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Question 180
A support agent needs to create an incident in a ticketing system after verifying identity. What enables that effect?
- Human approval gate
- API extension
- Tool-using AI agent
- Autonomous unrestricted action
Explanation
Correct Answer
B:A secured service API connection performs the write. An extension connects the system to external APIs or services with defined interfaces.
Incorrect Answers
A:A human gate requires an authorized person to review or approve consequential steps. This does not directly meet the case requirement to create a record through an authorized external interface.
C:An agent chooses and invokes approved tools to pursue a goal based on state and feedback. This does not directly meet the case requirement to create a record through an authorized external interface.
D:Unrestricted autonomy would permit actions without needed authorization or safety checkpoints. This does not directly meet the case requirement to create a record through an authorized external interface.
Question 181
A project cannot decide whether a language model's long-context variant is necessary. Which role owns the technical choice?
- Business process owner
- Data steward
- Model selection owner
- Security governance
Explanation
Correct Answer
C:A model owner evaluates model capabilities against real task tests. The model owner evaluates task quality, capabilities and acceptable model versions.
Incorrect Answers
A:The business owner defines the outcome, user experience and success metrics. This does not directly meet the case requirement to choose a model version for a supported workload.
B:A data steward governs source completeness, retention, access and provenance. This does not directly meet the case requirement to choose a model version for a supported workload.
D:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to choose a model version for a supported workload.
Question 182
A retrieval pipeline has outdated customer knowledge and unclear document ownership. Which role is central?
- Model selection owner
- Data steward
- Security governance
- Platform engineering
Explanation
Correct Answer
B:Source governance covers data quality and update responsibility. A data steward governs source completeness, retention, access and provenance.
Incorrect Answers
A:The model owner evaluates task quality, capabilities and acceptable model versions. This does not directly meet the case requirement to maintain authoritative source data.
C:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to maintain authoritative source data.
D:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to maintain authoritative source data.
Question 183
A production endpoint drops requests under peak load. Which function should lead the serving investigation?
- Platform engineering
- Security governance
- Agent designer
- Business process owner
Explanation
Correct Answer
A:Runtime engineering handles scaling and service operations. Platform engineering maintains deployment reliability, runtime configurations and scalable serving.
Incorrect Answers
B:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to maintain reliable production inference capacity.
C:An agent designer defines goal, tool permissions, action sequence and escalation behavior. This does not directly meet the case requirement to maintain reliable production inference capacity.
D:The business owner defines the outcome, user experience and success metrics. This does not directly meet the case requirement to maintain reliable production inference capacity.
Question 184
A tool-using assistant makes the wrong API call after a failed step. Which role should inspect its plan and tool configuration?
- Platform engineering
- Model selection owner
- Agent designer
- Business process owner
Explanation
Correct Answer
C:Agent design controls action logic and fallback behavior. An agent designer defines goal, tool permissions, action sequence and escalation behavior.
Incorrect Answers
A:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to redesign tool selection and branching rules.
B:The model owner evaluates task quality, capabilities and acceptable model versions. This does not directly meet the case requirement to redesign tool selection and branching rules.
D:The business owner defines the outcome, user experience and success metrics. This does not directly meet the case requirement to redesign tool selection and branching rules.
Question 185
An agent has broader database rights than its duties justify. Which governance function should review this?
- Security governance
- Agent designer
- Platform engineering
- Business process owner
Explanation
Correct Answer
A:Permissions policy and accountability are security concerns. Security governance sets policies for identity, least privilege, audit and threat response.
Incorrect Answers
B:An agent designer defines goal, tool permissions, action sequence and escalation behavior. This does not directly meet the case requirement to set secure authorization for tools and data.
C:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to set secure authorization for tools and data.
D:The business owner defines the outcome, user experience and success metrics. This does not directly meet the case requirement to set secure authorization for tools and data.
Question 186
An AI pilot has impressive demos but no measurable effect on customer resolution time. Who should define the business metric?
- Model selection owner
- Platform engineering
- Business process owner
- Security governance
Explanation
Correct Answer
C:The business process owner owns the expected operational value. The business owner defines the outcome, user experience and success metrics.
Incorrect Answers
A:The model owner evaluates task quality, capabilities and acceptable model versions. This does not directly meet the case requirement to define desired customer service outcomes.
B:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to define desired customer service outcomes.
D:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to define desired customer service outcomes.
Question 187
A team must choose between a smaller faster model and a larger higher-quality one. Which function conducts the model trade-off?
- Security governance
- Model selection owner
- Platform engineering
- Agent designer
Explanation
Correct Answer
B:Capabilities and cost-performance comparisons are model selection duties. The model owner evaluates task quality, capabilities and acceptable model versions.
Incorrect Answers
A:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to benchmark model alternatives for the task.
C:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to benchmark model alternatives for the task.
D:An agent designer defines goal, tool permissions, action sequence and escalation behavior. This does not directly meet the case requirement to benchmark model alternatives for the task.
Question 188
A RAG tool indexes expired legal guidance. Which owner should manage content provenance and freshness?
- Data steward
- Model selection owner
- Security governance
- Agent designer
Explanation
Correct Answer
A:The stewardship function verifies valid source records. A data steward governs source completeness, retention, access and provenance.
Incorrect Answers
B:The model owner evaluates task quality, capabilities and acceptable model versions. This does not directly meet the case requirement to ensure only authorized current source data is used.
C:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to ensure only authorized current source data is used.
D:An agent designer defines goal, tool permissions, action sequence and escalation behavior. This does not directly meet the case requirement to ensure only authorized current source data is used.
Question 189
A deployment needs autoscaling and monitoring after the model is selected. Which function is most directly accountable?
- Platform engineering
- Security governance
- Business process owner
- Data steward
Explanation
Correct Answer
A:Infrastructure/platform operations govern serving behavior. Platform engineering maintains deployment reliability, runtime configurations and scalable serving.
Incorrect Answers
B:Security governance sets policies for identity, least privilege, audit and threat response. This does not directly meet the case requirement to operate model endpoints reliably.
C:The business owner defines the outcome, user experience and success metrics. This does not directly meet the case requirement to operate model endpoints reliably.
D:A data steward governs source completeness, retention, access and provenance. This does not directly meet the case requirement to operate model endpoints reliably.
Question 190
A pilot automates document drafting but nobody has set an acceptable error rate or productivity goal. Who must clarify success?
- Model selection owner
- Platform engineering
- Business process owner
- Agent designer
Explanation
Correct Answer
C:The business owner translates benefits into measurable acceptance criteria. The business owner defines the outcome, user experience and success metrics.
Incorrect Answers
A:The model owner evaluates task quality, capabilities and acceptable model versions. This does not directly meet the case requirement to specify business value and constraints.
B:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to specify business value and constraints.
D:An agent designer defines goal, tool permissions, action sequence and escalation behavior. This does not directly meet the case requirement to specify business value and constraints.
Generative AI Leader Practice Tests
