Anthropic Claude Certified Architect CCAR-F
考試編碼: CCAR-F
考試名稱: Claude Certified Architect – Foundations
檢查更新時間: 2026-07-15
問題數量: 62 題
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最新的 Claude Certified Architect CCAR-F 免費考試真題:
1. 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.
Your code review assistant needs to analyze pull requests and provide feedback on three aspects: code style compliance, potential security issues, and documentation completeness. Each aspect requires reading files, running analysis tools, and generating a report section. The review process follows the same three-step workflow for every PR.
Which task decomposition pattern is most appropriate for this workflow?
A) Orchestrator-workers-have a central LLM analyze each PR to dynamically determine which checks are needed, then delegate to specialized worker LLMs for each identified subtask.
B) Prompt chaining-break the review into sequential steps where each aspect (style, security, documentation) is analyzed separately, with outputs combined in a final synthesis step.
C) Routing-classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.
D) Single comprehensive prompt-include all three instructions in one prompt and let the model handle all three aspects simultaneously.
2. You are building a customer support resolution agent using the Claude Agent SDK. The agent handles high- ambiguity requests like returns, billing disputes, and account issues. It has access to your backend systems through custom Model Context Protocol (MCP) tools ( get_customer , lookup_order , process_refund , escalate_to_human ). Your target is 80%+ first-contact resolution while knowing when to escalate.
During a billing dispute resolution, your agent successfully retrieves customer info via get_customer and order details via lookup_order , but when attempting to call process_refund , the tool returns a timeout error.
The agent has enough information to explain the charges and verify refund eligibility, but cannot actually process the refund due to the backend failure.
What approach best balances first-contact resolution with appropriate error handling?
A) Explain the billing, confirm refund eligibility, acknowledge the system issue preventing immediate processing, and offer escalation or retry later.
B) Confirm the refund will be processed and close the conversation, since the system has all necessary information to complete it automatically.
C) Escalate immediately to a human agent since the refund action cannot be completed.
D) Implement automatic retries with exponential backoff for process_refund , keeping the conversation open until the refund is successfully processed.
3. You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JavaScript Object Notation (JSON) schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.
Your extraction pipeline processes restaurant menus and must output structured JSON with fields for item names, descriptions, prices, and dietary tags. Some menus use inconsistent formatting-prices as "$12" vs
"12.00", dietary info as icons vs text.
What's the most reliable approach?
A) Request multiple extraction attempts per document and select the most common format.
B) Extract data as-is and normalize formats in post-processing code after Claude returns.
C) Define a strict output schema and include format normalization rules in your prompt.
D) Use separate extraction calls for each field to ensure consistent handling of each type.
4. You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JavaScript Object Notation (JSON) schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.
Your extraction pipeline processes contracts that frequently include amendments. When a contract contains both original terms and later amendments (e.g., original clause specifies "30-day payment terms" while Amendment 1 changes this to "45 days"), the model inconsistently extracts one value or the other with no indication of which applies.
What's the most effective approach to improve extraction accuracy for documents with amendments?
A) Preprocess documents with a classifier that identifies and removes superseded sections before the main extraction step.
B) Add prompt instructions to always extract the most recent amendment value and ignore superseded original terms.
C) Implement post-extraction validation using pattern matching to detect amendments and flag those extractions for manual review.
D) Redesign the schema so amended fields capture multiple values, each with source location and effective date.
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're implementing a new payment processing module that must follow your project's established patterns for database transactions, error handling, and audit logging. You've identified three existing modules that exemplify these patterns: db_utils.py , error_handlers.py , and audit_logger.py . This is a one-off integration task-these patterns are well-documented in your team wiki and don't need additional project-level documentation.
What's the most effective approach?
A) Add documentation of each pattern to your CLAUDE.md file, establishing them as project conventions that Claude will apply automatically.
B) Ask Claude to explore your codebase to find and understand the transaction, error handling, and logging patterns before generating the new module.
C) Use @ references to include the three modules directly in your prompt, giving Claude concrete code examples of the patterns to follow.
D) Describe the patterns from the three modules in natural language in your prompt, explaining the transaction handling approach, error format, and logging conventions Claude should follow.
問題與答案:
| 問題 #1 答案: B | 問題 #2 答案: A | 問題 #3 答案: B | 問題 #4 答案: D | 問題 #5 答案: C |
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客戶反饋- 已通過我的 CCAR-F 考試,即使在很短的時間內,我也能很容易的做好考試準備,并一次通過它,這多虧了有你們提供的考試題庫。
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- 感謝你們提供的PDF版本的考試題庫,讓我滿分通過了我的CCAR-F考試,很高興我能在網上找到TestPDF網站,它對我的幫助很大。
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- 我參加了CCAR-F考試,通過使用TestPDF網站的考試資料,我順利一次通過了考試,感謝你們的幫助。
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