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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. A Claude-based research assistant begins producing responses that confidently contradict its retrieved source documents despite no change to the retrieval pipeline.
Which two diagnostic actions most directly identify the root cause of this behavior? (Select two.)

A) Inspect the system-prompt grounding instructions to determine whether citation constraints remain intact.
B) Reduce the temperature setting to lower response variance across all query types.
C) Switch the retrieval index to a denser embedding model to improve chunk-relevance scores.
D) Increase the context-window size to allow more retrieved chunks per query.
E) Determine whether the failure reproduces on the previous model version to test for a model mismatch.

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

3. A Claude architect observes that after a recent model-version upgrade, grounded responses began including claims not supported by the retrieved source documents.
Which mitigation is most directly targeted at this failure mode?

A) Treat retrieved data as untrusted and apply input classifiers at ingestion time.
B) Constrain responses to source-supported content, require citations, and add a verification step.
C) Score each new model version against a stable adversarial evaluation set.
D) Replace the shared API key with per-user OAuth tokens to restrict data access.

4. You are identifying signals that a deployment should re-enter design rather than continue iterating in place.
Which signal most directly indicates the need for a new design cycle?

A) The system's current architecture cannot meet the new requirements without changes to component responsibilities or core contracts.
B) A runbook step requires a clarification edit to improve on-call guidance accuracy, which can be handled as a documentation update without changes to component responsibilities or core contracts.
C) A dashboard alert threshold needs a small numerical adjustment to reduce false-positive noise, which can be handled as an operational configuration change without a new design cycle.
D) A minor copy edit is requested in a customer-facing string within the existing UI, which can be handled as a localized content change without altering component responsibilities or contracts.

5. You are auditing a procurement-assistant agent whose defined responsibility is to draft purchase requests for review.
For each tool currently configured on the agent, select yes if the tool should remain after a least-privilege audit. Otherwise, select no if it should be removed.

Solutions: