Carlo CocuzziAI Expert, Pod Cast Host, Real Estate Investor and Funding Specialist

Intelligence Has a Shelf Life

27 Jul 2026 · 1 min

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AI models become obsolete in weeks, making traditional evaluation impossible. The real value shifts from the models themselves to flexible architectures that can swap between them as they improve.

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Frontier intelligence is now a totally perishable asset. Like, the shelf life is weeks now for anybody that gets to the very edge. Any enterprise or government interested in that very latest cutting frontier model doesn't have time to actually evaluate it, do an RFP, look at other models, have a committee internally think about which— whether to deploy it. And now you're 3 generations ahead in the model anyway. All the value comes in the architecture that can swap models. And that's going to be the next layer. We call that interfaces in our EXO world. That's going to be where the value resides going forward.