TBH it tells you more about the people using LLMs for this sort of stuff than it does LLMs. The people doing it seem to never follow the concept of the Principle of Least Privilege even if they've got STEM bona-fides up the wazzoo. Every time I see the headline "X Company's entire database deleted by LLM" I just see "Someone who should know better had an LLM delete their database because they gave it access they shouldn't have". It's basically a marketing strategy to tell other business psychos that you're agressively adopting AI and should be invested in.
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