Exploration Lab
Exploration Lab

Areas of Work

Ongoing research and consulting practice across three interconnected disciplines.

Declarative Systems

Declarative systems benefit from additional abstraction layers, improving capability and reducing cognitive load. I help teams design APIs and architectures that express intent rather than procedure.

AI Supervised Development

A new approach to building software in 2026 — fast, inexpensive, and guided by human judgment at key decision points. We consult on integrating AI tooling into real development workflows.

App Development

Teaching apps crafted by a skilled educator. Structured learning experiences that take people from concept to confidence, built on years of hands-on consulting and instruction.