At AI Dentify, I lead the AI department's development of SaMD while keeping medical compliance requirements in check. I developed a web-based annotation platform for dentists to label dental X-rays.
I also developed vision models and pipelines to support diagnosis across OPG, periapical, and bitewing X-rays, and implemented a digital-twin system for longitudinal patient intelligence.
At SoftwareMotion, I worked on perception pipelines for L4/L5 autonomous vehicles, including camera and LiDAR object detection, tracking, and trajectory estimation. I also worked on model and pipeline optimization for Huawei MDC510/MDC610 boards.
At TMR Consulting, I led embedded-device development from prototype to production and worked on deploying machine learning and deep learning models for edge inference. My work also includes the FORGE publication on test-time adaptation for integer-only vision models on microcontrollers, and personal projects such as MultiGPT, ElectroGPT, and XFeat SLAM.
