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Unlimited tokens are ending — need for 'full stack AI'

From Always-on agents run production without the on-call tax — Justin Smith, Resolve AI · ≈2:37

“AI is creating a lot more issues in production as, you know, AI code sort of goes through.”

“Unlimited tokens is is sort of coming to an end, the the token max, right?”

“It's not just about the models anymore, it's about the context around the models and what the models can do inside of a specific domain.”

What’s in it

Warns AI-generated code is flooding production with new failure modes
Flags the end of unlimited token pricing as a coming cost shock
Argues the real edge shifts from raw models to domain-specific context

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Clip transcript

And that's getting harder and harder and harder. Um AI is creating a lot more issues in production as, you know, AI code sort of goes through. Um it's not clear we have the right sort of um structures in place to deal with the amount of kind of changes that are coming through. Um unlimited tokens is is sort of coming to an end, the the token max, right? They're starting to clamp down. Prices are going up. Companies are getting a lot more stringent on, you know, what's being used um for AI. Um you know, we need full stack AI. It's not just about the models anymore, it's about the context around the models and what the models can do inside of a specific domain. These become the the problem areas that we need to sort of uh focus in and tackle on.

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