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You are rolling out monitoring for a Claude-based deployment and must complete the specification steps before instrumenting the deployment.

Which two steps must be completed BEFORE instrumenting the deployment to emit metrics and traces? (Select two.)

Each correct answer presents part of the solution.

A.

Define the metrics and the slices the deployment will monitor across normal and adversarial traffic.

B.

Tune the alert thresholds based on observed normal-state distributions to reduce false positives.

C.

Define the service-level objectives (SLOs) and the error budgets the deployment will be held to.

D.

Build the dashboards that surface metrics across slices at the cadence the team operates on.

E.

Document the dashboards, alerts, and runbooks for the on-call rotation that will respond.

You are a solution architect designing a Claude-based assistant with access to 60 internal tools across multiple business domains. Loading every tool definition on every request increases token usage and time to first response.

Which design pattern best addresses this issue without sacrificing capability breadth?

A.

Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.

B.

Use a separate model call to summarize all 60 tool definitions before each user turn.

C.

Increase the maximum context length and load all 60 tool definitions on every request, accepting the higher token cost and latency as necessary for full capability.

D.

Hard-code a fixed set of five tools per request to reduce token usage, regardless of whether those tools are relevant to the current task.

You are assessing data-exfiltration risk in a Claude-based assistant that has tools for both internal-document retrieval and outbound HTTP calls.

Which scenario most directly indicates a data-exfiltration risk?

A.

The outbound HTTP tool returns a 200 response when the assistant calls an allow-listed domain to fulfil a user-initiated data-lookup request.

B.

The user submits a routine question and receives a routine answer.

C.

Adversarial content in a retrieved document instructs the model to call the outbound HTTP tool and send sensitive content to an attacker-controlled URL.

D.

The internal-document retrieval tool returns a document that the user is authorized to view.

You are supporting an engineer whose newly added MCP server does not appear in their Claude Code session.

Which diagnostic step should be tried first?

A.

Disable every MCP server in the configuration to isolate the issue, removing all tool access rather than confirming whether the new server is registered.

B.

Switch the team to a different Claude product family unrelated to the existing workflow, abandoning the current configuration rather than diagnosing the registration issue.

C.

Verify the MCP server is registered using the listing command, then reconnect the session if needed, since configuration changes typically require a restart to take effect.

D.

Reinstall the developer’s operating system from scratch, discarding all local configuration and tool state before attempting any targeted diagnostic steps.