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:
| Section | Weight | Objectives |
|---|
| Prompt Engineering & Structured Output | 20% | - 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 & Orchestration | 27% | - 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 & Workflows | 20% | - 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 Integration | 18% | - 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 AI | 15% | - 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?
- A. Context window
- B. Max tokens
- C. Temperature
- D. Prompt length
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?
- A. Glob patterns disable Claude's semantic inference, forcing it to use exact keyword matching for all prompts.
- B. Glob patterns allow conventions to apply to files by type regardless of their directory location, which is essential for conventions that span multiple directories.
- C. Glob patterns automatically apply the rules to the global system-level /etc/c1aude/CLAUDE .md configuration.
- D. Glob patterns bypass the Model Context Protocol (MCP) server requirements for fetching dynamic rules.
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?
- A. Set is_error: true with a structured technical error containing the device ID, timeout duration, and raw API response code for debugging purposes.
- B. Set is_error: true with a message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.
- C. Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending.
- D. Set is_error: true with a brief "Device offline" message and provide a separate tool the agent can call to retrieve context-specific troubleshooting suggestions.
答案:B
問題 #26
How does a coordinator agent most efficiently execute multiple subagents in parallel to accelerate a research pipeline?
- A. By setting tool _choice: 'any" alongside parallel threading parameters.
- B. By invoking the fork_session command across different isolated branches sequentially.
- C. By emitting multiple Task tool calls within a single coordinator response.
- D. By calling the parallel_execute method natively provided in the Claude Agent SDK.
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?
- A. The agents' role descriptions in their system prompts conflict with having access to tools outside that role.
- B. The coordinator cannot track which capabilities each subagent has, leading to misrouted tasks.
- C. Choosing from 18 tools instead of 4-5 relevant ones increases decision complexity beyond reliable selection thresholds.
- D. The tool definitions consume too much context window space, leaving insufficient room for task content.
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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