The Amnesia Problem: Why Neural Networks Can't Learn Like Humans2025-11-10T12:00:00+00:00•19 min read#machine-learning#neural-networks#continual-learning#theoryNeural networks catastrophically forget previous knowledge when learning new tasks—not due to capacity limits but fundamental constraints in distributed learning systems.