How 759,000 Students Use AI to Learn
A behavioral analysis of 759,000 AI tutoring sessions across 213,000 students in Bangladesh.
Portfolio
A complete collection of projects spanning product strategy, AI innovation, and user-centered design.
Spotlight
Activation, monetization, and business-critical systems.
Interaction models that make complex products feel simple.
The unglamorous foundations — pipelines, attribution, internal tools.