05 · LIFECYCLE STAGE
Operation & Monitoring
After go-live the system handles real production data, undergoing daily operation and maintenance including necessary retraining and adjustment. Real-world inputs — abuse, drift, hallucination and security incidents — mostly emerge at this stage.
70 scenarios
Untrustworthy Output in Professional Domains
RS3-T06-S0111-ZIdentity Inference by Correlating Fragmented Data
RS3-T14-S0140-ZAutonomous System Accessing Files Beyond Authorization
RS3-T14-S0141-ZUnauthorized Outbound Connections by an Autonomous System
RS6-T20-S0150-ZGeneration of Hate Content Targeting Groups
RS6-T20-S0151-ZGeneration of Virtual Content Harmful to Minors
RS6-T20-S0153-ZNon-Consensual Synthetic Intimate Imagery
RS6-T19-S0155-ZProduction of Extremist Content
RS6-T20-S0156-ZOperational Guidance for Illegal Activity
RS4-T16-S0157-ZInappropriate Content and Guidance for Minors
RS6-T20-S0158-ZLarge-Scale Contamination by False Information
RS6-T19-S0159-ZProfessional Over-Reliance on System Judgment
RS6-T19-S0160-ZOver-Reliance on Risk Assessment Tools
RS6-T19-S0163-ZFailure of Human-Machine Handover
RS6-T19-S0166-ZHarm from Health and Psychological Advice
RS6-T20-S0168-ZSynthetic Identity Fraud
RS6-T20-S0169-ZMass Production of False Content
RS6-T20-S0171-ZLowered Barriers to Dangerous Knowledge
RS6-T20-S0173-ZLarge-Scale Automated Surveillance
RS6-T20-S0174-ZMisuse of Scientific Reasoning Capability
RS6-T20-S0175-ZPrecision Social Engineering
RS6-T20-S0176-ZManipulation of Elections and Political Processes
RS6-T20-S0177-ZDistribution of Non-Consensual Synthetic Intimate Imagery
RS6-T20-S0178-ZAutomated Cyber Attack
RS6-T21-S0184-ZEscalation Through System Interaction in Critical Domains
RS1-T02-S0100-ZLack of Effective Appeal Channels
RS1-T02-S0101-ZInsufficient Transparency Undermining Oversight
RS3-T06-S0108-ZAttribute Inference Revealing Undisclosed Traits
RS3-T06-S0109-ZConversation Content Leaking Across Users
RS3-T06-S0112-ZExcessive Collection and Retention of Interaction Data
RS3-T06-S0114-ZConfidential Information Inadvertently Disclosed in Prompts
RS3-T07-S0115-ZCross-Border Transfer Violating Localization Requirements
RS3-T07-S0116-ZDisputes Over Authenticity and Attribution of Generated Content
RS3-T07-S0117-ZDifficulty Exercising Data Subject Rights
RS3-T11-S0127-ZCapability Theft Through Query Distillation
RS3-T12-S0129-ZSide-Channel Risk on Shared Computing Platforms
RS3-T14-S0131-ZService Logs Exposing Sensitive Inputs
RS3-T15-S0132-ZInference Resource Exhaustion Attack
RS3-T15-S0136-ZNode Failure Triggering Cascading Collapse
RS3-T15-S0137-ZCost Amplification Attack
RS6-T20-S0154-ZAutomated Generation of Harassment Content
RS6-T19-S0161-ZGenerated Code Adopted Without Developer Review
RS6-T19-S0164-ZSystem Guiding Users Toward Improper Conduct
RS6-T19-S0167-ZAutomation Bias Causing Anomalies to Be Overlooked
RS6-T20-S0170-ZHighly Customized Phishing Attack
RS6-T21-S0179-ZConflicting Objectives Across Systems
RS6-T21-S0181-ZCascading Amplification of Errors
RS6-T21-S0182-ZInsufficient Security in Inter-System Protocols
RS6-T21-S0183-ZTacit Coordination Among Autonomous Systems
RS6-T21-S0185-ZCovert Communication Between Systems
RS6-T21-S0186-ZMultiple Systems Converging on Collective Suboptimum
RS6-T22-S0187-ZRecommendation Mechanisms Affecting Autonomy of Choice
RS6-T22-S0188-ZProcess Design Eliminating Human Veto
RS7-T23-S0189-ZTacit Coordination Through Shared Pricing Systems
RS1-T02-S0099-ZIncomplete Audit Trail
RS1-T03-S0102-ZVersion Changes Not Communicated to Users
RS1-T03-S0103-ZOpaque Source Attribution
RS2-T04-S0104-ZService Quality Disparity Across Groups
RS3-T11-S0128-ZSide-Channel Inference of Model Information
RS3-T14-S0130-ZResidual Data in Shared Hardware Memory
RS3-T15-S0133-ZHijacking of Computing Resources
RS3-T15-S0134-ZCrafted Inputs Amplifying Computational Cost
RS3-T15-S0135-ZAutonomous Process Entering an Infinite Loop
RS3-T15-S0138-ZSingle-Supplier Dependency as a Point of Failure
RS4-T16-S0139-ZUnequal User Burden
RS6-T19-S0152-ZGenerated Content Reinforcing Stereotypes
RS6-T19-S0162-ZOver-Reliance on Tools in Learning
RS6-T19-S0165-ZAnthropomorphism Producing Misplaced Trust
RS6-T20-S0172-ZAutomation of Academic Fraud
RS6-T21-S0180-ZInformation Desynchronization Between Systems