Artificial intelligence has been around for longer than you may think.
Email spam filters and autocorrect systems are considered among the earliest forms of artificial intelligence, or AI. And way back in 1997, IBM’s Deep Blue supercomputer made history, defeated then-reigning world chess champion Garry Kasparov.
The idea of AI dates to a conference at Dartmouth College in 1956, “where a group of famous scholars and mathematicians got together to ‘solve’ the problem of artificial intelligence over the weekend,” said Mona Slone, an assistant professor of data science and media studies at the University of Virginia. “That is often treated as the birth of artificial intelligence as a field with its own name.”
Many are familiar with ChatGPT, a generative artificial intelligence tool released in 2022. It can create talking points for presentations, write songs, brainstorm ideas and even help you plan dinner menus. But how can people use it and other AI tools responsibly? UVA Today turned to Sloane for answers.

Mona Slone is a frequent public speaker and commentator, and has written for The Guardian, MIT Technology Review, The Hill, Nature and other outlets. (Photo by Catarina Heeckt)
Q. ChatGPT is generative AI. What does that mean?
A. Generative AI is a deep learning technique that takes a ton of raw data – think of the internet for example – to learn essentially the logic and structure of human language. Based on that, it can infer what we mean when we ask it a questions.
Q. What does that mean?
A. That means generative AI produces statistically probable outputs when prompted, which is different from understanding meaning. Generative AI has a blueprint of the human language and then, in the specific context of a prompt, can produce an output that is contextually relevant.
Q. Is AI a super powered Google?
A. I would not say that and here is why. Google is about search, and search is information retrieval and, historically, information retrieval systems look for matches between the keywords you put into the search bar and keywords in the corpus that it has access to. So, all the internet. What AI search (does) is it interprets your input as keywords.
Q. Can you give an example?
A. Theoretically, you could say, “Give me the best restaurant in Charlottesville for a Thursday night dinner with my best friends.” AI can go and interpret your search and say, “Well, you said you want Charlottesville, but maybe you want Richmond. And you said Thursday, but maybe you want Wednesday.” So, there is an interpretation that is happening there.
Q. What are some other ways people can use generative AI?
A. Meal planning is one of them. We have folks who use generative AI to summarize text for them. Generative AI is used sometimes to produce images and promotional materials.