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As you say, responsible ML is an interpretable scalpel, not a black box hammer. These ocean boiling LLMs purporting to be a tool with universal generalism are such a categorical disaster--for ecology, for the health of the field, for public understanding.
It's hard to go to work and have these conversations over and over again, to be honest it's depressing, wearing me down. I suspect I'll say no one too many times to "putting AI in our product" (by which they mean destroying simple well designed navigation by putting everything behind a chatbot search etc) and be let go.
I had a conversation with one of my mates, who was convinced, "AI is creative in the same way humans are creative. Therefore AI is actual intelligence."
It was a struggle to try to explain how LLMs aren't creative at all, can't conceptualize understanding, and are unable to determine whether they know something or not. I think I used painting terms, and AI being unable to consistently categorize a new color without being re-trained. He disagreed. Full blown nutter with no more understanding of the tech than you can find on FB, but he's certain he knows best.
Unfortunate thing is your mate is on par with the working knowledge of big venture capital swilling CEOs, CTOs, not to mention the other departments trying to get in on that sweet sweet prompt "magic"