My background spans computer science, statistics, and Human-AI Interaction research, which means I've never been able to take "it works" at face value. I'm the person in the room asking "but does it actually do anything?" I work across the full arc: 0 → 1 and 1 → 10, building ML/Agentic AI systems from first feasibility through deployment, and then the harder part: scaling past the pilot. The real work begins after launch. Real environments, real users, real failure modes. That's where research-backed decisions meet reality. Underneath all of it, I build AI that makes people sharper. Better thinkers. Better decision-makers. Not because the demo was impressive, but because something real changed in how they work. If you're navigating applied AI, wrestling with product decisions, or trying to cut through the noise. I'm always open to a good conversation. Kindly, no promotional or sales inquiries.