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You are reviewing a peer's end-to-end design for a Claude-based platform expected to scale to thousands of concurrent users.
For each statement, indicate Yes if it reflects sound architectural practice. Otherwise, select No.

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. Increase the max_tokens limit to determine whether output truncation is causing incomplete JSON structures.
• B. Compare the current system prompt and output schema configuration against the last known good version from before the maintenance window.
• C. Replay a set of premaintenance requests against the current configuration and inspect the raw model output before downstream parsing.
• D. Switch to a different Claude model tier to rule out provider-side changes as a contributing factor.
• E. Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.

A platform team operates a self-hosted multi-agent system on Kubernetes that orchestrates seven specialized agents for invoice processing. The team spends approximately 40 percent of engineering capacity on infrastructure maintenance, message bus reliability, and agent state recovery. The CFO has asked you to evaluate moving to managed agent infrastructure to reclaim engineering capacity. The security officer requires that all customer financial data remain within an approved network boundary.
Which factor should most heavily influence your recommendation?

• A. Whether managed agents support the current bus topology used by the platform team.
• B. Whether managed agent data handling satisfies the network boundary required by security.
• C. Whether the current seven agents map cleanly to the patterns supported by managed agents.
• D. Whether managed agents reduce per-invoice token costs across the existing processing volume.

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. 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.
• B. Narrow the evaluation set to a single demographic subgroup to simplify score interpretation.
• C. 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.
• D. Replace quantitative evaluation with qualitative impressions from a small pilot group.

When communicating an architectural decision to a security and compliance reviewer, which content set is most aligned with that audience's primary concerns?

• A. Decision rationale, business outcomes, and high-level risk summary for executive review.
• B. Feature delivery schedule, roadmap dependencies, and scope boundaries for the product manager.
• C. Implementation timeline, component interfaces, and deployment sequence for the engineering team.
• D. Threat model, control mappings, residual-risk acceptance criteria, and audit traceability.