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Weights: the new encoding of experience in AI.

Aivoco

Continual Learning Models: An Introduction to Weight Management

Abstract Large language and multimodal models remain static after training, they retrieve and recombine patterns learned during pretraining, but they do not gain experience from deployment the way a human does on the job. This paper introduces continual learning models, a class of architectures that update their own weights at

By AIVOCO 01 Aug 2026

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