AI RESEARCH
Failure Ontology: A Lifelong Learning Framework for Blind Spot Detection and Resilience Design
arXiv CS.AI
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ArXi:2604.10549v1 Announce Type: new Personalized learning systems are almost universally designed around a single objective: help people acquire knowledge and skills efficiently. We argue this framing misses the consequential problem. The most damaging failures in human life-financial ruin, health collapse, professional obsolescence-are rarely caused by insufficient knowledge acquisition.