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| Section | Weight | Objectives |
|---|
| 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
|
| Agentic Architecture & Orchestration | 27% | - Multi-agent orchestration
- 1. Coordinator / sub-agent patterns
- 2. Parallel task decomposition
- Agentic loops & lifecycle design
- 1. Stop reason handling and control flow
- 2. Tool use loop execution (request → tool_use → result → next step)
|
| Claude Code Configuration & Workflows | 20% | - CI/CD and workflow integration
- 1. Command vs plan mode usage
- 2. Automated pipeline integration
- Claude Code configuration
- 1. CLAUDE.md hierarchy and scoping
- 2. Project-level vs user-level configuration
|
| 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. MCP server integration patterns
- 2. Tool selection and routing strategies
|
| Context Management & Reliability | 15% | - System reliability
- 1. Escalation strategies (fail vs retry vs human)
- 2. Error propagation handling
- Context window optimization
- 1. "Lost in the middle" mitigation strategies
- 2. Managing long conversation degradation
|
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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q17-Q22):
NEW QUESTION # 17
You need to deterministically block any refund transaction that exceeds $500, escalating it to a human instead. What is the architecturally correct method to enforce this critical business rule using the Agent SDK?
- A. Add a strong, capitalized warning in the agent's system prompt forbidding refunds over $500.
- B. Provide 5 negative few-shot examples showing the agent successfully refusing high-value refunds.
- C. Set the agent's tool_choice parameter to auto so it can assess the financial risk dynamically.
- D. Implement a hook (e.g., PostToolUse or PreToolUse) to programmatically intercept and block the tool call execution.
Answer: D
Explanation:
Critical business rules requiring deterministic enforcement must use programmatic hooks. Relying on prompt instructions or few-shot examples is probabilistic and leaves a non-zero chance that the LLM will ignore the rule. Hooks run as code and provide 100% reliable enforcement.
NEW QUESTION # 18
How can you enforce that Claude Code outputs results from a CI/CD code review in a strictly machine-parseable format?

- A. Option C
- B. Option B
- C. Option D
- D. Option A
Answer: A
Explanation:
To ensure machine-parseable, structured output in automated CI contexts, Claude Code must be executed with the --output-format json flag combined with the --son-schema flag to strictly enforce the shape of the returned data.
NEW QUESTION # 19
When integrating an MCP Client with an MCP Server, what are the primary message types exchanged between them to discover and utilize executable functions? Choose 2 correct answers.

- A. Option A
- B. Option C
- C. Option B
- D. Option D
Answer: A,B
Explanation:
To discover and use executable functions (Tools) over MCP, the client first sends a ListToolsRequest and receives a ListToolsResult containing the tool schemas. When Claude decides to use a tool, the client sends a CallToolRequest and receives a CallToolResult.
NEW QUESTION # 20
When re-running an automated PR review after new commits, what is the best practice to avoid posting duplicate comments on existing issues?
- A. Clear the context window completely using /clear before every run.
- B. Use the Message Batches API to automatically deduplicate comments across runs.
- C. Include prior review findings in the context and instruct Claude to report only new or still-unaddressed issues.
- D. Run grep via Bash to parse previous GitHub comments and filter them out programmatically.
Answer: C
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 # 21
When implementing a structured error response for an MCP tool, which property explicitly indicates to the agent whether it should attempt the exact same tool call again?
- A. errorCategory
- B. tool_choice
- C. isRetryable
- D. isError
Answer: C
Explanation:
The isRetryable boolean explicitly tells the agent whether retrying the same call might succeed (e.g., true for a transient timeout, false for a strict authorization failure or missing API key).
NEW QUESTION # 22
......
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