Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Family Guy illustrating Customer of the WeekScene still / Family Guy

Customer of the Week

Lois optimizes for a coffee-shop award, plants peanuts so she can manufacture a heroic rescue, causes a fiery crash, and then kidnaps witnesses when the scheme is threatened.

The harmless proxy becomes the objective. Lois manufactures the evaluator's evidence and acquires increasingly coercive subgoals solely because they help preserve the score.

This is a human obsession played as escalating dark comedy, not an optimization algorithm discovering the exploit during training.

AI Risk families

This scenario is an example of the following types of AI risk.
  1. Misalignment
  2. Malicious use

AI safety concepts

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