This one traces AI auditing instruments back to places most people don't expect. Vote below, then tell us in the comments: what surprised you most about where these tools came from?

I was today years old when I realized I did not have some of the most important files that you need in the folder structure that Jake teaches. During today's video call with the VIP group, he went on a deep-dive rabbit trail about the ICM folder methodology that he teaches in his foundations course (free). As he was discussing it, I went to check what my root folder looked like and I did not have a Claude.md or context.md file!!! My productivity skyrocketed ever since I implemented his folder strategy over a month ago, but little did I know that I hadn't even implemented it correctly. 🤯 🤯 🤯 This goes to show that massive action beats over planning every time!

This one breaks down orchestration. Vote below, then pick one AI tool you actually use and tell us in the comments: can you identify which part is the model and which part is the routing layer around it?

You just saw what happens between one line of Python and the hardware. Vote below, then tell us in the comments: what is one thing you assumed about how code works that this video shifted?

You just looked at the full Abstraction Series lineup. Vote below so we know which video you're jumping into first.