KSODI is a systematic interaction framework. KSODI-Light measures human-AI interactions to systematically assess and improve their quality. Using KSODI-Standard-Eval, it provides explainable metrics and early drift detection. KSODI-Full is under construction — built for transparency, governance, and maximum privacy.

SUS Calculator is an open-source tool for evaluating usability using the System Usability Scale (SUS). It enables UX designers to easily customize surveys, collect user feedback, and generate detailed usability reports. Aimed at enhancing user testing workflows for digital products.

How I helped a team scale their categorization using design thinking, cross-functional collaboration, and applied research.

Experimental game for studying driver engagement and situation awareness in Level 3 automated driving. Built with CARLA and Pygame.

A/B testing analysis comparing checklist vs calendar interfaces for F-1 visa deadline management