You are evaluating an evaluation set used to score a Claude-based hiring-support tool. The set is drawn from one geographic region and one tenure band.
Which response is most appropriate?

• A. Expand the evaluation set to cover the geographic regions and tenure bands the tool will serve, and rescore the system on the expanded set before broader release.
• B. Narrow the evaluation set to a single demographic subgroup to simplify score interpretation.
• C. Replace quantitative evaluation with qualitative impressions from a small pilot group.
• D. Continue using the narrow evaluation set drawn from one region and one tenure band because the existing benchmark scores are already high on that subset.

You are rolling out monitoring for a Claude-based deployment and must complete the specification steps before instrumenting the deployment.
Which two steps must be completed BEFORE instrumenting the deployment to emit metrics and traces?
(Select two.)
Each correct answer presents part of the solution.

• A. Build the dashboards that surface metrics across slices at the cadence the team operates on.
• B. Tune the alert thresholds based on observed normal-state distributions to reduce false positives.
• C. Define the metrics and the slices the deployment will monitor across normal and adversarial traffic.
• D. Document the dashboards, alerts, and runbooks for the on-call rotation that will respond.
• E. Define the service-level objectives (SLOs) and the error budgets the deployment will be held to.

You are explaining the precedence of Claude Code configuration scopes to the team.
Which precedence ordering, from highest to lowest, is correct?

• A. Managed # command-line arguments # local # project # user
• B. Local # managed # user # command-line arguments # project
• C. Project # user # managed # local # command-line arguments
• D. User # project # local # command-line arguments # managed

You are running a discovery engagement for a new Claude-based capability and must complete the requirements-gathering steps before validating with stakeholders.
Which two steps must be completed BEFORE validating the captured requirements with stakeholders? (Select two.) Each correct answer presents part of the solution.

• A. Identify the non-functional constraints covering latency, cost, audit, data sensitivity, and regulatory needs.
• B. Document the consolidated requirements with traceability to the source stakeholder for each item.
• C. Produce architecture decision records that capture the rationale for major design choices.
• D. Capture the business goals, success criteria, and the in-scope user population for the engagement.
• E. Schedule the rollout milestones and dependencies with engineering and product partners.

A Claude architect is designing a HIPAA-compliant pipeline that processes patient records.
Which two design decisions directly support HIPAA compliance requirements? (Select two.)

• A. Ensuring patient data is never included in training feedback loops sent to the model provider without a BAA in place.
• B. Setting max_tokens to a low value to minimize the volume of text generated per request.
• C. Selecting the highest-capability Claude model to maximize diagnostic accuracy.
• D. Enforcing role-based access controls so that PHI is retrievable only by authorized personnel.
• E. Using streaming responses to reduce perceived latency for clinical users.