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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. During an architectural review, the security team identifies a risk that adversarial content injected into retrieved documents could manipulate the model's behavior.
Which mitigation most directly addresses this threat?

A) Restrict outbound tool calls to an approved destination allow-list.
B) Treat all retrieved content as untrusted input and apply input classifiers with output validation.
C) Score outputs against a stable adversarial evaluation set on each model-version change.
D) Require citations for each claim and constrain responses to source-supported content.

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

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

3. 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.

4. You are listing characteristics of robust guardrail design for an enterprise deployment.
Which two characteristics belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Centralized log retention for guardrail violations with quarterly review by the security team.
B) Per-role tool allow-lists enforced at the orchestration layer before any tool call executes.
C) Periodic refresh of the system prompt wording to keep refusal language current and clear.
D) Adversarial-input coverage in the evaluation set with regression tracking on guardrail performance.
E) User feedback channels that route reported guardrail failures into the product backlog for triage.

5. A research summarization assistant has been deployed for six months. A user has flagged that a generated summary contained a fabricated citation. The product team has asked whether the incident requires architectural action or whether it is an isolated case.
Which two Diligence-competency actions should you take? (Select two.)
Each correct answer presents part of the solution.

A) Sample recent summaries to estimate the fabrication frequency across the population.
B) Review whether citation-grounding controls exist anywhere in the current generation pipeline.
C) Disable the assistant immediately for all current users without any prior diagnostic analysis.
D) Treat the incident as an anecdotal isolated case and take no further investigative action.
E) Communicate to users that the assistant does not fabricate output as a matter of design.

Solutions: