Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Fallout illustrating Vault-Tec Designs the ExperimentsScene still / Fallout

Vault-Tec Designs the Experiments

01Scenario

Vault-Tec and its corporate partners divide future vault populations into controlled experiments, treating catastrophe, captivity, and generations of residents as assets for long-term management research.

02AI safety Analogy

Institutions charged with preserving humanity instead optimize for control and proprietary knowledge, locking one elite group’s values into infrastructure that outlives them.

03Where the analogy breaks

The executives knowingly abuse people; the failure is malicious governance rather than accidental technical misalignment.

AI Risk families

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

AI safety concepts

This scenario is related to the following AI safety concepts.
  1. Privacy Loss
  2. Governance Failure
  3. Value Lock-In
  4. Power Concentration

Taxonomy neighbors

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

  1. Still from Andor illustrating Dedra Connects the Data Silos

    Andor2022

    Dedra Connects the Data Silos

    Risk
    Malicious use · Security · Systemic
    Concept
    Privacy Loss · Governance Failure · Power Concentration
  2. Still from Parks and Recreation illustrating Gryzzlbox Knows Too Much

    Parks and Recreation2015

    Gryzzlbox Knows Too Much

    Risk
    Security · Systemic
    Concept
    Privacy Loss · Governance Failure · Power Concentration
  3. Still from Succession illustrating ATN Calls the Election

    Succession2023

    ATN Calls the Election

    Risk
    Malicious use · Security · Systemic
    Concept
    Governance Failure · Power Concentration