Swami Sivasubramanian

And these are just few simple examples.

Same thing what's going on with security agents.

SmugMug is a great photo company and I'm a big customer.

And they are completely automating the security operations altogether using AWS security agent.

And these are all the beginning of how this is going to change the game in a big way because what you want these agentic teammates to be is always be there

and you delegate some of the boring drudgery associated with like ops and security and backlog on development so that developers are empowered to be extremely creative and you will start seeing five to 10x improvement in productivity in a big way.

Yeah.

It's a great question.

I mean, this is the nuance and the art of balance we had to do.

One, you want these agents to be autonomous and massively scalable, but you also want them to not go off the rails.

So first, we have built it with the right guardrails.

And second, even as part of development workflow, these agents can go actually take a goal from a developer to say, hey, go work on upgrading this piece of code to the latest SDK.

and then start upgrading.

But then as a final step, it might send it for a code review to the human and say, take a look and make sure I'm okay.

And once they say I'm okay, I think it's fine.

Or they can even configure it to say if it passes all these tests, you're good to ship it.

so that you have built-in guardrails either through human or automated tests.

And these are the kind of things now we are able to actually innovate with the customers as well.

And even there, we have done some pure innovation like introduce automated mathematically provable property-based testing.

So that means now developers can specify their goal and we can mathematically prove with things like Kiro that whatever it is generating can be tested exactly that way and it's accurate.