Kwasi Ankomah

Like how the people who were, and that always is the business expertise, right?

What, what are we trying to do?

And then the third thing I think is I would say change.

just almost world-class real-time observability.

The same way that you do have with database.

And you think about how much you can observe about a database.

It's crazy.

I used to... Anything, any transaction at the row level, all of the index speeds, every little thing about that database is measured.

And I think in agents, we're at the stage where people are like, oh, we measure the answer, the end-to-end.

As you can see, everything in that step, to give you an example of our code calling agent, whether or not it calls the agent, does it call it with the right tools?

What was the result of the tools?

There is so much that people need to start digging into to ensure that it is super, super reliable.

And I think that people who figure out that almost, you know, nano level of real-time observation is going to be super, super huge.

Then I think the last thing is just the element of humans in the loop, right?

That's going to be the key one is around kind of almost like trust, right?

We all talk about, you know, we talk about agents being able to work autonomously, but we know that there's going to be a big behavioral shift.

If you want something as agent as infrastructure, there needs to be a step where there's... Because again, we all know that web servers and databases have database admins.

They don't just sit there on their own.

There's very specialized people who oversee the database.

And I think in order to get that level of trust, you're going to have to be comfortable being like, okay.