Beyond AI, I’m driven by curiosity for people, cultures, and lived experience, especially the stories that don’t fit dashboards, KPIs, or clean models. At the edge, you learn fast what matters. That’s the lens I bring to AI.

I don’t mask uncertainty with buzzwords. I lean into friction, because that’s where blind spots surface and responsibility begins.

Fear isn’t a weakness.

It’s a signal.

AI doesn’t need more confidence.

It needs people willing to question, pause, and push back.

That’s where AI benefits start.