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You are designing a content moderation classifier that processes high volumes of user-generated comments under a tight per-message latency budget using well-defined classification labels.
Which model selection best aligns with the workload?

• A. Sonnet with extended thinking enabled, because deeper reasoning should be applied to every moderation request to improve edge-case handling.
• B. Sonnet, because larger general-purpose models are preferred even when workload latency requirements are strict.
• C. Haiku, because its latency and cost profile align with high-volume classification workloads that require limited reasoning depth.
• D. Opus, because every moderation decision requires maximum reasoning depth regardless of classification complexity.

A customer support team has proposed delegating customer refund decisions to a Claude-driven workflow with no human review for refunds under 50 USD. The team ' s reasoning is that small refunds are low-risk and human review would erase the efficiency gain.
Which Delegation-competency principle should guide your response?

• A. Delegation should always include human review on every decision the workflow produces.
• B. Delegation should be avoided entirely wherever financial transactions occur in the workflow.
• C. Delegation scope should reflect the type of risk involved, not the transaction size alone.
• D. Delegation scope should be set primarily by maximizing efficiency gains across the workflow.

You must present an architectural recommendation to deploy a Claude-based contract review assistant to a steering committee that includes the CFO, the general counsel, and the CIO. Each stakeholder cares about different aspects of the decision.
How should you structure the recommendation document?

• A. Lead with detailed cost projections across the full multi-year horizon before the rationale section.
• B. Present the same dense narrative throughout with no stakeholder differentiation in any section.
• C. Lead with the technical architecture diagram and the full component list before any other section.
• D. Lead with the architectural decision, then address each stakeholder's primary concerns directly.

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

You are integrating Claude Code into a team workflow and must complete the design and configuration steps before piloting the integrated workflow with a small group.
Which two steps must be completed BEFORE piloting the integrated workflow? (Select two.) Each correct answer presents part of the solution.

• A. Identify the workflow steps where AI-assisted tooling adds value and where human authority must remain.
• B. Configure the project-scope MCP servers, permissions, subagents, and persistent project context.
• C. Iterate the integrated workflow based on pilot findings before broader rollout to the team.
• D. Negotiate the workflow change with affected teams and obtain formal sign-off from each manager.
• E. Document the integrated workflow with handoff criteria, permission boundaries, and on-call runbooks.