Teaching
Designing learning experiences that make complex ideas easier to test, discuss, and apply.
Personal studio · Independent projects
Teaching, research, and software built with care.
This is a home for ongoing work: clearer learning experiences, evidence-aware systems, and practical tools that solve real problems.
About this space
Work that connects ideas to practice.
Research
Turning careful questions into transparent methods, useful evidence, and defensible conclusions.
Building
Creating focused software with strong privacy boundaries, repeatable workflows, and human review.
Selected work
One project, deeply considered.
Assessment · Education · AI
Viva Verify
A private pilot for planning, conducting, and reviewing oral assessments. It keeps rubrics, question mapping, evidence, and reviewer judgments visible to the people responsible for the result.
- Human review stays central
- Evidence remains inspectable
- Access is deliberately limited