Also, I think there will be more resilient infrastructures if we can use more decentralized computes. Maybe have an open-source backbone that can ingest knowledge graphs, neural networks and different types of information. Maybe some of them are trained with strong privacy guarantees, others maybe without. And have a modular architecture that is completely decentralized and also trained asynchronously. I think that’s something we also in research looked at federated learning for a longer time. But it needs a lot of synchronization and agreement on the model and it’s more catered to monolithic models. Which I think is not really scaling in the way we want to have them.

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