Three domains, one kind of problem

systems that are genuinely complicated, made legible anyway

Contents: an agentic chemistry platform that turns a molecule request into a manufacturing quote.

The design problem: make agent behaviour visible to people with zero chemistry background, without pretending the chemistry is simple.

An AI platform for academic research. Turned literature review from weeks of tab-hopping into a single workflow.

Trust is a design material in academic tools.

Built the platform's first scalable design system, now rolling out module by module.

Five areas rebuilt on one design system.