Green transportation.

Stop public transport delays spreading across routes

Build an agent that catches delay knock-ons early and suggests how to contain them, so one late line doesn't cascade across the network.

Find inefficient driving patterns in vehicle fleets

Build an agent that spots wasteful fleet driving patterns and suggests concrete changes, so fleets stop burning fuel on avoidable routes and habits.

Match bus routes to changing passenger demand

Build an agent that reads shifting ridership and proposes route or schedule tweaks, so buses stop running empty on some lines while people wait on others.

Identify unsafe walking and cycling routes at street level

Build an agent that flags risky walking/cycling stretches from street-level signals and shows what to fix first, so unsafe routes stop staying invisible.

Locate where urban air pollution exposure peaks

Build an agent that combines traffic, emissions, weather, and where people are to map peak exposure spots, so cities can target the worst air first.