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The Language Model and the Control Flow
Co-pilot had a really cool demo of this at one of the Microsoft conferences where they asked it to write a problem. It realized that the output, it wasn't even that I don't think it ran into any like compile issues or something it ran successfully, but the output was just like nonsensical. And so it logically reasoned that there must be a mistake somewhere in like the program. So first it should write some code, then it should run the code, thenIt needs to look at the output and then determines, okay, do I need to like edit the code, doI need to run it again, can I return it to the user? But it's not hard,