Capability? I have to push back on that (AI sounding joke, yes).
Point is, if I give a person a calculator, it doesn't even make them the tiniest bit of a mathematician. Nor if I give them a pencil, either. The tool never, ever makes the tradesperson.
Whatever's happening with LLMs, it's not making people programmers. It's how you use the tool, which validates that.
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Wait: a calculator doesn't make you a mathematician because you have to know math to get the calculator to do anything. A pencil does even less for you. You can't say any of that about AI.