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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are compiling continuity practices that span the deployment lifecycle.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Maintain a stakeholder register and notify the listed parties at every phase transition event.
B) Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
C) Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
D) Archive every phase deliverable in long-term storage to preserve a record of what was produced.
E) Lock decisions made in early phases to prevent revisiting them as later phases begin.

2. An architect is reviewing a Claude-based candidate-screening tool prior to deployment. A stakeholder asserts that because the model was not trained on company data, no bias evaluation is necessary.
Which two responses most accurately challenge this assertion? (Select two.)

A) The system should be evaluated on outcome-disparity metrics across protected groups before deployment.
B) Fairness testing is required only when the training dataset is known to contain protected-class labels.
C) Bias evaluation is unnecessary when the model provider has published a responsible-use policy.
D) The model may carry demographic biases from pretraining that manifest in screening outcomes regardless of fine-tuning.
E) Transparency obligations are satisfied by disclosing that an AI system is in use, without further evaluation.

3. You are selecting a protocol for a single low-latency stateless tool call from a Claude-based assistant to an internal pricing service that already exposes a stable HTTP API.
Which integration mechanism is the most appropriate?

A) An agent-to-agent handoff that introduces another Claude-based agent in front of the pricing service.
B) A direct API call to the existing endpoint with the appropriate scoped credentials.
C) A bespoke streaming protocol layered over an unrelated asynchronous message bus.
D) A long-lived stateful session protocol for a stateless single-call interaction.

4. You are investigating an MCP server that fails on first launch but succeeds on subsequent runs. System permission dialogs appeared during the first launch.
Which response is most appropriate?

A) Treat the first-run failure as a permanent fault, replace the MCP server, and do not verify whether subsequent runs succeed.
B) Disable operating-system permission dialogs entirely, accept the resulting security implications, and proceed without confirming whether the failure recurs.
C) Reinstall the operating system to clear all permission state without first confirming whether the one- time permission grant caused the failure.
D) Recognize the first-run permission grant as the cause, document the expected behavior in onboarding guidance, and confirm that subsequent runs succeed.

5. You are reviewing a peer's draft system prompt that contains contradictory instructions: one section says never to speculate beyond the supplied source, while another says to confidently fill in any gaps.
Which response is most appropriate?

A) Remove or rewrite the gap-filling instruction so the prompt consistently constrains the model to source- supported content.
B) Add a priority instruction directing the model to evaluate all instructions and apply whichever appears most contextually appropriate on each request.
C) Increase temperature so output randomness masks the contradiction.
D) Keep both instructions and rely on the model to decide which one to follow on each request.

Solutions: