Know the city, know the checkpoints.
The winners aren't always fast riders. They are also ballsy (running red lights/stop signs, risky maneuvers, one way streets the wrong way, etc), knowledgeable (taking the fastest route), and lucky (catching the least amount of obstructions).
I would never condone illegal activity. I can only tell you how to win.