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Question 560
A document summarizer lacks permission to read the requested file. Which behavior should the design support?
- Error taxonomy analysis
- Adversarial robustness testing
- User feedback capture
- Fallback behavior
Explanation
Correct Answer
D:A safe fallback should acknowledge access limitations. A fallback safely handles unsupported situations or uncertain results.
Incorrect Answers
A:An error taxonomy groups failure modes to guide corrective action. This does not directly meet the case requirement to decline to invent content from inaccessible material.
B:Robustness tests evaluate behavior under confusing or intentionally challenging inputs. This does not directly meet the case requirement to decline to invent content from inaccessible material.
C:Feedback collection records real user reports of poor or harmful outcomes. This does not directly meet the case requirement to decline to invent content from inaccessible material.
Question 561
An AI support app's response time increases over several weeks. Which operational discipline should catch it?
- Security patch management
- Evaluation after updates
- Performance monitoring
- Business KPI monitoring
Explanation
Correct Answer
C:Runtime performance metrics reveal growing latency. Performance monitoring tracks task quality, response latency and service reliability in deployment.
Incorrect Answers
A:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to track latency and uptime in production.
B:Post-update evaluation checks regressions and changed behavior after a model or application update. This does not directly meet the case requirement to track latency and uptime in production.
D:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to track latency and uptime in production.
Question 562
An auditor asks which foundation-model revision handled a customer's application. Which system component supports traceability?
- Model version registry
- Security patch management
- Business KPI monitoring
- Drift monitoring
Explanation
Correct Answer
A:A registry ties predictions to identified versions. A registry records model versions and deployment metadata for reproducibility.
Incorrect Answers
B:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to retain model version provenance.
C:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to retain model version provenance.
D:Drift monitoring detects shifts in data or model behavior that may degrade accuracy. This does not directly meet the case requirement to retain model version provenance.
Question 563
A serving container has a newly disclosed vulnerability. Which operational control addresses it?
- Security patch management
- Model version registry
- Business KPI monitoring
- Evaluation after updates
Explanation
Correct Answer
A:Security patching reduces known infrastructure exposure. Patch management applies supported fixes to model-serving components and dependencies.
Incorrect Answers
B:A registry records model versions and deployment metadata for reproducibility. This does not directly meet the case requirement to update vulnerable serving dependencies.
C:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to update vulnerable serving dependencies.
D:Post-update evaluation checks regressions and changed behavior after a model or application update. This does not directly meet the case requirement to update vulnerable serving dependencies.
Question 564
A demand model performs worse as customer shopping patterns change. Which check may explain degradation?
- Model version registry
- Drift monitoring
- Business KPI monitoring
- Security patch management
Explanation
Correct Answer
B:Drift monitoring detects distributional changes. Drift monitoring detects shifts in data or model behavior that may degrade accuracy.
Incorrect Answers
A:A registry records model versions and deployment metadata for reproducibility. This does not directly meet the case requirement to identify shifts undermining prediction quality.
C:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to identify shifts undermining prediction quality.
D:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to identify shifts undermining prediction quality.
Question 565
A chatbot is used heavily but does not reduce support-ticket resolution time. Which measures reveal that?
- Business KPI monitoring
- Model version registry
- Drift monitoring
- Security patch management
Explanation
Correct Answer
A:Business KPIs evaluate real process outcomes. KPI monitoring tracks whether the application improves actual business outcomes.
Incorrect Answers
B:A registry records model versions and deployment metadata for reproducibility. This does not directly meet the case requirement to track operational value beyond model usage.
C:Drift monitoring detects shifts in data or model behavior that may degrade accuracy. This does not directly meet the case requirement to track operational value beyond model usage.
D:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to track operational value beyond model usage.
Question 566
An automatic model upgrade changes answer tone and formatting. Which review should catch regressions?
- Model version registry
- Business KPI monitoring
- Evaluation after updates
- Performance monitoring
Explanation
Correct Answer
C:Reevaluation following updates detects changed behavior. Post-update evaluation checks regressions and changed behavior after a model or application update.
Incorrect Answers
A:A registry records model versions and deployment metadata for reproducibility. This does not directly meet the case requirement to test new versions against acceptance cases.
B:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to test new versions against acceptance cases.
D:Performance monitoring tracks task quality, response latency and service reliability in deployment. This does not directly meet the case requirement to test new versions against acceptance cases.
Question 567
A deployed agent works correctly but intermittently times out. What should engineers monitor?
- Evaluation after updates
- Security patch management
- Model version registry
- Performance monitoring
Explanation
Correct Answer
D:Performance monitoring includes runtime reliability. Performance monitoring tracks task quality, response latency and service reliability in deployment.
Incorrect Answers
A:Post-update evaluation checks regressions and changed behavior after a model or application update. This does not directly meet the case requirement to observe service errors and latency.
B:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to observe service errors and latency.
C:A registry records model versions and deployment metadata for reproducibility. This does not directly meet the case requirement to observe service errors and latency.
Question 568
A model rollback is requested and nobody knows the previous build identifier. Which control was missing?
- Business KPI monitoring
- Drift monitoring
- Evaluation after updates
- Model version registry
Explanation
Correct Answer
D:Version tracking enables reproducible rollback. A registry records model versions and deployment metadata for reproducibility.
Incorrect Answers
A:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to identify and recover a prior model revision.
B:Drift monitoring detects shifts in data or model behavior that may degrade accuracy. This does not directly meet the case requirement to identify and recover a prior model revision.
C:Post-update evaluation checks regressions and changed behavior after a model or application update. This does not directly meet the case requirement to identify and recover a prior model revision.
Question 569
A classifier trained in summer performs poorly on winter traffic. Which monitoring practice fits?
- Evaluation after updates
- Business KPI monitoring
- Drift monitoring
- Security patch management
Explanation
Correct Answer
C:Seasonal changes can produce data distribution drift. Drift monitoring detects shifts in data or model behavior that may degrade accuracy.
Incorrect Answers
A:Post-update evaluation checks regressions and changed behavior after a model or application update. This does not directly meet the case requirement to observe seasonal shifts in model inputs.
B:KPI monitoring tracks whether the application improves actual business outcomes. This does not directly meet the case requirement to observe seasonal shifts in model inputs.
D:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to observe seasonal shifts in model inputs.
Question 570
A new foundation-model release breaks a structured JSON output requirement. Which QA step should flag this?
- Evaluation after updates
- Performance monitoring
- Model version registry
- Security patch management
Explanation
Correct Answer
A:Regression evaluation tests established output contracts. Post-update evaluation checks regressions and changed behavior after a model or application update.
Incorrect Answers
B:Performance monitoring tracks task quality, response latency and service reliability in deployment. This does not directly meet the case requirement to verify formatting after a model update.
C:A registry records model versions and deployment metadata for reproducibility. This does not directly meet the case requirement to verify formatting after a model update.
D:Patch management applies supported fixes to model-serving components and dependencies. This does not directly meet the case requirement to verify formatting after a model update.
Generative AI Leader Practice Tests
