Anthropic CCAR-P

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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are building an evaluation pipeline for a Claude-based deployment and must complete the specification steps before running the deployment against the dataset.
Which two steps must be completed BEFORE running the deployment against the evaluation dataset? (Select two.) Each correct answer presents part of the solution.

A) Score the deployment outputs against the reference labels and aggregate the metrics.
B) Review failure cases with subject matter experts to refine the scoring rubric.
C) Curate and label the evaluation dataset to match the defined slices.
D) Define the metrics and slices the framework will report across representative, edge, and adversarial cases.
E) Publish the aggregated metrics to a dashboard and gate releases on threshold checks.

2. You are building an ethics-review checklist for deployments supported by artificial intelligence.
Which two checks belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Confirm that high-impact decisions retain human accountability rather than being attributed to the model.
B) Restrict ethics review to outputs that exceed a defined model-confidence threshold.
C) Confirm that latency and throughput targets are met across supported user populations.
D) Confirm that vendor licensing terms permit the planned production use of the model.
E) Verify that outputs do not rely on generalizations about people that the underlying data does not support.

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

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

4. You are responding to a stakeholder request that adds significant scope to a deployment already in flight.
Which response best aligns expectations while respecting the stakeholder's underlying need?

A) Hide the scope-addition request from the broader delivery team to avoid a difficult conversation, allowing the change to proceed without team awareness of its timeline implications.
B) Acknowledge the request, describe the scope and timeline implications transparently, and propose options-defer it, descope something else, or extend the timeline-for the stakeholder to choose.
C) Decline the request outright without acknowledging the stakeholder's underlying need or offering alternatives such as deferral, descoping, or timeline extension.
D) Accept the additional scope into the current release without describing the timeline or descoping implications, allowing the delivery plan to absorb unacknowledged changes until they surface as delays.

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

Solutions: