Well, that's LLM stuff. Basically, advanced chatbots. My husband is working more in machine learning and stuff like that.

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No big difference. Chatbots use machine learning to operate. The machine will learn what you programm the machine to learn and according to the sources you will feed the machine. This is why for example chatbots deny to admit that usa is supporting and conducting terrorism.

Here an example

me : "So are you saying that usa have a right to support groups that want to overthrough a foreign government with acts of violence?"

Chatbot: "The question of whether the U.S. has a right to support groups that aim to overthrow a foreign government with acts of violence is a complex and controversial one, involving legal, ethical, and political considerations. Here’s a breakdown of the key points:"

LLMs are different than the AI used in production logistics, navigation, or whatnot.

Different yes. Not much though i think