Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Dragon Ball Z illustrating Goku Heals CellScene still / Dragon Ball Z
Archive noteNo clip in the collectionThe scene analysis remains available in full.

Goku Heals Cell

Before letting Gohan fight Cell, Goku gives the exhausted villain a Senzu Bean so the test will be “fair” and will draw out Gohan’s hidden power.

It is a spectacular failure of deployment discipline: the evaluator restores a dangerous system to full capability during a live, civilization-critical trial because he is confident in an unverified model of another participant.

Goku’s bet eventually helps trigger Gohan’s victory, so the scene illustrates reckless success rather than a clean failure.

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. Deployment Safety
  2. Capability Evals
  3. Safe Exploration