CCA-F前提条件、CCA-F的中問題集

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Anthropic CCA-F Exam Syllabus Topics:

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

>> CCA-F前提条件 <<

CCA-F的中問題集 & CCA-F日本語版参考書

長年の努力と絶え間ない改善により、当社のCCA-F試験教材は多くの学習教材から際立っており、国内および国際市場でトップブランドになりました。当社は、研究、革新、調査、生産、販売、アフターサービスを含むCCA-Fトレーニング資料のすべてのリンクを厳しく管理し、すべてのリンクが完璧に到達するよう努めています。当社は、業界の最新の傾向とCCA-F認定ガイドに関するクライアントのフィードバックに細心の注意を払っています。

Anthropic Claude Certified Architect Foundations (CCA-F) 認定 CCA-F 試験問題 (Q14-Q19):

質問 # 14
A engineer is creating a reusable custom Skill in . claude/skills/refactor/SKILL.md. The skill requires an isolated context window to avoid polluting the main session with exploration noise, and must be restricted to only reading files (no modifications). Which frontmatter configurations are required? Choose 2 correct answers.

A. context: fork
B. permissions: read-only
C. allowed-tools: Read, Grep, Glob
D. isolation: true

正解：A、C

解説：
To run a skill in an isolated sub-agent context, the 'context: fork' frontmatter option is required. To restrict tool access (e.g., to prevent file modification), the 'allowed-tools' metadata field must be used to explicitly list permitted tools like Read, Grep, and Glob.

質問 # 15
When designing the output structure for a synthesis agent that processes diverse data streams (e.g., financial statistics, news prose, and technical specifications), what is the recommended presentation pattern?

A. Convert all extracted data into a uniform, flat JSON array to simplify downstream parsing.
B. Use the Code Execution tool to automatically generate an Excel workbook containing all data types.
C. Render different content types appropriately (e.g., financial data as tables, news as prose, technical findings as structured lists) rather than forcing a uniform format.
D. Restrict the output strictly to natural language paragraphs to maintain conversational fluency.

正解：C

解説：
To preserve the utility and readability of synthesized multi-source data, different content types should be rendered appropriately (e.g., financial data as tables, news as prose, technical findings as structured lists) rather than destructively converting everything into a single uniform format.

質問 # 16
When implementing your lookup_order MCP tool, the backend sometimes returns errors (e.g.,
"Order not found" or temporary database failures). What is the correct pattern for communicating these errors back to the agent?

A. Return the error message in the tool result content with the isError flag set to true
B. Throw an exception from the tool handler so the agent framework can catch and log it
C. Return a success response with a "status" field indicating the error type
D. Log the error server-side and return an empty result to avoid confusing the model

正解：A

解説：
Returning structured tool results with isError set to true allows the agent to receive explicit error signals while preserving the error message. This enables the agent to reason about the failure, choose appropriate recovery actions, and provide meaningful feedback to the user.

質問 # 17
Which of the following patterns represent best practices for implementing handoffs and enforcement in multi-step workflows? Choose 2 correct answers.

A. Using prompt-based instructions to guarantee that a lookup_order tool is always called before
B. process _ refund.
C. Relying on the agent's self-reported confidence score to trigger mid-process escalation decisions.
D. Compiling structured handoff summaries containing root causes and recommended actions when escalating to human agents.
E. Implementing programmatic prerequisites that explicitly block downstream tool calls until required verification steps are completed.

正解：B、D

解説：
Structured handoff summaries for human escalations and programmatic prerequisites (gates) to block downstream tools are recommended best practices. Relying on prompt-based enforcement for guaranteed tool sequencing and using self-reported confidence scores for escalation are unreliable anti-patterns.

質問 # 18
When using Claude Code for continuous integration (CI) and multi-pass code review workflows, which of the following practices are highly recommended? Choose 2 correct answers.

A. Use the -p flag to ensure non-interactive execution so the pipeline does not hang.
B. Isolate the code generator session from the code reviewer session to eliminate confirmation bias.
C. Use the Message Batches API to process blocking pre-merge pull request checks.
D. Have the same session that generated the code review its own changes to ensure maximum context preservation.

正解：A、B

解説：
For CI/CD workflows, the -p (or --print) flag is strictly required to run non-interactively. Furthermore, using independent review instances (isolating the generator from the reviewer) removes the original reasoning context and avoids confirmation bias. Message Batches are not suited for blocking pre-merge checks due to latency limits.

質問 # 19
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CCA-F的中問題集: https://www.jpexam.com/CCA-F_exam.html