It will be new factories designed from the ground up around ai and its benefits and limitations that really move the needle. Yes, totally agree. But we need more. As I wrote in an essay responding to Dario’s pacing the frontier, in my view, we need a stable long term supported model that companies can build around. In the same way that Ubuntu for example has a long term supported version. This gives companies time to build and adapt. The latest models can still be the realm of the frontier but businesses, schools, countries etc need long term guarantees.