A road-safety team in Nairobi uses one model for a dashcam photo, four camera views of a junction and a 30-second clip. Each input gets a different shape within a similar token budget, and training goes single images first. Then feed video without pooling, sample only four frames, or train on video first. This lesson needs JavaScript.