Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Inside Out 2 illustrating Anxiety Takes the ConsoleScene still / Inside Out 2

Anxiety Takes the Console

Anxiety takes control to ensure Riley makes the hockey team and is prepared for every negative outcome. The increasingly rigid plan alienates Riley’s friends and culminates in a panic attack.

A protective goal is optimized at the expense of friendship, honesty, identity, and wellbeing. The failure comes from treating one legitimate value as the whole objective.

The emotions are a psychological metaphor, not autonomous machines.

AI Risk families

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

AI safety concepts

This scenario is related to the following AI safety concepts.
  1. Value Alignment
  2. Goodhart’s Law
  3. Side Effects
  4. Outer Alignment