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Anthropic Claude Certified Architect - Professional Sample Questions:

1. 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) Transparency obligations are satisfied by disclosing that an AI system is in use, without further evaluation.
B) The system should be evaluated on outcome-disparity metrics across protected groups before deployment.
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) Fairness testing is required only when the training dataset is known to contain protected-class labels.

2. A loan pre-qualification assistant shows 94 percent approval recommendations that match the human underwriter decision. The fairness team has reviewed approval rate parity across protected groups and reported no significant difference. A board member has asked whether this evidence is sufficient to declare the assistant fair.
Which two Discernment-competency findings should you report? (Select two.) Each correct answer presents part of the solution.

A) The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
B) Match with human underwriters does not establish freedom from underwriter-introduced bias.
C) The fairness team's review process likely missed at least some of the protected groups studied.
D) Approval rate parity does not by itself assess error rate parity across protected groups.
E) A larger sample is needed before any meaningful fairness claim can be made about the model.

3. You are supporting an engineer whose newly added MCP server does not appear in their Claude Code session.
Which diagnostic step should be tried first?

A) Disable every MCP server in the configuration to isolate the issue, removing all tool access rather than confirming whether the new server is registered.
B) Reinstall the developer's operating system from scratch, discarding all local configuration and tool state before attempting any targeted diagnostic steps.
C) Switch the team to a different Claude product family unrelated to the existing workflow, abandoning the current configuration rather than diagnosing the registration issue.
D) Verify the MCP server is registered using the listing command, then reconnect the session if needed, since configuration changes typically require a restart to take effect.

4. A Claude architect is auditing configuration scope assignments.
Which two statements correctly identify an appropriate use of user-scope configuration versus other scopes?
(Select two.)

A) Storing API authentication keys so they are not committed to version control.
B) Persisting personal editor theme preferences that follow an engineer across projects.
C) Enforcing a company-wide policy that disables a feature for all engineers.
D) Defining MCP server endpoints shared by all contributors to a specific repository.
E) Saving a preferred Claude response language that applies to all repositories the engineer uses.

5. You are defining when to introduce a project subagent versus relying on Claude Code's general capabilities.
Which scenario most directly justifies a dedicated subagent?

A) The team has no recurring specialized tasks and uses Claude Code only for isolated general-purpose work that does not justify a dedicated system prompt or tool scope.
B) The team has a recurring specialized task, such as database schema review, that requires a focused system prompt, narrow tool permissions, and a specific model selection across many sessions.
C) The team has a one-time ad hoc question that will not recur and does not require a focused system prompt, narrow tool permissions, or dedicated model selection.
D) The team wants every Claude Code interaction to use the same generic system prompt with no task- specific specialization, narrow tool permissions, or dedicated model selection.

Solutions: