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Question 470
An HR agent proposes rejecting a candidate automatically despite a required manual decision. Which architecture component is missing?
- Agent identity and permissions
- Agent state and memory
- Agent observation and tracing
- Approval checkpoint
Explanation
Correct Answer
D:An approval checkpoint routes sensitive actions to a person. Approval checkpoints require human confirmation before specified consequential actions.
Incorrect Answers
A:Agent identities determine the rights granted to tool requests and data resources. This does not directly meet the case requirement to hold employment decisions for human review.
B:State and memory manage relevant interaction context across agent steps or sessions. This does not directly meet the case requirement to hold employment decisions for human review.
C:Tracing records actions and outcomes so developers can inspect agent behavior. This does not directly meet the case requirement to hold employment decisions for human review.
Question 471
A team must compare two candidate agent builds on known test cases before launch. Which evaluation pattern fits?
- Version registry
- Safety evaluation
- Offline benchmark evaluation
- Online production monitoring
Explanation
Correct Answer
C:Offline benchmarks permit repeatable predeployment comparison. Offline evaluations test candidate responses using curated representative cases before release.
Incorrect Answers
A:Version records identify model and agent revisions to enable controlled comparison and rollback. This does not directly meet the case requirement to test candidate quality on held-out scenarios.
B:Safety tests measure harmful outputs, policy violations and potential misuse scenarios. This does not directly meet the case requirement to test candidate quality on held-out scenarios.
D:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to test candidate quality on held-out scenarios.
Question 472
A deployed assistant's errors increase after release and operators need live metrics. Which activity detects this?
- Online production monitoring
- Safety evaluation
- Business impact evaluation
- Regression testing
Explanation
Correct Answer
A:Production monitoring tracks real-world behavior. Online monitoring observes live quality, latency, errors and safety signals after deployment.
Incorrect Answers
B:Safety tests measure harmful outputs, policy violations and potential misuse scenarios. This does not directly meet the case requirement to observe live model issues and performance.
C:Business evaluation connects the model to workflow outcomes such as resolution time or satisfaction. This does not directly meet the case requirement to observe live model issues and performance.
D:Regression tests detect lost behavior or newly introduced failures after changes. This does not directly meet the case requirement to observe live model issues and performance.
Question 473
A regulated company needs a record of the approved model version used for a decision last month. Which component helps?
- Online production monitoring
- Regression testing
- Version registry
- Safety evaluation
Explanation
Correct Answer
C:Version records support audit and reproducibility. Version records identify model and agent revisions to enable controlled comparison and rollback.
Incorrect Answers
A:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to identify the exact model version used.
B:Regression tests detect lost behavior or newly introduced failures after changes. This does not directly meet the case requirement to identify the exact model version used.
D:Safety tests measure harmful outputs, policy violations and potential misuse scenarios. This does not directly meet the case requirement to identify the exact model version used.
Question 474
A new agent tool fixes one workflow but breaks a previously working approval step. Which test should detect this?
- Online production monitoring
- Version registry
- Regression testing
- Business impact evaluation
Explanation
Correct Answer
C:Regression testing checks established expected behavior. Regression tests detect lost behavior or newly introduced failures after changes.
Incorrect Answers
A:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to prevent old workflows from breaking after changes.
B:Version records identify model and agent revisions to enable controlled comparison and rollback. This does not directly meet the case requirement to prevent old workflows from breaking after changes.
D:Business evaluation connects the model to workflow outcomes such as resolution time or satisfaction. This does not directly meet the case requirement to prevent old workflows from breaking after changes.
Question 475
A content generator might reveal personal details or create unsafe instructions. Which evaluation class addresses this?
- Safety evaluation
- Regression testing
- Business impact evaluation
- Online production monitoring
Explanation
Correct Answer
A:Safety assessments test risks beyond task accuracy. Safety tests measure harmful outputs, policy violations and potential misuse scenarios.
Incorrect Answers
B:Regression tests detect lost behavior or newly introduced failures after changes. This does not directly meet the case requirement to detect harmful and policy-violating outputs.
