KSODI — toward interaction telemetry for AI systems. A structured, non-normative observation model for interaction dynamics (states, coherence, resonance) in human–AI and multi-agent settings. Light: AI literacy & reflection. Standard-Eval/Full: explainable drift observation for governance research. Status: active research, validation ongoing.

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