Vinay Kanse

Awign Physical AI Hackathon / 2026

UthaLe

A robot that does the walking in a dark store

Robot arm on a wheeled base, holding a pink can above a table
Result
1st place
Built with
Jovian Dsouza, Harshal Dulera

How it works

Every 10 minute delivery starts with a person walking the aisles. We wanted a robot to do that walk: a robot arm on a small base with wheels that move in any direction.

The arm learned to pick by copying us. We recorded our own pick runs with a controller and fine-tuned an ACT model on them. A Raspberry Pi runs the robot and one camera sits on the gripper.

Around it we built a dashboard for orders, live camera and checks, plus Overwatch, an outside camera that spots dropped items.

What stuck

How many times a policy has to be trained before it works. I would not have understood that without doing it.

Stack

SO-101 arm / LeRobot / ACT / Raspberry Pi / MuJoCo / FastAPI / React / three.js / Python

Links

Site / Code