The issue is that AI will be creating software at whatever abstraction layer it is asked to produce. Right down to ASM maybe even machine code if someone actually wanted or needed that. Perhaps not the AI of today but given a few years I'll be quite surprised if it still can't.

If we can take a computer as powerful as today’s laptops and make it crawl because of the amount of inefficiencies in software like Teams, I’m not holding breath for embedded. If you apply the same kind of engineering principle as Anthropic, you’ll be laughed out of the room.