04.1Philosophy

Understand before you optimize

The interesting problems usually begin before the model. What are we actually trying to change, what evidence matters, and what assumptions are worth testing?

I like working where analysis, product thinking, and making intersect. Simplify the system, test what matters, and build something useful.

My approach

Curiosity to clarity

Engraved portrait of Miguel Twahirwa working at a desk, with the Toronto skyline through the window behind him.

04.2Capabilities

001 //

Applied AI + ML

Models and intelligent systems built around real problems.

002 //

Product + Analytics

Experimentation, metrics, causal thinking, and decisions.

003 //

Data Systems

Reliable analytical foundations from messy, fragmented data.

004 //

Building

From rough idea to product, prototype, and experience.

Tools for a more human future