Podiums.
Four competitive engineering sprints at the national and state level.
4
National & State Podiums
2025–2026
Years Active
National
Highest Level
24–36h
Sprint Duration
1st Place Winner
HACKEFX National Hackathon
CAN Bus Automotive Telemetry ML
24 Hours Sprint
National
Org: Electrifex
The Problem
Automotive data is trapped inside raw binary CAN bus streams — no standard tooling exposes it for real-time diagnostics without expensive OEM hardware.
What We Built
Reverse-engineered CAN bus arbitration frames, decoded manufacturer message IDs, and shipped a live analytics dashboard with ML anomaly detection for crash recognition and anti-theft tracking — all in 24 hours.
Stack:PythonCAN ProtocolFastAPIScikit-LearnWebSockets