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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are integrating human review into a high-volume classification pipeline where reviewing every output is infeasible.
Which sampling strategy best balances throughput with quality oversight?

A) Universal review of every output regardless of confidence or throughput impact.
B) No sampling, relying entirely on user complaints to reveal quality and safety problems after they affect users.
C) Inverse sampling that reviews only high-confidence routine outputs and skips low-confidence and high- impact outputs.
D) Risk-stratified sampling that reviews all low-confidence and high-impact outputs and a smaller random sample of high-confidence routine outputs.

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

3. You are reviewing a peer's draft system prompt that contains contradictory instructions: one section says never to speculate beyond the supplied source, while another says to confidently fill in any gaps.
Which response is most appropriate?

A) Increase temperature so output randomness masks the contradiction.
B) Keep both instructions and rely on the model to decide which one to follow on each request.
C) Add a priority instruction directing the model to evaluate all instructions and apply whichever appears most contextually appropriate on each request.
D) Remove or rewrite the gap-filling instruction so the prompt consistently constrains the model to source- supported content.

4. You are defining an SLA for a Claude-based assistant.
Which SLA definition is most operationally meaningful?

A) A target tied to a stakeholder sentiment measure such as "the team feels satisfied," which cannot be measured objectively or used to trigger a documented breach response.
B) A qualitative commitment such as "the system will be fast and reliable," which names no metric, threshold, or evaluation window.
C) A measurable target with a defined metric, threshold, evaluation window, and consequence for breach- for example, "p95 per-request latency under 800 ms over a 28-day window."
D) A target that names the metric and threshold but omits the evaluation window and breach consequence, leaving compliance periods and remediation triggers undefined.

5. Engineering leadership wants to roll out Claude Skills to 280 developers across 14 teams. Skills will encode internal coding standards, code-review checklists, and incident-postmortem templates. Leadership has asked how to govern Skill authorship so that Skills remain trustworthy without bottlenecking on a single central team.
Which governance model should you recommend?

A) Per-developer authorship across the 280 engineers with no team-level coordination required.
B) Federated authorship across the 14 teams with a central review and publication gate.
C) Centralized authorship by a single platform team responsible for every Skill produced.
D) Fully decentralized authorship across the 14 teams with no review before publication.

Solutions: