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1. You are operating an interactive assistant whose dominant performance constraint is per-turn latency. Quality on routine turns is already acceptable.
Which configuration adjustment most directly improves latency without disproportionately damaging quality?
A) Disable prompt caching entirely to ensure fresh context processing on every request, preventing stale prefix content from affecting latency-sensitive interactions.
B) Reduce retrieval depth to the top-k passages that historically cover the answer, and cache stable system- prompt content.
C) Switch every turn to the heaviest available model to maximize output quality, accepting that the increased model latency will worsen the per-turn SLO rather than improve it.
D) Increase retrieval depth to the corpus maximum to improve recall regardless of latency.
2. 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 internal-document retrieval tool returns a document that the user is authorized to view.
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 user submits a routine question and receives a routine answer.
3. A security team is evaluating two proposed controls. Control A adds an outbound tool allow-list with destination restrictions and per-call review. Control B scores responses against a stable adversarial evaluation set after each model-version change.
Which two risk categories are correctly matched to these controls? (Select two.)
A) Control B - silent quality drift after a model-version upgrade
B) Control A - prompt injection from adversarial content in retrieved data
C) Control B - data exfiltration via outbound tool calls
D) Control A - silent quality drift after a model-version upgrade
E) Control A - data exfiltration via outbound tool calls
4. You are integrating AI-assisted tooling into the team's documentation workflow. The team wants generated documentation that stays grounded in the actual code.
Which integration approach best fits this requirement?
A) Configure subagents that read the relevant code files via filesystem and code-search tools, generate the documentation, and emit changes through the team's normal review workflow.
B) Have the subagents publish generated documentation directly to the public-facing site without passing through the team's normal review workflow or any human approval step.
C) Generate documentation from the model's training-data recall without reading any of the actual repository code, accepting that the output will not reflect the current implementation.
D) Disable all filesystem and code-search tools so the subagents cannot read any repository code, accepting that documentation generation will be entirely disconnected from the actual implementation.
5. You are compiling factors that should drive the choice between Model Context Protocol (MCP), direct API integration, and agent-to-agent handoff.
Which two factors belong on the list? (Select two.)
Each correct answer presents a complete solution.
A) Whether the underlying transport supports encryption in transit between the integrated services.
B) Whether the vendor publishes detailed reference documentation for each candidate protocol.
C) Whether the interaction is stateless and latency-sensitive or stateful and longer-running.
D) Whether the team has prior implementation experience with any of the candidate protocols.
E) Whether the integration must be portable across multiple AI clients in the ecosystem.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A,E | Question # 4 Answer: A | Question # 5 Answer: C,E |
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