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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. Schema-guided outputs
            • 2. Prompt patterns for agents
              Topic 4: Claude Code Workflows & Configuration20%- Claude Code operational patterns
              • 1. Plan mode vs execution mode
                • 2. CI/CD and workflow integration
                  Topic 5: Agentic Architecture & Orchestration27%- Agentic loop design and execution lifecycle
                  • 1. Tool use decision flow (tool_use vs end_turn)
                    • 2. Multi-agent coordination and delegation patterns
                      - System orchestration patterns
                      • 1. Task decomposition strategies
                        • 2. Hub-and-spoke agent systems

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                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q26-Q31):

                          NEW QUESTION # 26
                          You are designing an MCP tool to look up customer orders. Which approach to tool descriptions is recommended to ensure reliable tool selection by Claude?

                          Answer: D


                          NEW QUESTION # 27
                          To prevent Claude from fabricating values when a requested field is absent from the source document, how should you engineer your JSON extraction schema?

                          Answer: C

                          Explanation:
                          If a field is strictly required but the data doesn't exist, the model may fabricate a value to satisfy the schema constraint. Making the field optional or nullable (e.g., allowing 'null') provides a valid escape hatch so the model can comply with the schema without hallucinating.


                          NEW QUESTION # 28
                          To extract metadata from a highly variable set of invoices, you use an enum field for document_type. How should you handle unexpected document types to maintain extraction quality?

                          Answer: D

                          Explanation:
                          To handle ambiguous or unexpected data during structured extraction, schemas should include an 'other' (or 'unclear') enum value paired with a detail string field. This prevents the model from forcing unexpected data into incorrect predefined categories.


                          NEW QUESTION # 29
                          You are integrating Claude Code into a GitHub Actions CI/CD pipeline to automate pull request reviews. Which flag combination must be used to ensure the process runs without hanging and produces machine-parseable output?

                          Answer: C

                          Explanation:
                          The -p (or -print) flag is required to run Claude Code in non-interactive mode for CIICD pipelines, preventing the process from hanging while waiting for user input. Combined with --output-format json, it provides structured output suitable for automated parsing.


                          NEW QUESTION # 30
                          You are analyzing a massive legacy codebase and want to explore an alternative, potentially destructive refactoring approach without polluting your main session's context window. Which session management feature should you use?

                          Answer: B

                          Explanation:
                          The fork_session feature creates a branched session for exploration that inherits the existing context but keeps subsequent interactions isolated. This allows you to explore divergent approaches safely without exploration noise polluting your main conversation context.


                          NEW QUESTION # 31
                          ......

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