I am interested in understanding intelligence and how it comes to be, how models scale, and what prevents them from doing so. I also have a fondness for design, interfaces, and hardware.
TL;DR Standard bidirectional video diffusion breaks down as chains of dependent events lengthen. Its denoising loop can’t supply the scalable serial computation that simulation and reasoning tasks demand.
TL;DR We turn the physical world into a programming interface. Users teach agents to perform physical activities through narrated demonstrations in AR, turning actions and words into editable programs.
TL;DR We repurpose diffusion attention to edit one image using another as a reference, without additional training or gradient-based guidance.
Projects
2os by Buzzer Labs
Turn the physical world into a digital interface. AI-powered smart glasses that learn your custom actions. Turn a lamp on with a tap of your desk, or pet a plushie to bring it to life. On-device AI for responsive, private workflows.
iCloset
An AI-powered virtual wardrobe that understands your unique style, delivering personalized, context-aware outfit suggestions and actionable wardrobe insights for smarter shopping and sustainable fashion.
Beta by Apex Flight
Life-changing. An advanced model rocket powered by four class D motors, with thrust-vector control, custom avionics, and integrated roll control and recovery systems. Guided by quaternion-based PID guidance software.