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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q111-Q116):

NEW QUESTION # 111
When using Claude Code for test generation and feature implementation, what is the recommended Test-Driven Development (TDD) iterative refinement pattern?

A. Use Plan Mode to write all tests simultaneously, then execute them in a single batch.
B. Write implementation write tests -> prompt Claude to 'make it better' -> refactor.
C. Run the /test slash command to automatically infer and generate missing unit tests for the entire project.
D. Write a failing test -> implement code to pass the test -> run tests -> refine implementation while keeping tests green.

Answer: D

NEW QUESTION # 112
You need Claude to output raw JSON directly to the user interface of your application, without any conversational preamble or markdown formatting. Which prompt engineering technique achieves this?

A. Set max_tokens to exactly match the length of the JSON string.
B. Combine Assistant Message Prefilling ```json with and use ```as a stop sequence.
C. Provide a 10-shot example list of raw JSON outputs.
D. Add "DO NOT USE MARKDOWN" to the end of the user prompt.

Answer: B

Explanation:
Assistant Message Prefilling with ```json tricks the model into thinking it has already started a code block. Providing sequence immediately terminates generation once the JSON payload completes, resulting in raw JSON without explanatory text.

NEW QUESTION # 113
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 C
B. Option A
C. Option B
D. Option D

Answer: B

Explanation:
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.

NEW QUESTION # 114
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.
Your team frequently migrates React components to Vue. You've written a step-by-step workflow for Claude Code to follow during each migration, and you want every developer on the team to invoke it by typing /migrate-component. The workflow should stay in sync as the team iterates on it. Where should you place the skill file?

A. As a detailed instruction block in the project's root CLAUDE.md file
B. In the project's.claude/settings.json using a skillOverrides entry to register and define the workflow
C. In .claude/skills/migrate-component/SKILL.md at the project root, committed to version control
D. In ~/.claude/skills/migrate-component/SKILL.md on each developer's machine

Answer: C

Explanation:
A project-scoped skill is available to everyone working in that repository and stays synchronized through version control. The skill directory name exposes it as /migrate-component.

NEW QUESTION # 115
An organization wants predictable outputs for automated invoice classification. Which API parameter should generally be LOWER?

A. Context window
B. Temperature
C. Max tokens
D. Prompt length

Answer: B

NEW QUESTION # 116
......

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