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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Agentic Architecture & Orchestration	27%	- Agentic loops & lifecycle design 1. Tool use loop execution (request → tool_use → result → next step) 2. Stop reason handling and control flow - Multi-agent orchestration 1. Parallel task decomposition 2. Coordinator / sub-agent patterns
Topic 2: Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. Tool selection and routing strategies 2. MCP server integration patterns
Topic 3: 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
Topic 4: Context Management & Reliability	15%	- System reliability 1. Escalation strategies (fail vs retry vs human) 2. Error propagation handling - Context window optimization 1. Managing long conversation degradation 2. "Lost in the middle" mitigation strategies
Topic 5: Claude Code Configuration & Workflows	20%	- CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration - Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q30-Q35):

NEW QUESTION # 30
You are creating a reusable skill for an automated code review process. You want the skill to analyze the codebase extensively without polluting the main conversation's context window with its exploratory output. Which frontmatter configuration is required?

A. context: fork
B. sandbox: enabled
C. execution_mode: background
D. isolation: true

Answer: A

Explanation:
The 'context: fork' frontmatter option runs the skill in an isolated sub-agent context. This allows the skill to perform verbose exploration without its intermediate steps and noise polluting the main session's context window.

NEW QUESTION # 31
A developer at quicktechie.com is building a highly experimental MCP server testing a new vector database. They want to use it locally in Claude Code without exposing the configuration to the rest of the team. Which configuration file should they use?

A. .claude/rules/mcp.md
B. .mcp.json at the project root
C. mcp_local.config
D. ~/.claude.json

Answer: D

Explanation:
Personal, experimental, or user-specific MCP configurations should be placed in the user-scoped -/.claude.json file, preventing them from being shared with the team via the project repository's .mcp.json.

NEW QUESTION # 32
You are assigned to restructure a monolithic application into microservices, requiring architectural decisions and changes across 45+ files. Which execution approach in Claude Code is recommended?

A. Start with direct execution and make changes incrementally, letting the implementation reveal the natural boundaries.
B. Enter plan mode to explore the codebase and design an implementation strategy before executing changes.
C. Write a static Prompt Chain that forces the agent to read and refactor each file sequentially.
D. Use direct execution with a massive upfront prompt detailing how every service should be structured.

Answer: B

Explanation:
Plan mode is specifically designed for complex, multi-file tasks involving architectural decisions. It enables safe codebase exploration and design before committing to file modifications, preventing costly rework. Direct execution is intended for simple, well-scoped tasks.

NEW QUESTION # 33
According to best practices, which of the following scenarios should trigger a developer to use Plan Mode in Claude Code? Choose 2 correct answers.

A. When implementing multi-file architectural changes.
B. When evaluating multiple valid approaches for a new feature implementation.
C. When fixing a minor typo in project documentation.
D. When adding a single console. log statement to a known file.

Answer: A,B

Explanation:
Plan mode is specifically designed for complex tasks that involve multiple valid approaches, architectural decisions, and multi-file modifications. Simple, well-defined fixes like fixing typos or adding single log statements should use Direct Execution to avoid unnecessary overhead.

NEW QUESTION # 34
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. Routing - classify each PR by type (feature, bugfix, refactor) first, then route to different review prompts optimized for that category.
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. 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.
D. Single comprehensive prompt - include all instructions in one prompt and let the model handle all three aspects simultaneously.

Answer: B

Explanation:
The review always follows the same predefined stages-style, security, and documentation-so each can be analyzed separately and then combined into a final report. Orchestrator-workers is better when subtasks must be determined dynamically.

NEW QUESTION # 35
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