What's been really I think eye-opening

for a lot of our engineers is really

that shortening of the life cycle

between planning and being able to

actually see a feature in production.

OpenAI has so many different ways to

interact with the models. Um, on the

knowledge worker side, uh, my team's

also responsible for rolling out to, for

example, our finance team, marketing

teams. [music] And for that, the chat

interface is very, uh, kind of second

nature. Today, for example, you can

actually simply one shot going from idea

to prototype to something that actually

works fully in production. For us,

actually, a game-changer has been

actually building AppSec [music] skills.

So, essentially taking our security

policy, security posture as a company,

especially as a security company,

>> [music]

>> and baking that into skills. On the

engineering side, certainly, you know,

we actually just started a project

building our internal AI SRE [music]

agent, uh, and that will be completely

using, uh, 55 and through APIs.

Specifically on Codex, actually, it's

[music] helped us, uh, get to feature

launches much faster. If we can actually

speed up that feedback loop from

customers into making [music] quick

changes in our UI, right? That's going

to really unlock just, you know,

customer CSAT, right? A lot of things

for the business.