My Mission
I build tools that integrate AI into real-world problem solving.
Not because AI is magic. Because there are hard, important problems — in healthcare, in infrastructure, in education, in science — that were out of reach before. Not because we lacked the will, but because we lacked the capability. AI changes that equation.
The dominant narrative around AI today is fear. AI will take your job. AI will destroy industries. AI will spiral beyond our control. I reject that framing. It's fear-mongering dressed up as foresight, and it paralyzes the very people who should be building.
Here's what I believe instead:
The question was never "will AI replace us?" — it was always "who will build the tools that let AI solve the problems that matter?"
The reason AI hasn't transformed regulated industries — healthcare, finance, critical infrastructure — isn't that the models aren't good enough. It's that we haven't built the guardrails that make deployment trustworthy. The industries where AI can do the most good are the ones that need the strongest safety guarantees. That's a solvable engineering problem, and it's one I'm actively working on.
AI agents are only as good as the instructions they receive. NLSpec is my answer to the question of how we move from ad-hoc prompting to rigorous, auditable, scalable AI-driven development.
For decades, technology forced people to adapt to it. The same interface for every user. The same workflow for every team. The same treatment protocol for every patient. AI inverts that — we can now customize technology to the individual, quickly and at scale. Personalized education that adapts to how you learn. Healthcare that accounts for your biology. Tools that reshape themselves around your problem. That's not incremental improvement. That's a fundamentally different relationship between people and technology.
Drug discovery timelines measured in decades. Climate models that can't run at the resolution we need. These aren't unsolvable problems. They're engineering problems. And engineering problems get solved by people who build tools.
I write about this journey on this blog — the architectures, the specifications, the trade-offs, and the conviction that AI's role is to expand what humanity can achieve, not to replace it.
If you're building in this space, I'd love to connect. Find me on GitHub or LinkedIn.
This isn't a prediction. It's a commitment.