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The Evolution of the Open Source Ecosystem
I've definitely seen a lot of enterprise buyers change their mind almost on a monthly basis in terms of what they view as the primary components of the stack that they're using. So I would start saying it's extremely hard to know what's going to stick in the end. The one thing that's been the most surprising was the speed at which the open source ecosystem has been innovating and building better and better models. Nobody has quite caught up to open AI yet in terms of the frontier model, the maximum level performance you can get.