OPSOPS-001 — Monitoring and Alerting Inadequacies
Flawed Model Design Choices Produce Biased and Unreliable AI Systems
3/5Sector: OtherGeography: GlobalStage: DevelopIngested: —
Executive Summary
Incorrect decisions during model specification cause AI systems to behave in biased and unreliable ways from the outset. Boards face compounded operational and reputational risk when design flaws are embedded before deployment rather than caught through governance review.
Domain
Operational Management
Blindspots in monitoring, incident response, performance, scalability, integration, and business continuity.
Source
MIT AI Risk Repository — AI Hazard Management: A Framework for the Systematic Management of Root Causes for AI Risks (Schnitzer2024) ↗https://airisk.mit.edu/
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