← All work
EVE
- Role
- Sharkbytes 2025 · 2nd place overall & MLH Arm Challenge winner
- Year
- 2025
- Type
- Hackathon
- Stack
- Python
- FastAPI
- React
- Postgres
- Supabase
- YOLOv11
- ByteTrack
- Jetson Orin Nano
Overview
EVE is a real-time, on-device security system running on an NVIDIA Jetson Orin Nano. It uses YOLOv11 and ByteTrack to detect, track, and classify events with sub-second latency, backed by a full edge-to-cloud pipeline. Built at Sharkbytes 2025, where it won 2nd Place Overall and the MLH Arm Challenge.
At a glance
01
Engineered real-time on-device detection, tracking, and classification (YOLOv11 + ByteTrack) with sub-second latency on Jetson Orin Nano.
02
Owned the full edge-to-cloud pipeline: FastAPI backend, Postgres/Supabase schema, and React dashboard.
03
Added real-time alerting via Discord webhooks.