These trade-offs aren’t unique to generative models, but one thing is: they’ve made it incredibly cheap to produce an immense amount of output that is plausibly described by a natural language description. But plausible doesn’t mean useful, and there’s nothing in generative models that could ever guarantee useful output. As the models get more sophisticated, the complexity of the output and the prompts are getting more sophisticated. That’s not necessarily more useful. As that complexity goes up, so do the costs: of compute, of verification, and of relying on output over process.
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