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

1. Why is providing more than 6 examples in a few-shot prompt generally considered an anti-pattern?

A) It causes the model to ignore system prompts.
B) It disables the model's ability to use the tool_use block.
C) It forces the Claude API to throw a schema validation error.
D) It bloats the prompt context window without adding proportional benefit.

2. Your MCP server exposes a Templated Resource with the URI pattern docs://documents/{doc_id}. How does the MCP Python SDK handle this pattern?

A) It requires the client to pass the doc_id via an HTTP POST body.
B) It automatically parses the doc_id from the URI and passes it as a keyword argument to the underlying resource function.
C) It requires the model to write a regex to extract the doc_id before passing it to the server.
D) It treats the entire URI as a static string and expects the function to manually parse it.

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 for both workflows to maximize cost savings, utilizing status polling for the pre-merge check.
B) Use the Batch API strictly for the nightly technical debt audit, and retain synchronous real-time calls for the blocking pre-merge review.
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 strategies effectively manage context degradation in long-running exploratory sessions? Choose 2 correct answers.

A) Continuously summarizing 'case facts' blocks to free up space.
B) Delegating verbose exploration output to subagents to keep the main coordinator's context clean.
C) Persisting key findings and intermediate states in external scratchpad files that survive context resets.
D) Increasing the model's temperature parameter to encourage creative context recovery.

5. To allow a coordinator agent to spawn specialized subagents, which specific configuration must be applied to the coordinator?

A) The subagent must be initialized with an inherit_context: true flag.
B) The coordinator's allowedTools array must explicitly include the Task tool.
C) A PreToolUse hook must be registered to automatically manage the spawning process.
D) Set the tool_choice parameter to auto for the coordinator agent.

Solutions: