I created this presentation for a graduate class at NYU. It also serves as a gentle introduction to Winograd Schemas. There's one error: at 7:35 I say "she's the receiver of the thanks" when I mean "receiver of the help." Also, I mean no ill will to Tom Scott. He's a great computer enthusiast and content creator.