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

1. Why is it heavily recommended to use Agent SDK hooks rather than prompt instructions to enforce critical business rules in a application?

A) Hooks provide deterministic guarantees, whereas prompt instructions rely on probabilistic compliance and carry a non-zero failure rate.
B) Prompt instructions cannot be modified without restarting the entire MCP server architecture.
C) Hooks inherently consume zero tokens from the context window.
D) Hooks automatically implement strict JSON schema validation for all tool_use calls.

2. Using the @anthropic-ai/claude-agent-sdk, you want to programmatically narrow the set of tools available to a specific query loop to prevent the agent from making unintended modifications. Which configuration is used to restrict tools in the SDK?

A) Inject a permissions: read-only tag into the top-level AgentDefinition.
B) Set tool choice: "none" to force the model to only use search tools.
C) Pass the allowedTooIs: [ " Read , '" ' Glob"] array inside the options object of the query() function.
D) Edit the . mcp. j son file to globally disable the write tools for the entire project.

3. To optimize a CI/CD pipeline, your manager wants to use the Message Batches API to reduce costs by 50%. The pipeline includes a real-time, blocking pre-merge code review, and a separate nightly technical debt audit. How should you apply the Batch API?

A) Use the Batch API strictly for the nightly technical debt audit, and retain synchronous real-time calls for the blocking pre-merge review.
B) Use the Batch API for both workflows to maximize cost savings, utilizing status polling for the pre-merge check.
C) Use synchronous API calls for both workflows, as the Batch API does not support structured JSON schema outputs.
D) Switch both to the Batch API, but implement a timeout fallback that switches to synchronous calls if the batch exceeds 5 minutes.

4. Which of the following statements correctly describe best practices for few-shot prompting? Choose 2 correct answers.

A) Few-shot examples are highly effective for demonstrating ambiguous-case handling.
B) The examples provided should maintain identical formatting to establish a clear pattern for the model to follow.
C) Few-shot examples should be avoided when extracting data from documents with highly varied structures.
D) Every few-shot example provided should use a completely different output format to show flexibility.

5. A quicktechie.com developer is designing a schema to extract contract terms. Source documents sometimes lack a 'termination_fee' clause. How should the schema be designed to prevent the model from fabricating a value?

A) Design the field as strictly required and let the model infer a standard default.
B) Set tool_choice. :"auto" so the model can skip the tool entirely.
C) Design the field as optional or nullable, such as ["number", "null"].
D) Add a capitalized warning in the system prompt to avoid hallucination.

Solutions: