Designing AI for Accountability

Interaction patterns that make AI decisions legible, answerable, and appealable.

Measuring Engagement That Matters

A practical framework for intent-based engagement metrics.

Teaching Digital Citizenship with AI Assistants

Classroom pilots where AI supports source critique, argumentation, and reflection.

Field Notes from Participatory Research

What co-design workshops reveal about public-service software and trust.

Media Interviews

Selected interviews from my journalism career.