C:Business evaluation connects the model to workflow outcomes such as resolution time or satisfaction. This does not directly meet the case requirement to detect harmful and policy-violating outputs.
D:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to detect harmful and policy-violating outputs.
Question 476
A successful pilot should reduce average support handle time without hurting satisfaction. Which type of evaluation matters?
- Version registry
- Regression testing
- Business impact evaluation
- Online production monitoring
Explanation
Correct Answer
C:Business outcome metrics show whether AI creates value. Business evaluation connects the model to workflow outcomes such as resolution time or satisfaction.
Incorrect Answers
A:Version records identify model and agent revisions to enable controlled comparison and rollback. This does not directly meet the case requirement to measure service improvements rather than model scores only.
B:Regression tests detect lost behavior or newly introduced failures after changes. This does not directly meet the case requirement to measure service improvements rather than model scores only.
D:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to measure service improvements rather than model scores only.
Question 477
A development team plans to ship a new model and wants a repeatable quality gate first. What activity should it use?
- Safety evaluation
- Offline benchmark evaluation
- Regression testing
- Online production monitoring
Explanation
Correct Answer
B:An offline benchmark can define pass/fail thresholds. Offline evaluations test candidate responses using curated representative cases before release.
Incorrect Answers
A:Safety tests measure harmful outputs, policy violations and potential misuse scenarios. This does not directly meet the case requirement to validate a model before deployment.
C:Regression tests detect lost behavior or newly introduced failures after changes. This does not directly meet the case requirement to validate a model before deployment.
D:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to validate a model before deployment.
Question 478
Users report rising latency and inconsistent responses weeks after launch. What monitoring is needed?
- Business impact evaluation
- Safety evaluation
- Version registry
- Online production monitoring
Explanation
Correct Answer
D:Live metrics identify degradation that offline tests missed. Online monitoring observes live quality, latency, errors and safety signals after deployment.
Incorrect Answers
A:Business evaluation connects the model to workflow outcomes such as resolution time or satisfaction. This does not directly meet the case requirement to track deployed response quality over time.
B:Safety tests measure harmful outputs, policy violations and potential misuse scenarios. This does not directly meet the case requirement to track deployed response quality over time.
C:Version records identify model and agent revisions to enable controlled comparison and rollback. This does not directly meet the case requirement to track deployed response quality over time.
Question 479
An auditor needs the approved release record naming the exact prompt version, model revision, and agent configuration that were deployed for a business decision. Which record is most useful for version provenance?
- Regression testing
- Version registry
- Safety evaluation
- Offline benchmark evaluation
Explanation
Correct Answer
B:Version provenance ties behavior to a frozen release. Version records identify model and agent revisions to enable controlled comparison and rollback.
Incorrect Answers
A:Regression tests detect lost behavior or newly introduced failures after changes. This does not directly meet the case requirement to reconstruct the deployed model and configuration.
C:Safety tests measure harmful outputs, policy violations and potential misuse scenarios. This does not directly meet the case requirement to reconstruct the deployed model and configuration.
D:Offline evaluations test candidate responses using curated representative cases before release. This does not directly meet the case requirement to reconstruct the deployed model and configuration.
Question 480
After changing tool permissions, an agent stops executing a valid workflow. Which evaluation type should catch the issue?
- Business impact evaluation
- Regression testing
- Offline benchmark evaluation
- Online production monitoring
Explanation
Correct Answer
B:Regression tests verify behavior after modifications. Regression tests detect lost behavior or newly introduced failures after changes.
Incorrect Answers
A:Business evaluation connects the model to workflow outcomes such as resolution time or satisfaction. This does not directly meet the case requirement to check existing scenarios following a configuration update.
C:Offline evaluations test candidate responses using curated representative cases before release. This does not directly meet the case requirement to check existing scenarios following a configuration update.
D:Online monitoring observes live quality, latency, errors and safety signals after deployment. This does not directly meet the case requirement to check existing scenarios following a configuration update.
Generative AI Leader Practice Tests
