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Despite intense AI arms race, we’re in for a multi-model future


There will be no single model that will rule the universe, neither next year nor next decade. Instead, the future of AI will be multi-model.

The number of large foundation models released each year has been exploding since 2020Charlie Giattino, Edouard Mathieu, Veronika Samborska and Max Roser (2023) – “Artificial Intelligence” Published online at OurWorldinData.org. Companies are wary of vendor lock-in, particularly for a technology which has quickly become a core part of both long-term corporate strategy and short-term bottom-line revenue. Routing allows us to take advantage of all the benefits of specialization — higher accuracy with lower costs and latency — without giving up any of the robustness of generalization.

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multi-modal future

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intense AI arms race