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1. You are building a feedback-and-alignment routine for a multi-stakeholder deployment.
Which two practices belong in the routine? (Select two.)
Each correct answer presents a complete solution.
A) Record each session and distribute the recording to stakeholders who could not attend live.
B) Escalate any disagreement among stakeholders to the executive sponsor for binding resolution.
C) Rotate facilitation among the participating stakeholder groups to share ownership of the routine.
D) Set a regular cadence for revisiting expectations and assumptions as conditions evolve over time.
E) Reconcile divergent stakeholder positions explicitly rather than papering over them in the moment.
2. A Claude architect at a health services organization is defining evaluation metrics for a clinical-summary pipeline. The pipeline must remain within a per-query cost ceiling and must never surface patient data to unauthorized roles.
Which two metrics directly address these requirements? (Select two.)
A) BLEU score computed against a human-annotated reference summary set
B) Role-based access-control enforcement rate measured on a red-team dataset
C) Throughput measured as successful requests processed per minute
D) Per-query token cost measured against the defined cost ceiling
E) Response latency at the 95th percentile across a one-week sample window
3. You are selecting a model for a new production workload and must complete the upstream steps before testing candidate models empirically.
Which two steps must be completed BEFORE running a representative sample on a candidate model? (Select two.) Each correct answer presents part of the solution.
A) Select the lightest model that consistently meets the quality bar across the sample.
B) Retest the model choice when a new model version becomes available.
C) Choose a candidate model based on the requirements profile and known capabilities.
D) Define the quality bar, latency tolerance, and expected volume for the workload.
E) Sign off the production rollout plan with the platform and security teams.
4. An operations engineer reports that a Claude-based pipeline began returning malformed JSON responses after a scheduled maintenance window, causing downstream processing failures.
Which two investigative steps most directly isolate the root cause? (Select two.)
A) Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.
B) Compare the current system prompt and output schema configuration against the last known good version from before the maintenance window.
C) Switch to a different Claude model tier to rule out provider-side changes as a contributing factor.
D) Increase the max_tokens limit to determine whether output truncation is causing incomplete JSON structures.
E) Replay a set of premaintenance requests against the current configuration and inspect the raw model output before downstream parsing.
5. 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) The system's current architecture cannot meet the new requirements without changes to component responsibilities or core contracts.
B) 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.
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) 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.
Solutions:
| Question # 1 Answer: D,E | Question # 2 Answer: B,D | Question # 3 Answer: C,D | Question # 4 Answer: B,E | Question # 5 Answer: A |
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