CCA-F퍼펙트덤프샘플문제다운완벽한시험최신기출문제

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Tool Design & MCP Integration	18%	- Tool interface design 1. Structured tool input/output schemas 2. Clear tool descriptions and boundaries - Model Context Protocol (MCP) 1. Tool selection and routing strategies 2. MCP server integration patterns
Claude Code Configuration & Workflows	20%	- CI/CD and workflow integration 1. Automated pipeline integration 2. Command vs plan mode usage - Claude Code configuration 1. CLAUDE.md hierarchy and scoping 2. Project-level vs user-level configuration
Context Management & Reliability	15%	- Context window optimization 1. Managing long conversation degradation 2. "Lost in the middle" mitigation strategies - System reliability 1. Error propagation handling 2. Escalation strategies (fail vs retry vs human)
Prompt Engineering & Structured Output	20%	- Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies - Tool-augmented prompting 1. Validation and retry loops 2. Tool-use driven reasoning patterns
Agentic Architecture & Orchestration	27%	- Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition - Agentic loops & lifecycle design 1. Stop reason handling and control flow 2. Tool use loop execution (request → tool_use → result → next step)

>> CCA-F퍼펙트 덤프 샘플문제 다운 <<

Anthropic CCA-F적중율 높은 인증덤프공부, CCA-F인기공부자료

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최신 Claude Certified Architect CCA-F 무료샘플문제 (Q34-Q39):

질문 # 34
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.
A critical bug is affecting production users. Error logs show exceptions in the OrderProcessing module with a clear stack trace pointing to a specific function. You haven't worked with this module before. What's the most effective approach?

A. Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
B. Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.
C. Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
D. Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.

정답：C

설명：
Because the module is unfamiliar, plan mode allows safe, read-only investigation of the stack trace, relevant code, and dependencies before changing production code. Anthropic recommends planning when working with unfamiliar code.

질문 # 35
Your agent is handling a billing dispute. After calling get_customer and lookup_order, it identifies that the dispute involves a promotional pricing error requiring manager approval - beyond the agent's authorization level. How should the workflow handle this mid-process escalation?

A. Call escalate_to_human passing only the customer's original message.
B. Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human.
C. Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.
D. Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.

정답：B

설명：
A structured handoff containing the customer details, order information, and the specific issue ensures the human agent has all relevant context to act immediately. This approach avoids delays or repeated clarification and preserves continuity when authority limits prevent the agent from completing the task.

질문 # 36
Which statements correctly describe the relationship between JSON schemas and validation loops in structured extraction? Choose 2 correct answers.

A. tool_use eliminates schema syntax errors, greatly reducing the need for syntax-focused retries.
B. Validation retries are most effective when the required information is completely missing from the document.
C. Validation loops are necessary to catch semantic errors, such as line items failing to sum to the extracted total.
D. Semantic errors (e.g., values placed in wrong fields) are prevented entirely by strict JSON schemas.

정답：A,C

설명：
Tool use guarantees structural compliance (eliminating JSON syntax errors), but it does not guarantee semantic correctness. Therefore, validation loops are still absolutely necessary to catch semantic errors like bad mathematical summations or values placed in the wrong fields.

질문 # 37
Your MCP server implements a check_availability tool that queries an external calendar API.
During testing, you encounter three error conditions: (1) the tool is called with a malformed request missing the required user_email parameter, (2) the calendar API returns a 404 because the specified user doesn't exist in the calendar system, and (3) the calendar API returns a 503 because the service is temporarily unavailable. How should each error be reported according to MCP's error handling design?

A. Report errors 1 and 2 as JSON-RPC protocol errors; report error 3 as a tool result with isError:
true.
B. Report error 1 as a JSON-RPC protocol error; report errors 2 and 3 as tool results with isError:
true.
C. Report all three as JSON-RPC protocol errors.
D. Report all three as tool results with isError: true.

정답：B

설명：
Errors caused by malformed requests (missing required parameters) violate the RPC protocol and should be reported as JSON-RPC errors. Errors returned by the external service (user not found, temporary unavailability) are valid tool execution results and should be reported as tool outputs with isError set to true, allowing the agent to handle them gracefully.

질문 # 38
What is the specific behavior of the Claude Agent API when the tool_choice parameter is set to "any"?

A. The agent determines whether or not to use a tool at all, sometimes opting to return only natural language text.
B. The agent randomly selects a tool to execute to improve creative variability in testing.
C. The agent is forced to call at least one tool, but it dynamically decides which tool to use based on the context.
D. The agent must execute all available tools in parallel.

정답：C

설명：
Setting tool_choice to "any" tells Claude that it is strictly required to use a tool to respond, but it is free to choose whichever tool from the provided array best fits the prompt's context.

질문 # 39
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