A neural foundation model is a large AI model pretrained on huge amounts of brain data before it is fitted to one person.
In October 2026 Neuralink reported pretraining on more than 50,000 hours of unlabeled brain data streamed by its participants (Neuralink). The same approach powers chatbots, which learn general patterns first and specific tasks second.