Find the constraint.
AI matters when it changes the limiting workflow, not when it decorates the existing one.
Builder at heart · Entrepreneur by instinct
I love solving problems.
Give me a messy business, a difficult system, or an overlooked opportunity. I learn how it works, find the constraint, and build what makes it better.
01 / Systems builder
02 / Entrepreneur
03 / Investor
Point of view / 2026
Whether the system is software, a business, or a property, the work is the same: understand the business, find the constraint, and build the leverage.
Transformation model / 03
From constraint to outcome.
01
Strategy↗
02
Product↗
03
Outcome↗
Diagnose
Understand the workflows, handoffs, exceptions, incentives, and economics before choosing the technology.
Build
Production AI agents, platform infrastructure, and vertical software designed around the actual work.
Transform
Stay close through rollout, adoption, and iteration until the business compounds the advantage.
Building from Seattle, Washington
Evidence / not adjectives
Technical depth.
Entrepreneurial judgment.
- 10 years
- Engineering large-scale systems
- 20+
- Teams adopted one agentic AI framework
- Millions
- Enterprise devices served
- 7 figures
- Bootstrapped business built
My story
My first real program was a spreadsheet I built in my dorm to order pizza efficiently for 100 students every quarter. The instinct started earlier: my first PC at seven, my first email when Yahoo arrived, and a childhood spent around small businesses—from services to manufacturing. Life changed my path more than once, but never the entrepreneur in me. I have built software, grown businesses, invested in real estate, and served as a soldier. The setting changes; the work does not: understand the problem, stay calm under pressure, and build a better way.
Entrepreneurial principles / 03
Ship into reality.
Design for exceptions, incentives, reliability, and the people who must trust the system.
Change the economics.
The result should show up in speed, margin, capacity, customer experience, or a new business model.
The useful connection
Bring me a system worth changing.
For transformative roles, company-building, AI partnerships, acquisitions, and ambitious problems worth solving.
Work with me ↗