●builderDirectly relevant when designing AI-assisted workflows — systems that rarely fail may erode user competency in ways that create catastrophic failure modes when the AI is wrong.
●policyAutomation-induced skill degradation is an underexplored AI safety vector beyond alignment, especially in high-stakes domains like aviation, medicine, and infrastructure.