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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
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
          Claude Code Configuration & Workflows20%- Claude Code configuration
          • 1. CLAUDE.md hierarchy and scoping
            • 2. Project-level vs user-level configuration
              - CI/CD and workflow integration
              • 1. Command vs plan mode usage
                • 2. Automated pipeline integration
                  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
                          Agentic Architecture & Orchestration27%- Multi-agent orchestration
                          • 1. Parallel task decomposition
                            • 2. Coordinator / sub-agent patterns
                              - Agentic loops & lifecycle design
                              • 1. Stop reason handling and control flow
                                • 2. Tool use loop execution (request → tool_use → result → next step)
                                  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

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

                                          You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
                                          An engineer asks the agent to understand how the caching layer works before adding a new cache invalidation trigger. After initial Grep searches, the agent has identified that caching logic spans 15 files including decorators, middleware, and service classes (~8,000 lines total). What's the most effective next step for building understanding while managing context constraints?

                                          • A. Use Grep to search for "invalidate" and "expire" patterns across all files, then Read only those specific line ranges with minimal surrounding context.
                                          • B. Analyze imports and class hierarchies to identify the base cache class, Read that file to understand the interface, then trace specific invalidation implementations.
                                          • C. Use Glob to find files matching common caching patterns (cache.py, caching/), prioritize the largest files by reading them first, then check smaller files for gaps.
                                          • D. Use the Read tool to sequentially load all 15 files, building complete understanding across the full caching implementation.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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

                                          The agent verifies customer identity through a multi-step process before resetting passwords.
                                          During testing, you notice that after the customer answers the third verification question, the agent asks them to provide their name again, as if the earlier exchange never happened. What's the most likely cause of this behavior?

                                          • A. Claude's memory retention is limited to two conversational turns by default, requiring explicit configuration to extend it.
                                          • B. The conversation history isn't being passed in subsequent API requests.
                                          • C. The verification tool is clearing the agent's internal state after each successful validation step.
                                          • D. The prompt lacks instructions telling Claude to remember information across multiple exchanges.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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

                                          Which prompt revision is MOST likely to improve output quality?

                                          • A. "Summarize this."
                                          • B. Include objective, context, constraints, and expected format.
                                          • C. Use only uppercase letters.
                                          • D. "Help me."
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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

                                          Your agent is handling a billing dispute. After calling get_customer and lookup_order, it identifies that the dispute involves a promotional pricing error requiring manager approval - beyond the agent's authorization level. How should the workflow handle this mid-process escalation?

                                          • A. Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.
                                          • B. Call escalate_to_human passing only the customer's original message.
                                          • C. Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.
                                          • D. Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: D  🗳️

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

                                          After the web search and document analysis subagents complete their tasks, the coordinator needs to spawn the synthesis subagent to synthesize the findings. What is the correct approach for providing the synthesis subagent with the information it needs?

                                          • A. Spawn the subagent with only a brief task description, relying on automatic context inheritance from the coordinator
                                          • B. Include the complete findings from both subagents directly in the synthesis subagent's prompt
                                          • C. Provide the subagent with tool definitions that allow it to request outputs from other subagents via callbacks
                                          • D. Pass reference identifiers and configure the subagent with read access to a shared memory store where other subagents deposited their results
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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

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