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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

Question 1

You are building a feedback-and-alignment routine for a multi-stakeholder deployment.
Which two practices belong in the routine? (Select two.)
Each correct answer presents a complete solution.

A. Set a regular cadence for revisiting expectations and assumptions as conditions evolve over time.
B. Record each session and distribute the recording to stakeholders who could not attend live.
C. Rotate facilitation among the participating stakeholder groups to share ownership of the routine.
D. Escalate any disagreement among stakeholders to the executive sponsor for binding resolution.
E. Reconcile divergent stakeholder positions explicitly rather than papering over them in the moment.

Question 2

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

Question 3

You are selecting a model for a new production workload and must complete the upstream steps before testing candidate models empirically.
Which two steps must be completed BEFORE running a representative sample on a candidate model? (Select two.) Each correct answer presents part of the solution.

A. Sign off the production rollout plan with the platform and security teams.
B. Retest the model choice when a new model version becomes available.
C. Choose a candidate model based on the requirements profile and known capabilities.
D. Define the quality bar, latency tolerance, and expected volume for the workload.
E. Select the lightest model that consistently meets the quality bar across the sample.

Question 4

You are compiling guardrail tactics for a customer-facing assistant.
Which two tactics belong on the guardrail list?
Each correct answer presents a complete solution.

A. Validate the model output against a structured schema before downstream actions are taken.
B. Layer prompt-level guardrails with runtime content checks rather than relying on either alone.
C. Rely on a single hardened system prompt that enumerates every disallowed behavior.
D. Embed approved override phrases that let trusted users relax guardrails on demand.
E. Lower sampling temperature globally to reduce the chance of off-policy completions.

Question 5

You are sequencing decomposed components in an invoice-processing pipeline.
For each of the decomposed components, select the execution layer it belongs to: "Pre-Processing," "Model Stage," or "Post-Processing."

Solutions: