How the f*** do LLMs work?

I am a Ph.D. candidate in computer science studying artificial intelligence. I recently realized I don't know how the f*** LLMs work... this newsletter is my musing, thoughts, & feelings as I attempt to answer this question for myself, and maybe for you.