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1. 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) Determine whether the failure reproduces on the previous model version to test for a model mismatch.
B) Inspect the system-prompt grounding instructions to determine whether citation constraints remain intact.
C) Switch the retrieval index to a denser embedding model to improve chunk-relevance scores.
D) Reduce the temperature setting to lower response variance across all query types.
E) Increase the context-window size to allow more retrieved chunks per query.
2. 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) Identify the team workflows, security boundaries, and which decisions belong to managed configuration versus project scope.
B) Iterate the configuration based on the pilot findings and stabilize the baseline before broader rollout.
C) Roll out the stabilized configuration to additional teams with documentation and a defined support channel.
D) Onboard every engineer in the organization to the new configuration through mandatory training sessions.
E) Define the project-scope baseline covering Model Context Protocol (MCP) servers, permission rules, and subagents.
3. A healthcare organization is evaluating two Claude-powered AI architectures for a clinical documentation assistant. Architecture X produces higher output quality scores but costs $0.18 per documentation session and averages 4.2 seconds per response. Architecture Y scores slightly lower on quality metrics but costs $0.09 per session and averages 2.1 seconds per response. The stated SLA requires responses under 3 seconds, and the annual volume is projected at 2 million documentation sessions.
Which evaluation approach correctly applies business value pillar analysis to this decision?
A) Select Architecture Y based solely on the 50% cost reduction, since solution cost is the most important value pillar in healthcare budget-constrained environments.
B) Eliminate Architecture X on SLA grounds, then evaluate Architecture Y against the efficiency and solution cost pillars by calculating annual cost difference and assessing whether the quality delta materially impacts clinical workflow productivity.
C) Select Architecture X because the higher quality scores justify the cost premium, and any SLA gap can be addressed through infrastructure optimization after deployment.
D) Recommend a hybrid approach using Architecture X for complex cases and Architecture Y for routine cases, without additional analysis, since this preserves quality where it matters most.
4. A Claude architect needs to ensure that a security-hardening flag cannot be disabled by any individual engineer after it is set.
Which configuration scope correctly enforces this requirement?
A) Managed configuration applied centrally and marked as non-overridable
B) Project scope (.claude/settings.json) committed to the repository
C) User scope (~/.claude/settings.json) on each engineer's machine
D) Environment variable defined in the CI/CD pipeline only
5. The engineering lead at Trenova Systems, Inc. is evaluating two proposals for improving developer workflows using Claude-assisted tooling. Proposal A adds Claude Code to the IDE for inline code generation and review. Proposal B routes all code-generation requests through a shared Slack bot without IDE integration.
Which two observations most accurately evaluate these proposals against workflow-improvement objectives?
(Select two.)
A) Proposal A reduces context switching by providing AI assistance at the point of development without requiring a separate tool.
B) Proposal B is superior because centralizing requests in Slack creates an auditable log of all code- generation activity.
C) Proposal B introduces workflow friction by requiring developers to leave the IDE, undermining the productivity objective.
D) Both proposals are equivalent because the model capabilities are identical regardless of the integration point.
E) Proposal B improves workflow velocity because Slack notifications create an asynchronous review queue.
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: A,E | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A,C |
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