Exploration Lab
Exploration Lab

Areas of Work

Ongoing research and consulting practice across three interconnected disciplines.

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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.

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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.

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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.