Indeed,

I think it takes another solid 3+ years before LLM's can actually replace devs for simple apps (in full)

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Yeah, I truly think programming is a Bounded problem, like Chess, Go, etc. If we take that evolution, we should be able to have AI beating the smartest developers in about that time.