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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. Replay a set of premaintenance requests against the current configuration and inspect the raw model output before downstream parsing.
• B. Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.
• 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. Compare the current system prompt and output schema configuration against the last known good version from before the maintenance window.

You are evaluating retrieval-strategy claims used by a peer team.
For each claim, select yes if the statement is generally accurate. Otherwise, select no.

You are designing the prompt for a ticket-triage classifier with thirty well-defined categories and clear category descriptions in the prompt.
Which technique is most appropriate as the starting point?

• A. A chain-of-thought prompt for a routing decision that does not require multi-step reasoning.
• B. A prompt with no category descriptions, expecting the model to infer the category set.
• C. A prompt that demands the model invent new categories when the supplied ones do not fit.
• D. A zero-shot prompt that specifies the categories with their descriptions and the required output format.

You are selecting a protocol for a single low-latency stateless tool call from a Claude-based assistant to an internal pricing service that already exposes a stable HTTP API.
Which integration mechanism is the most appropriate?

• A. A long-lived stateful session protocol for a stateless single-call interaction.
• B. A bespoke streaming protocol layered over an unrelated asynchronous message bus.
• C. An agent-to-agent handoff that introduces another Claude-based agent in front of the pricing service.
• D. A direct API call to the existing endpoint with the appropriate scoped credentials.

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. Both proposals are equivalent because the model capabilities are identical regardless of the integration point.
• B. Proposal B introduces workflow friction by requiring developers to leave the IDE, undermining the productivity objective.
• C. Proposal B is superior because centralizing requests in Slack creates an auditable log of all code- generation activity.
• D. Proposal A reduces context switching by providing AI assistance at the point of development without requiring a separate tool.
• E. Proposal B improves workflow velocity because Slack notifications create an asynchronous review queue.