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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. 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 latency and throughput targets are met across supported user populations.
C) Confirm that high-impact decisions retain human accountability rather than being attributed to the model.
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.

2. 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) 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.
B) 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.
C) 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.
D) The system's current architecture cannot meet the new requirements without changes to component responsibilities or core contracts.

3. You are supporting a team whose Claude Code sessions consistently load 60 or more MCP tools from many servers, exhausting context budget before the session begins.
Which adjustment most directly addresses this issue without removing capability?

A) Enable Tool Search so tool definitions are deferred and discovered on demand rather than loaded into context upfront.
B) Add additional MCP servers to give the team more capability, which increases rather than reduces the number of tool definitions loaded into the session's context budget.
C) Disable every MCP server in the configuration to free up context budget, accepting that the team loses all tool access and cannot perform any MCP-dependent task in the session.
D) Increase the prompt's verbosity with additional instructions and context, which consumes more of the context budget rather than reducing the tool-definition overhead causing the issue.

4. You are rolling out a standardized Claude Code configuration to an engineering team and must complete the planning steps before piloting the configuration.
Which two steps must be completed BEFORE piloting the configuration with a small group of engineers?
(Select two.)
Each correct answer presents part of the solution.

A) Onboard every engineer in the organization to the new configuration through mandatory training sessions.
B) Identify the team workflows, security boundaries, and which decisions belong to managed configuration versus project scope.
C) Iterate the configuration based on the pilot findings and stabilize the baseline before broader rollout.
D) Define the project-scope baseline covering Model Context Protocol (MCP) servers, permission rules, and subagents.
E) Roll out the stabilized configuration to additional teams with documentation and a defined support channel.

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

Solutions: