What's kind of the good, the bad, the ugly? So I was one of the,

you know, probably some of your listeners can relate to that.

the founders who got just totally Alice in Wonderland back in December.

And that was when Opus 4.5 got released.

And that was the first time.

What was significant about that is I think before that, AI was a pretty interesting... thought partner and you could hand off some knowledge work to it which is cool you couldn't trust it to build production grade software though and once you automate the kind of like suite based stuff oh my god so much opens up like you you kind of go from this situation where you had only high priests who are able to read to everyone's literate now and there's just this like explosion of opportunity and so i've spent eight hours a day on average weekdays weekends for better or worse in Cloud Code.

More recently, a little more Codex because 5.5 is a hell of a model.

But I'm curious to hear on the verification side, what are some interesting pieces on the back end there to keep these systems secure? Are we like using Replit? Are we using kind of different tools? What does that look like, Robert?