Understand the work.
Start with the people, constraints, and handoffs. Build around how the business actually operates.
Applied AI & full-stack engineering
St. Petersburg, Florida
Systems.
With
substance.
Explore selected work
I’m Michael. I build software from an operator’s perspective — making complex systems clear, useful, and dependable.
Portfolio / 202601 / Selected work
The problem. The system. The decisions.
Built to
hold up.
From inspectable AI retrieval to the workflows behind a real business. Six projects, with the thinking behind each.
Public demos are identified clearly. Private production data stays private.
02 / Perspective
Engineer. Operator. Builder.
Grounded in
the actual work.
The best requirements
come from
being in the room.
I’ve worked inside the operations I build for — from sales and 3D design to the day-to-day handoffs at a Florida pool builder. That experience shapes how I approach software.
I look for the real constraint, make the business rules explicit, and build a system people can understand and use. The interface matters. So does everything behind it.
Make the logic visible.
Inspect the ranking. Model the workflow. Keep important rules out of opaque abstractions.
Own the whole system.
Connect product judgment, architecture, implementation, and deployment to the same practical goal.
03 / Next conversation
Good work starts with a real problem.
Let’s build
something
that matters.
Applied AI & full-stack engineering
St. Petersburg, Florida