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| Section | Weight | Objectives |
|---|
| Topic 1: Tool Design & MCP Integration | 18% | - Tool definition and best practices
- 1. Tool descriptions and selection logic
- 2. Error handling and validation
- Model Context Protocol (MCP)
- 1. Tools, resources, and prompts integration
- 2. MCP server and client setup
|
| Topic 2: Agentic Architecture & Orchestration | 27% | - Agent design patterns
- 1. Hub-and-spoke multi-agent systems
- 2. Agent loops and control flow
- Anthropic Agent SDK usage
- 1. Session state and context handling
- 2. Task spawning and tool management
|
| Topic 3: Context Management & Responsible AI | 15% | - Safety and compliance
- 1. Constitutional AI principles
- 2. Refusal handling and risk mitigation
- Context window optimization
- 1. Token management and truncation strategies
- 2. Context retention and summarization
|
| Topic 4: Prompt Engineering & Structured Output | 20% | - Advanced prompting techniques
- 1. Few-shot and chain-of-thought prompting
- 2. System prompts and role framing
- Structured data generation
- 1. Output validation and reliability
- 2. JSON schema enforcement
|
| Topic 5: Claude Code Configuration & Workflows | 20% | - CI/CD and development integration
- 1. Pipeline automation and review
- 2. Plan mode vs direct execution
- Configuration files and structure
- 1. Custom commands and workflows
- 2. CLAUDE.md and rules system
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q109-Q114):
NEW QUESTION # 109
In a multi-agent architecture, what is the best practice for handing off context from a coordinator agent to a specialized subagent?
- A. Share the entire coordinator conversation history to guarantee maximum context.
- B. Grant the subagent access to a shared global state database where the coordinator writes its findings.
- C. The subagent automatically inherits the coordinator's context window.
- D. Pass only the explicit context, findings, and parameters specifically relevant to the subagent's assigned subtask.
Answer: D
Explanation:
Context isolation is a fundamental principle of multi-agent architecture. Subagents do not automatically inherit parent context. Sharing the full coordinator history wastes tokens and introduces noise. You should explicitly pass only the specific, relevant context needed for the subtask.
NEW QUESTION # 110
In a hub-and-spoke multi-agent architecture, what is the best practice for passing context from the coordinator agent down to a specialized subagent?
- A. Rely on automatic context inheritance, as subagents inherently share the coordinator's memory.
- B. Grant the subagent access to a shared global state object where the coordinator writes its findings.
- C. Share the entire coordinator conversation history to ensure the subagent has maximum context visibility.
- D. Pass only the explicit context, findings, and parameters specifically relevant to that subagent's assigned subtask.
Answer: D
Explanation:
Context isolation is a core principle of multi-agent orchestration. Subagents do not automatically inherit parent context and should not receive the full conversation history, as this causes context pollution and wastes tokens. They should only be passed explicit, relevant context specific to their task.
NEW QUESTION # 111
When configuring Claude Code for a new project, you want to establish team-wide TypeScript strict mode conventions, while keeping your personal Vim keybindings private. What is the correct architectural approach?

- A. Option C
- B. Option A
- C. Option B
- D. Option D
Answer: C
Explanation:
Claude Code utilizes a configuration hierarchy. Team-wide standards that should be shared via version control belong in the project- level .claude/CLAUDE.md file. User-level configuration (-/.claude/CLAUDE.md) is for personal preferences and is not shared with the team.
NEW QUESTION # 112
Your control_device tool manages smart home devices through external APIs. When a device doesn't respond within the timeout period, the tool returns an error. Production logs show that the agent simply tells users "the device is not responding" without offering helpful next steps. Which error response structure would best enable the agent to provide useful follow-up?
- A. Set is_error: true with a message explaining the likely cause and suggesting troubleshooting steps the agent can offer the user.
- B. Set is_error: true with a brief "Device offline" message and provide a separate tool the agent can call to retrieve context-specific troubleshooting suggestions.
- C. Set is_error: true with a structured technical error containing the device ID, timeout duration, and raw API response code for debugging purposes.
- D. Set is_error: false with an optimistic message indicating the command was dispatched successfully but device acknowledgment is still pending.
Answer: A
NEW QUESTION # 113
Which of the following are valid iterative refinement techniques used to achieve progressive improvement in output quality? Choose 2 correct answers.
- A. Providing specific test cases with example input and expected output to correct edge-case handling failures.
- B. Relying on the tool_choice: "any" parameter to automatically fix failed code logic.
- C. Using the Interview Pattern to have Claude surface design considerations before implementing.
- D. Executing same-session self-reviews to retain reasoning context and confirmation bias.
Answer: A,C
Explanation:
Valid iterative refinement techniques include providing concrete examples/test cases for edge case correction, and using the Interview Pattern to refine requirements beforehand. Same-session self-review is an anti-pattern, and tool_choice does not magically fix code logic.
NEW QUESTION # 114
......
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