Speculative prototypes for serious questions

I build experimental software to explore how AI and constraints can expand human capability instead of replacing it. Each project is a functioning prototype that tests an assumption about interaction, agency, or creativity.

What happens when an AI writing tool adapts to your style instead of imposing its own? When your journal becomes a lens for understanding relationships? When curation requires constraint instead of infinite choice? I build working tools to find out.

Technology that augments

I'm interested in AI that makes you more capable, tools that energize creative work and interfaces that preserve human judgment while reducing friction.

This matters everywhere, but especially in fields where voice, perspective, and critical thinking are the work itself.

Research energy, production quality

My work sits between design research and software development. I prototype interaction patterns that don't exist yet, test assumptions that need evidence, and ship tools that people can actually use.

If we work together, you get deployed code, documentation, and learnings from real use.

Applied Mischief is best for

R&D initiatives exploring AI's impact on creative work, 0-to-1 experiments where the question matters as much as the answer, organizations that need functioning prototypes, projects where technology and human capability intersect.