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| 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. Hub-and-spoke agent systems
- 2. Task decomposition strategies
|
| Claude Code Workflows & Configuration | 20% | - Claude Code operational patterns
- 1. Plan mode vs execution mode
- 2. CI/CD and workflow integration
|
| Context Management & Reliability | 15% | - Long-context optimization
- 1. Context window management
- 2. Reliability and retry strategies
|
| 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
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q48-Q53):
NEW QUESTION # 48
An agent needs to modify a specific configuration value on line 42 of a large, existing 800-line TypeScript file. Which built-in tool should be utilized to perform this action safely?
- A. The Write tool, providing the complete 800-line file content with the modified value.
- B. The Grep tool, combined with a regex replace command.
- C. The Bash tool, using Unix utilities like sed or awk to replace the string.
- D. The Edit tool, using targeted old text and new text matching to preserve unchanged content.
Answer: D
Explanation:
The Edit tool is explicitly designed for targeted modifications to existing files by finding unique anchor text and replacing it, which preserves the rest of the file. Using Write replaces the entire file and risks losing content, and using Bash for file modifications is an anti-pattern when purpose-built tools exist.
NEW QUESTION # 49
When re-running an automated PR review after new commits, what is the best practice to avoid posting duplicate comments on existing issues?
- A. Use the Message Batches API to automatically deduplicate comments across runs.
- B. Run grep via Bash to parse previous GitHub comments and filter them out programmatically.
- C. Clear the context window completely using /clear before every run.
- D. Include prior review findings in the context and instruct Claude to report only new or still-unaddressed issues.
Answer: D
Explanation:
To avoid duplicate comments, best practice dictates including prior review findings in the context when re-running reviews after new commits, explicitly instructing Claude to report only new or unaddressed issues.
NEW QUESTION # 50
A developer is designing a hub-and-spoke multi-agent system. How should context be passed from the coordinator down to a newly spawned subagent?
- A. Write all context to a shared scratchpad file that all agents read globally before executing their turns.
- B. The subagent automatically inherits the coordinator's full conversation history by default.
- C. Provide the coordinator's complete context window inside the Task tool prompt for maximum context visibility.
- D. Pass ONLY the explicit context, findings, and parameters specifically relevant to the subagent's assigned subtask.
Answer: D
Explanation:
Context isolation is a core principle in multi-agent orchestration. A subagent does not automatically inherit the parent's context and should never be passed the full conversation history, as this causes context pollution. It should only receive explicit, relevant context specific to its task.
NEW QUESTION # 51
Which of the following is an explicit limitation of using the Message Batches API?
- A. It cannot process explicit JSON schemas for structured output.
- B. It severely restricts the maximum context window capacity.
- C. It does not support multi-turn tool calling within a single request.
- D. It requires a dedicated local MCP server to execute.
Answer: C
Explanation:
The Message Batches API does not support multi-turn tool calling within a single request. You cannot execute tools mid-request and return results dynamically back to the model within the same asynchronous batch execution.
NEW QUESTION # 52
According to architectural best practices, which of the following characteristics describe tasks that necessitate the use of Plan Mode over Direct Execution? Choose 2 correct answers.
- A. Tasks involving large-scale changes and multi-file modifications.
- B. Tasks requiring architectural decisions and evaluation of multiple valid approaches.
- C. Tasks involving a single-file bug fix with a clear stack trace.
- D. Tasks involving minor style updates or typo corrections in documentation.
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-scoped fixes should use direct execution.
NEW QUESTION # 53
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