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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. A technical team is cataloguing risks specific to Claude's use in a document-grounded Q & A system.
Which two items represent failure modes intrinsic to LLM-based systems rather than generic software defects? (Select two.)

A) A database connection timeout causes retrieval to return an empty result set.
B) An expired TLS certificate blocks outbound API calls to Claude.
C) A misconfigured load balancer routes requests to a deprecated API version.
D) The model refuses a legitimate query because surface features trigger an overly broad safety pattern.
E) The model generates a plausible-sounding answer unsupported by any retrieved document.

2. You are documenting an architectural decision to support future audit and onboarding.
Which artifact is the strongest fit?

A) An Architecture Decision Record that states the context, the decision, the alternatives considered, the consequences, and the date and authors.
B) A code comment in a single file that contains an opinion of one engineer.
C) A slide deck in a presentation folder with no accompanying written rationale.
D) A short verbal note shared during a hallway conversation with no written record.

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

4. A Claude architect is implementing safety controls for a customer-facing advice assistant that must never provide regulated investment recommendations.
Which two guardrail implementations most directly enforce this constraint? (Select two.)

A) Log all user queries to a SIEM for post-hoc compliance review.
B) Add an output classifier that detects and blocks responses containing regulated investment- recommendation language.
C) Increase response temperature to introduce variability that reduces the likelihood of specific recommendations.
D) Limit session length to reduce the volume of queries processed per user per day.
E) Define explicit out-of-scope categories in the system prompt with fixed refusal phrasing for investment advice requests.

5. You are evaluating an evaluation set used to score a Claude-based hiring-support tool. The set is drawn from one geographic region and one tenure band.
Which response is most appropriate?

A) Continue using the narrow evaluation set drawn from one region and one tenure band because the existing benchmark scores are already high on that subset.
B) Discard all quantitative evaluation and replace it with qualitative impressions collected from a small, convenience-selected group that may not represent the tool's full user population.
C) Reduce the evaluation set further to a single demographic subgroup to simplify score interpretation, narrowing coverage rather than expanding it to match the intended user population.
D) Expand the evaluation set to cover the geographic regions and tenure bands the tool will serve, and rescore the system on the expanded set before broader release.

Solutions: