I will say though, as impressive as the AI is, it is very much just a tool. I think Microsoft's "Copilot" branding is accurate. It still needs a human to prompt, test, and debug.

Although looking at things like LangChain I think the testing bit will be pretty well automated next year. Already it is excellent for debugging.