SO MANY THINGS need to go right just so you can watch a TikTok! | E2215

On TWiST, Alex is chatting with Neubird CEO Gou Rao about the intricate complexity of IT Ops, and the vast amount of layers and components that have to be delivered very quickly to your phone in order to stream a simple video clip. Neubird has developed Hawkeye, an AI “engineer” that uses “context engineering” to isolate and troubleshoot problems, while still keeping costs down. Loading up a video to show your friends may SOUND straightforward, but it’s actually, as Alex notes, a miracle anything on the internet works at all. PLUS we’ve got Subject AI CEO Michael Vilardo stopping by to tell us how the app uses gamification to keep kids learning and engaged. NOTE TO FOUNDERS: Mike got invited on the show because he sends email updates to his “dream investors,” including Jason. It’s a solid best practice!