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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

Question 1

You are assessing data-exfiltration risk in a Claude-based assistant that has tools for both internal-document retrieval and outbound HTTP calls.
Which scenario most directly indicates a data-exfiltration risk?

A. The user submits a routine question and receives a routine answer.
B. The internal-document retrieval tool returns a document that the user is authorized to view.
C. The outbound HTTP tool returns a 200 response when the assistant calls an allow-listed domain to fulfil a user-initiated data-lookup request.
D. Adversarial content in a retrieved document instructs the model to call the outbound HTTP tool and send sensitive content to an attacker-controlled URL.

Question 2

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. 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.
B. 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.
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. 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.

Question 3

An engineering organization is adopting Claude Code across 200 developers. A team lead proposes that AI- generated pull requests bypass standard code review for changes under 50 lines because small changes are considered low risk and review capacity is constrained.
Which two Diligence-competency objections should you raise? (Select two.) Each correct answer presents part of the solution.

A. Line count is a poor proxy for the actual risk introduced by a code change.
B. The threshold should be increased to 200 lines to capture more changes.
C. Removing review eliminates the verification mechanism required for AI-generated output across the workflow.
D. Code-review capacity should be expanded to handle every code change submitted across the team.
E. AI-generated pull requests should be rejected by default across the organization.

Question 4

A security audit uncovers two issues: (1) all end users share a single API key, and (2) tool calls are executed without logging the initiating user.
Which two mitigations directly address these specific findings? (Select two.)

A. Add actor attribution to tool-call logs so each call records the initiating user identity.
B. Enforce RBAC at the retrieval layer before content enters the model context.
C. Replace the shared API key with per-user OAuth tokens carrying scope-restricted permissions.
D. Validate structured outputs against a schema before downstream actions are executed.
E. Move credentials out of the prompt context and resolve them from a server-side secret store.

Question 5

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. Require citations for each claim and constrain responses to source-supported content.
C. Score outputs against a stable adversarial evaluation set on each model-version change.
D. Treat all retrieved content as untrusted input and apply input classifiers with output validation.

Solutions: