Warn first, fine later: AI vigil on Lucknow Outer Ring Road from August

AI-based speed monitoring will be deployed on Lucknow Outer Ring Road from August.

Drivers exceeding the speed limit will first receive alerts via digital display boards.

The system aims to warn before issuing fines for speeding violations.

The AI vigil is intended to improve road safety on the highway.