有用的CCA-F PDF題庫|高通過率的考試材料|100%合格率的CCA-F:Claude Certified Architect Foundations (CCA-F)

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Prompt Engineering & Structured Output20%- Structured data generation
  • 1. Output validation and reliability
    • 2. JSON schema enforcement
      - Advanced prompting techniques
      • 1. System prompts and role framing
        • 2. Few-shot and chain-of-thought prompting
          Agentic Architecture & Orchestration27%- Anthropic Agent SDK usage
          • 1. Session state and context handling
            • 2. Task spawning and tool management
              - Agent design patterns
              • 1. Hub-and-spoke multi-agent systems
                • 2. Agent loops and control flow
                  Claude Code Configuration & Workflows20%- CI/CD and development integration
                  • 1. Pipeline automation and review
                    • 2. Plan mode vs direct execution
                      - Configuration files and structure
                      • 1. CLAUDE.md and rules system
                        • 2. Custom commands and workflows
                          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. Tool descriptions and selection logic
                                • 2. Error handling and validation
                                  Context Management & Responsible AI15%- Safety and compliance
                                  • 1. Refusal handling and risk mitigation
                                    • 2. Constitutional AI principles
                                      - Context window optimization
                                      • 1. Context retention and summarization
                                        • 2. Token management and truncation strategies

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                                          最新的 Claude Certified Architect CCA-F 免費考試真題 (Q23-Q28):

                                          問題 #23
                                          An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?

                                          答案:C


                                          問題 #24
                                          What is the primary architectural advantage of using glob-pattern rules in a . claude/rules/ file rather than placing a CLAUDE. md file in a subdirectory?

                                          答案:B

                                          解題說明:
                                          The advantage of glob-pattern rules over directory-level CLAUDE.md files is that they can apply conventions to files spread across the codebase by type regardless of directory location (e.g., test files located next to components). Subdirectory CLAUDE.md files only apply to that specific directory and its children.


                                          問題 #25
                                          Your control_device tool manages smart home devices through external APIs. When a device doesn't respond within the timeout period, the tool returns an error. Production logs show that the agent simply tells users "the device is not responding" without offering helpful next steps. Which error response structure would best enable the agent to provide useful follow-up?

                                          答案:B


                                          問題 #26
                                          How does a coordinator agent most efficiently execute multiple subagents in parallel to accelerate a research pipeline?

                                          答案:C

                                          解題說明:
                                          Spawning parallel subagents is effectively accomplished by emitting multiple Task tool calls in a single coordinator response rather than across separate turns. This allows the system to process the corresponding subtasks simultaneously.


                                          問題 #27
                                          You've configured the system so that all four subagents have access to the complete set of
                                          18 tools. During testing, agents frequently call tools outside their specialization - the synthesis agent attempts web searches, and the report generator tries to analyze documents. What is the primary cause of this poor tool selection behavior?

                                          答案:C

                                          解題說明:
                                          Providing all agents with access to a large set of tools increases the cognitive load for tool selection. When the number of options grows beyond a manageable threshold, agents are more likely to misuse tools outside their specialization, reducing efficiency and accuracy.


                                          問題 #28
                                          ......

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