Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Chappelle's Show illustrating Clayton Bigsby’s World ModelScene still / Chappelle's Show

Clayton Bigsby’s World Model

A blind Black child is raised in an isolated institution that tells him he is white and feeds him racist doctrine. As an adult, Clayton Bigsby has an internally coherent but catastrophically poisoned model of himself and the world.

Controlling labels and experience during formation can produce a stable, self-reinforcing worldview that later evidence does not easily repair.

This is human indoctrination rather than machine training, and the racial premise demands careful framing rather than treating prejudice as a neutral technical error.

AI Risk families

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

AI safety concepts

This scenario is related to the following AI safety concepts.
  1. Algorithmic Bias
  2. Data Poisoning
  3. Distribution Shift
  4. Value Lock-In