Ok, I'll bite: What's the harm of LLMs?

We don't know yet? And that's how things usually go. It's rare to have an immediate sense of how something might be harmful 5, 10, or 50 years in the future. Social media was likely considered all fun and good in 2005 and I doubt people were envisioning all the harmful consequences.