Roundtables: How does AI work?

Everyone's talking about large language models and image generators built on artificial intelligence. Many people have tested out tools like ChatGPT or DALL-E 2 and been amazed at the results, or disturbed by their tendency to hallucinate. But how do the algorithms underpinning these new generative tools actually work? And what's the best way to evaluate their capabilities?