Plausibility of generative models greatly increases the relative verification cost, since the output is essentially optimized to be close to correct. I’d predict that relative verification cost could go up as the models get more complex. The class of errors we’re likely to find in generated code will be very different than the class of errors we’re used to looking for in human generated code: generated code will have subtle errors. As the models get more capable, you might be more likely to trust the output, and less likely to spot these subtle errors. This cost can be reduced by formal methods, but formal methods aren’t necessarily cheap. You might be better off with an engineer following a design process.
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