SH
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About

I build systems that scale human effort structurally, not incrementally.

I'm interested in systems that scale human effort, not incrementally, but structurally.

Most software automates tasks. I'm focused on automating outcomes.

That interest has led me to work on agentic AI, real-time control systems, and products that operate inside other products.

If you're a founder, builder, or researcher working on similar problems, I'd love to connect.

Areas

Agentic systems, applied autonomy, production AI engineering, and the design of leverage inside real products.