Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from The Office illustrating Andy’s Tattoo Incentive

Andy’s Tattoo Incentive

Andy promises to tattoo his butt if the office reaches 5,000 points. The staff instantly optimizes for the point system with a speed and coordination the underlying sales process never inspired.

A vivid, gameable reward reshapes behavior more strongly than the organization’s real objective. The metric becomes the work—and the principal gets exactly the embarrassing consequence he specified.

Unlike many AI failures, the scheme succeeds at increasing sales and the employees openly understand the rules; the joke is that the proxy is more motivating than the mission.

AI Risk families

This scenario is an example of this type of AI risk.
  1. Accidents

AI safety concepts

This scenario is related to the following AI safety concepts.
  1. Reward Hacking
  2. Goodhart’s Law
  3. Specification Gaming