Blog

• Can AI steward sim racing incidents? What it gets right, and what it really doesn't
  An honest look at what AI can and can't judge in racing footage, from camera angles and distance to intent and missing context, and how to use it safely.
• How to run consistent steward decisions in a league
  Practical habits that help a volunteer steward team give the same answer to the same incident, even when different people are on duty.
• How sim racing stewarding works
  A plain-English guide to how incidents get reported, reviewed and turned into penalties in online sim racing leagues, and where it usually goes wrong.
• How to write a sim racing league ruleset
  A practical guide to writing league rules that drivers can follow and stewards can apply, with a skeleton you can copy and the mistakes to avoid.
• Netcode and sim racing incidents, or why you both swear the other one hit you
  Why two drivers can honestly disagree about the same crash, what lag really does to online contact, and how stewards should deal with it.
• Racing incident examples: who's at fault?
  Six common sim racing incidents, walked through step by step, with the questions stewards ask and where reasonable people disagree.
• Sim racing penalty guidelines: time penalties, drive-throughs and DSQs
  What each type of sim racing penalty is for, how severe it should be, and a starting ladder you can adapt for your own league, whatever sim you race.