Codex wrote majority of AI defense and

every new feature that we're building is

100% written by Codex.

We built AI defense where every single

one of our engineer was equipped with

Codex. The features that we were working

on for AI defense would have taken

several quarters for us to be able to

get out in the hands of our customers

and that dropped down to weeks. We built

out this open source tool called defense

claw which was ideated from start to

finish to like getting it in the hands

of developers that were using it in an

open source community in under one week.

It was incredible.

It allows our engineers to be a lot more

ambitious. When you take a look at a

backlog, you know, you do a lot of

t-shirt sizing. That's a, you know,

small, medium, large. That's a large

effort. And I think what's happening now

is there's a fundamental change in the

frame of reference that people look at

that backlog and they're just thinking

how long will a codeex run take to be

able to get these things done which is

fascinating.