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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Agentic Architecture & Orchestration	27%	- Agentic loop design and execution lifecycle 1. Tool use decision flow (tool_use vs end_turn) 2. Multi-agent coordination and delegation patterns - System orchestration patterns 1. Task decomposition strategies 2. Hub-and-spoke agent systems
Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration
Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. Tool schema design 2. MCP client/server integration patterns
Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies

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Anthropic Claude Certified Architect Foundations (CCA-F) 認定 CCA-F 試験問題 (Q68-Q73):

質問 # 68
When orchestrating complex workflows using the Claude Agent SDK, in which scenario is dynamic adaptive decomposition preferred over fixed sequential prompt chaining?

A. When performing predictable, multi-aspect code reviews where the sequence of analysis is entirely static.
B. When executing a daily technical debt audit across a predefined list of target directories.
C. When validating a strictly structured JSON extraction against predefined business rules.
D. When executing open-ended investigation tasks where intermediate discoveries dictate the next required steps.

正解：D

解説：
Dynamic adaptive decomposition is the optimal strategy for unpredictable, open-ended tasks (like investigations) where the agent must decide its next steps based on intermediate findings. Prompt chaining (fixed sequential pipelines) is better suited for predictable, linear workflows with static sequences.

質問 # 69
When implementing the control flow for an agentic loop, which of the following approaches represent tested anti-patterns that must be avoided? Choose 2 correct answers.

A. Parsing the assistant's natural language text output to determine loop termination.
B. Setting arbitrary iteration caps as the primary stopping mechanism.
C. Adding tool results to the conversation context between iterations so the model can incorporate new information.
D. Inspecting the stop _ reason field of the API response to govern execution continuity.

正解：A、B

解説：
Parsing natural language signals to determine loop termination, checking for assistant text content as a completion indicator, and setting arbitrary iteration caps as the primary stopping mechanism are explicit anti-patterns. Checking stop_reason and appending tool results are the correct approaches.

質問 # 70
In a large organization, skill naming conflicts can occur. If a personal skill, a project-level skill, a plugin skill, and an enterprise managed skill all share the identical name, what is the correct priority order (from highest to lowest) that Claude Code uses to resolve the conflict?

A. Plugins > Project > Personal > Enterprise
B. Project > Enterprise > Personal > Plugins
C. Personal > Enterprise > Project > Plugins
D. Enterprise > Personal > Project > Plugins

正解：D

解説：
Claude Code resolves skill name conflicts following a strict priority hierarchy: Enterprise (managed settings) take highest priority, followed by Personal skills, Project skills, and finally Plugins at the lowest priority.

質問 # 71
Your MCP server exposes a Templated Resource with the URI pattern docs://documents/{doc_id}. How does the MCP Python SDK handle this pattern?

A. It requires the model to write a regex to extract the doc_id before passing it to the server.
B. It automatically parses the doc_id from the URI and passes it as a keyword argument to the underlying resource function.
C. It treats the entire URI as a static string and expects the function to manually parse it.
D. It requires the client to pass the doc_id via an HTTP POST body.

正解：B

解説：
For templated resources, the MCP Python SDK automatically parses parameters from the URI structure (like '{doc_id}') and passes them directly as keyword arguments to your Python function, avoiding manual string parsing.

質問 # 72
An MCP server offers a templated resource to fetch specific documentation pages by ID. What is the correct URI syntax pattern utilized by the MCP Python SDK to represent this parameterized resource?

A. Option D
B. Option B
C. Option A
D. Option C

正解：C

解説：
Templated resources in MCP utilize path parameters enclosed in braces, such as docs://documents/{doc_id}. The MCP Python SDK automatically parses these parameters from the URI and passes them as keyword arguments to the backing function.

質問 # 73
......

現在の社会の中で優秀な人材が揃てIT人材も多く、競争もとても大きくて、だから多くのIT者はにIT関する試験に参加するIT業界での地位のために奮闘しています。CCA-F試験はAnthropicの一つ重要な認証試験で多くのIT専門スタッフが認証される重要な試験です。

CCA-F認定資格試験: https://www.certshiken.com/CCA-F-shiken.html