If you could share, you know, what experiences have led you to this world of data analytics and AI and what you're really working on today.

Yeah, sure.

So I got into data and knowledge management through an actual unexpected path.

I started as a client-facing consultant, literally living on client sites.

It taught me that the hardest problems aren't technical, actually.

They are about turning scattered information into insights people can actually use to make better decisions.

This hands-on embedded approach gave me a unique perspective.

So I'm curious how you are seeing this affecting your role or your organizational roles within your organization, how these roles are maybe getting expanded as a result, and how your organization is navigating that change or that shift.