We built a service rhythm around the details riders notice most: quiet shifting, confident braking, true wheels, and a bike that feels like itself again.
how to translate raw visual streams into actionable intelligence.

This case became an experiment in merging creativity, speed, and precision. Every frame mattered, every model iteration pushed closer to a system that could see, decide, and act instantly.