Anthropic Claude Certified Architect - Professional : CCAR-P

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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. The platform team at Trenova Systems, Inc. needs to reduce per-query cost and p95 latency for a high-volume Claude pipeline without degrading output quality on the core use case.
Which two optimizations directly target both cost and latency simultaneously? (Select two.)

A) Enable prompt caching on the static system-prompt prefix to reduce billable input tokens on repeated calls.
B) Expand the system prompt to include additional few-shot examples on every request.
C) Increase max_tokens to reduce the frequency of truncated responses requiring follow-up calls.
D) Route straightforward query types to a smaller, faster Claude model and reserve the full model for complex cases.
E) Add a retrieval step that fetches the full source corpus into the context window before generation.

2. You are investigating an MCP server that fails on first launch but succeeds on subsequent runs. System permission dialogs appeared during the first launch.
Which response is most appropriate?

A) Recognize the first-run permission grant as the cause, document the expected behavior in onboarding guidance, and confirm that subsequent runs succeed.
B) Disable operating-system permission dialogs entirely, accept the resulting security implications, and proceed without confirming whether the failure recurs.
C) Treat the first-run failure as a permanent fault, replace the MCP server, and do not verify whether subsequent runs succeed.
D) Reinstall the operating system to clear all permission state without first confirming whether the one- time permission grant caused the failure.

3. You are selecting a pattern for a compliance Q & A assistant that must answer policy questions with citations to the authoritative internal source set. Latency, cost, and audit predictability are prioritized.
Which pattern is the best fit?

A) Augmented LLM with retrieval-augmented generation over the indexed authoritative corpus and citation rendering on each answer.
B) A pure agent loop with open web-browsing tools to surface the most current policy information, without constraining retrieval to the authoritative internal corpus.
C) A static prompt with the entire policy corpus concatenated into every request.
D) Multi-agent orchestration with a planner, researcher, and writer agent for every query.

4. You are designing a test strategy for a Claude-based pipeline that handles sensitive financial data.
Which two test types should be prioritized to cover both safety under attack and cross-component correctness? (Select two.)

A) Adversarial tests using prompt-injection and malformed-input cases.
B) Integration tests that verify end-to-end pipeline behavior across all components.
C) Unit tests targeting only individual prompt-template rendering logic.
D) Smoke tests that verify core paths after each deployment.
E) Regression tests against a stable reference set of previously known-good outputs.

5. A Claude architect is auditing configuration scope assignments.
Which two statements correctly identify an appropriate use of user-scope configuration versus other scopes?
(Select two.)

A) Persisting personal editor theme preferences that follow an engineer across projects.
B) Storing API authentication keys so they are not committed to version control.
C) Enforcing a company-wide policy that disables a feature for all engineers.
D) Saving a preferred Claude response language that applies to all repositories the engineer uses.
E) Defining MCP server endpoints shared by all contributors to a specific repository.

Solutions: