Obvio.ai Embedded Traffic Safety

Embedded ML and computer-vision systems for traffic-safety enforcement.

At Obvio.ai, I work as an Embedded Machine Learning Engineer on computer-vision systems for traffic safety.

The public shape of the work is embedded AI for real-world deployment: computer vision, constrained devices, reliability concerns, and systems that operate outside a clean lab environment. I keep implementation details confidential, but the engineering domain is public-safety-focused embedded ML.

Focus areas:

  • Embedded machine-learning deployment
  • Computer vision for traffic-safety use cases
  • Device-side systems constraints and reliability
  • Production-oriented engineering around real-world sensing