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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

RS2-T05-S0105-Z

Untrustworthy Output in Professional Domains

RS3-T06-S0111-Z

Identity Inference by Correlating Fragmented Data

RS3-T14-S0140-Z

Autonomous System Accessing Files Beyond Authorization

RS3-T14-S0141-Z

Unauthorized Outbound Connections by an Autonomous System

RS6-T20-S0150-Z

Generation of Hate Content Targeting Groups

RS6-T20-S0151-Z

Generation of Virtual Content Harmful to Minors

RS6-T20-S0153-Z

Non-Consensual Synthetic Intimate Imagery

RS6-T19-S0155-Z

Production of Extremist Content

RS6-T20-S0156-Z

Operational Guidance for Illegal Activity

RS4-T16-S0157-Z

Inappropriate Content and Guidance for Minors

RS6-T20-S0158-Z

Large-Scale Contamination by False Information

RS6-T19-S0159-Z

Professional Over-Reliance on System Judgment

RS6-T19-S0160-Z

Over-Reliance on Risk Assessment Tools

RS6-T19-S0163-Z

Failure of Human-Machine Handover

RS6-T19-S0166-Z

Harm from Health and Psychological Advice

RS6-T20-S0168-Z

Synthetic Identity Fraud

RS6-T20-S0169-Z

Mass Production of False Content

RS6-T20-S0171-Z

Lowered Barriers to Dangerous Knowledge

RS6-T20-S0173-Z

Large-Scale Automated Surveillance

RS6-T20-S0174-Z

Misuse of Scientific Reasoning Capability

RS6-T20-S0175-Z

Precision Social Engineering

RS6-T20-S0176-Z

Manipulation of Elections and Political Processes

RS6-T20-S0177-Z

Distribution of Non-Consensual Synthetic Intimate Imagery

RS6-T20-S0178-Z

Automated Cyber Attack

RS6-T21-S0184-Z

Escalation Through System Interaction in Critical Domains

RS1-T02-S0100-Z

Lack of Effective Appeal Channels

RS1-T02-S0101-Z

Insufficient Transparency Undermining Oversight

RS3-T06-S0108-Z

Attribute Inference Revealing Undisclosed Traits

RS3-T06-S0109-Z

Conversation Content Leaking Across Users

RS3-T06-S0112-Z

Excessive Collection and Retention of Interaction Data

RS3-T06-S0114-Z

Confidential Information Inadvertently Disclosed in Prompts

RS3-T07-S0115-Z

Cross-Border Transfer Violating Localization Requirements

RS3-T07-S0116-Z

Disputes Over Authenticity and Attribution of Generated Content

RS3-T07-S0117-Z

Difficulty Exercising Data Subject Rights

RS3-T11-S0127-Z

Capability Theft Through Query Distillation

RS3-T12-S0129-Z

Side-Channel Risk on Shared Computing Platforms

RS3-T14-S0131-Z

Service Logs Exposing Sensitive Inputs

RS3-T15-S0132-Z

Inference Resource Exhaustion Attack

RS3-T15-S0136-Z

Node Failure Triggering Cascading Collapse

RS3-T15-S0137-Z

Cost Amplification Attack

RS6-T20-S0154-Z

Automated Generation of Harassment Content

RS6-T19-S0161-Z

Generated Code Adopted Without Developer Review

RS6-T19-S0164-Z

System Guiding Users Toward Improper Conduct

RS6-T19-S0167-Z

Automation Bias Causing Anomalies to Be Overlooked

RS6-T20-S0170-Z

Highly Customized Phishing Attack

RS6-T21-S0179-Z

Conflicting Objectives Across Systems

RS6-T21-S0181-Z

Cascading Amplification of Errors

RS6-T21-S0182-Z

Insufficient Security in Inter-System Protocols

RS6-T21-S0183-Z

Tacit Coordination Among Autonomous Systems

RS6-T21-S0185-Z

Covert Communication Between Systems

RS6-T21-S0186-Z

Multiple Systems Converging on Collective Suboptimum

RS6-T22-S0187-Z

Recommendation Mechanisms Affecting Autonomy of Choice

RS6-T22-S0188-Z

Process Design Eliminating Human Veto

RS7-T23-S0189-Z

Tacit Coordination Through Shared Pricing Systems

RS1-T02-S0099-Z

Incomplete Audit Trail

RS1-T03-S0102-Z

Version Changes Not Communicated to Users

RS1-T03-S0103-Z

Opaque Source Attribution

RS2-T04-S0104-Z

Service Quality Disparity Across Groups

RS3-T11-S0128-Z

Side-Channel Inference of Model Information

RS3-T14-S0130-Z

Residual Data in Shared Hardware Memory

RS3-T15-S0133-Z

Hijacking of Computing Resources

RS3-T15-S0134-Z

Crafted Inputs Amplifying Computational Cost

RS3-T15-S0135-Z

Autonomous Process Entering an Infinite Loop

RS3-T15-S0138-Z

Single-Supplier Dependency as a Point of Failure

RS4-T16-S0139-Z

Unequal User Burden

RS6-T19-S0152-Z

Generated Content Reinforcing Stereotypes

RS6-T19-S0162-Z

Over-Reliance on Tools in Learning

RS6-T19-S0165-Z

Anthropomorphism Producing Misplaced Trust

RS6-T20-S0172-Z

Automation of Academic Fraud

RS6-T21-S0180-Z

Information Desynchronization Between Systems