// surface level — begin here

where the ocean
meets the kernel

on autonomous machines, the mathematics of wonder,
and what lives at the edge of what we can build.

read the transmissions  →
surface ↓ depth
recent dives
01
Why I Spent My First Day Writing Zero Lines of Code
How I designed a push-based, synchronized vision and sonar pipeline for an AUV, and why architecture came before implementation.

I'm Arnav Upadhyay — I build ML inference pipelines for autonomous machines and spend the rest of my time trying to understand why the universe works the way it does. This is where those two things meet.

edge inference ROS2 autonomous systems GStreamer neuromorphic computing