Products shipped,systems thought through.
See how AI workflows, frontend architecture, data interfaces, and product systems show up in the work.
The throughline across my work: make the architecture explicit, keep product behavior inspectable, and leave teams with systems they can keep evolving.
Rendering
Choose rendering strategy per route, not by framework default.
Systems
Design for ownership, reuse, and change over time, not just the first release.
AI quality
Treat AI-generated output as something to verify, not just display.
Clarity
Expose system state in the interface instead of hiding complexity.
Standards
Set engineering standards that still hold after launch, when the work starts getting real.
Need a sharper frontend path?
Architecture, AI workflows, design systems, and interfaces that need to hold up after launch.