new to production caching and aren't sure what other considerations a robust implementation requires. What's the most effective way to start your iterative workflow?

                                          A) Write a specification with your known requirements and "TBD" markers for uncertain areas, having Claude propose solutions for each TBD as it implements.
                                          B) Use plan mode to analyze the current/products endpoint implementation, then provide your caching requirements once Claude explains how the existing code is structured.
                                          C) Ask Claude to interview you about the caching requirements before implementing, surfacing considerations like invalidation strategies, cache layers, consistency guarantees, and failure modes.
                                          D) Start with a minimal request: "Add Redis caching to /products with 5-minute TTL." Add features and fix issues through follow-up prompts as problems surface during testing.


                                          2. Claude produces occasional factual inaccuracies despite clear prompts. Which architectural enhancement is MOST effective?

                                          A) Add grounding through trusted retrieval.
                                          B) Increase temperature.
                                          C) Shorten responses only.
                                          D) Remove examples.


                                          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. You are building a customer support resolution agent using the Claude Agent SDK. The agent handles high-ambiguity requests like returns, billing disputes, and account issues. It has access to your backend systems through custom Model Context Protocol (MCP) tools ( get_customer, lookup_order , process_refund , escalate_to_human ). Your target is 80%+ first-contact resolution while knowing when to escalate.
                                          After expanding the agent's MCP tools with delivery-specific capabilities ( check_delivery_status , contact_driver , issue_credit , apply_promo_code , update_delivery_address , reschedule delivery ), the total tool count has grown from 4 to 10. Your evaluation suite shows tool selection accuracy has dropped from 88% to 71%. Log analysis reveals the majority of errors involve the agent selecting between semantically overlapping tools - calling issue_credit when process_refund was correct, and calling check_delivery_status when lookup_order already returns the needed data. Which approach structurally eliminates the semantic overlap identified in the logs as the error source?

                                          A) Split the tools across two sub-agents - a "financial resolution" agent with process_refund , issue_credit ,and apply_promo_code , and a "delivery operations" agent with the remaining delivery tools - with a coordinator routing between them.
                                          B) Add few-shot examples to the system prompt demonstrating correct selection for each ambiguous tool pair, such as showing when issue_credit applies versus when process_refund is appropriate.
                                          C) Enable the tool search tool with defer_loading on the six new tools, keeping the original four always loaded, so the agent dynamically discovers specialized tools only when needed.
                                          D) Consolidate semantically overlapping tools - merge issue_credit and process_refund into a single resolve_compensation tool with an action parameter, and fold check_delivery_status into lookup_order with an optional include_tracking flag.


                                          5. An application frequently repeats the same background instructions in every API request. What is a potential downside?

                                          A) Lower reliability.
                                          B) Increased hallucinations only.
                                          C) Reduced model capability.
                                          D) Higher token usage and cost.


                                          Solutions:

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

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