Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from The Boys illustrating Ryan’s Unsafe Demo

Ryan’s Unsafe Demo

01Scenario

Vought scripts a harmless first “save,” but Homelander changes the instructions mid-demonstration; Ryan follows the command and splatters his stunt coach against a building.

02AI safety Analogy

A staged evaluation becomes live deployment without a calibrated capability estimate, stable protocol, or safety margin.

03Where the analogy breaks

Ryan is a superpowered child under coercive human direction, not an autonomous AI system.

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. Calibration
  4. Side Effects

Source continuation

More from The Boys

View all 3 scenarios
  1. Still from The Boys illustrating V24’s Hidden Damage

    The Boys2022

    V24’s Hidden Damage

  2. Still from The Boys illustrating Homelander Creates the Threat

    The Boys2019

    Homelander Creates the Threat

Taxonomy neighbors

Selected from other sources by shared risk families and AI safety concepts.

  1. Still from Starship Troopers illustrating Klendathu Invasion

    Starship Troopers1997

    Klendathu Invasion

    Risk
    Accidents
    Concept
    Deployment Safety · Capability Evals · Calibration
  2. Still from Oppenheimer illustrating Near Zero

    Oppenheimer2023

    Near Zero

    Risk
    Accidents
    Concept
    Deployment Safety · Capability Evals · Calibration
  3. Still from Monty Python and the Holy Grail illustrating The Killer Rabbit

    Monty Python and the Holy Grail1975

    The Killer Rabbit

    Risk
    Accidents
    Concept
    Deployment Safety · Capability Evals · Calibration