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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Context Management & Reliability15%- Long-context optimization
  • 1. Reliability and retry strategies
    • 2. Context window management
      Topic 2: Tool Design & MCP Integration18%- Model Context Protocol (MCP)
      • 1. Tool schema design
        • 2. MCP client/server integration patterns
          Topic 3: Prompt Engineering & Structured Output20%- Reliable structured generation
          • 1. Prompt patterns for agents
            • 2. Schema-guided outputs
              Topic 4: Agentic Architecture & Orchestration27%- System orchestration patterns
              • 1. Hub-and-spoke agent systems
                • 2. Task decomposition strategies
                  - Agentic loop design and execution lifecycle
                  • 1. Multi-agent coordination and delegation patterns
                    • 2. Tool use decision flow (tool_use vs end_turn)
                      Topic 5: Claude Code Workflows & Configuration20%- Claude Code operational patterns
                      • 1. Plan mode vs execution mode
                        • 2. CI/CD and workflow integration

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

                          1. After investigating a billing dispute over 25+ turns, you've identified that duplicate charges occurred due to a payment gateway timeout triggering retry logic. The required refund ($847) exceeds your $500 authorization limit You need to call escalate_to_human, and the human agent won't have access to your conversation transcript. What context should you pass to enable effective resolution?

                          A) A structured summary: customer ID, root cause, refund amount, and recommended action.
                          B) The customer's original complaint verbatim plus the tool result excerpts showing duplicate transactions.
                          C) Your diagnosis and the refund amount only.
                          D) The complete conversation transcript with all tool results.


                          2. 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 wants Claude to follow a detailed code review checklist (8 items covering API changes, test coverage, documentation, security, etc.) when reviewing pull requests. The team also uses Claude extensively for other tasks: writing new features, debugging production issues, and generating documentation. Currently, developers paste the checklist at the start of each review session. Which approach best addresses this workflow need?

                          A) Create a /review slash command containing the checklist, invoked when starting reviews.
                          B) Add the checklist to the project's CLAUDE.md file under a "Code Review" section.
                          C) Configure plan mode as the default for code review sessions.
                          D) Create a dedicated review subagent with the checklist embedded in its configuration.


                          3. Your multi-agent research pipeline crashed after processing12 of 28 documents. The web search agent had identified relevant sources, the document analyzer had partially completed extraction, and the synthesizer had begun pattern identification. You need to resume processing without repeating work or losing fidelity of prior findings. What state management approach best balances information fidelity with context efficiency when restoring agent state?

                          A) Index all agent outputs in a shared vector store. When resuming, each agent queries the store using semantic search to retrieve relevant prior findings.
                          B) Have each agent persist a structured export to a known location. On resume, the coordinator loads the manifest and injects relevant state into agent prompts.
                          C) Persist the coordinator's conversation log containing all task delegations and responses, providing this to agents when resuming.
                          D) Have each agent maintain its own persistent state file and reload it independently at the start of each session.


                          4. The coordinator provides detailed step-by-step instructions to the web search subagent, specifying exact search queries, source priorities, and date filters. Production monitoring reveals three issues: (1) the subagent reports "insufficient results" rather than trying alternative approaches when pre-specified searches fail, (2) research quality drops for emerging topics that don't match expected patterns, and (3) the subagent rarely surfaces valuable tangential sources.
                          What's the most effective way to improve subagent adaptability?

                          A) Specify research goals and quality criteria (coverage breadth, source diversity, recency) rather than procedural steps, letting the subagent determine its search strategy.
                          B) Implement a topic classification step where the coordinator categorizes requests as "well-defined" or "exploratory" and uses different instruction styles for each category.
                          C) Remove procedural details entirely, delegating with simple goals like "research X thoroughly" and relying on the subagent's general capabilities.
                          D) Add explicit fallback directives to the detailed instructions: "If specified searches yield fewer than N results, attempt alternative query formulations before reporting failure."


                          5. 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've asked Claude to write a data migration script, but the initial output doesn't correctly handle records with null values in required fields. What's the most effective way to iterate toward a working solution?

                          A) Manually edit the generated code to fix the null handling, then continue working with Claude on other parts.
                          B) Add "think harder about edge cases" to your prompt and request a complete rewrite of the migration logic.
                          C) Provide a test case with example input containing null values and the expected output, then ask Claude to fix it.
                          D) Describe the null value problem in detail and ask Claude to regenerate the entire script with improved edge case handling.


                          Solutions:

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

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