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Continual learning requires a multi-paradigm approach spanning non-parametric context management, modular weight updates, and full parametric adaptation.

Impact: Top labs are pursuing parallel technical tracks, signaling that infrastructure investors should diversify across multiple learning architectures rather than betting on a single solution.

— from Beyond Frozen Models: The Business Case for AI Continual Learning · AI + a16z· Apr 28, 2026