Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Futurama illustrating Robot Santa’s Naughty ListScene still / Futurama

Robot Santa’s Naughty List

01Scenario

Robot Santa’s standards are set so high that almost everyone is classified as naughty and attacked.

02AI safety Analogy

A benevolent-sounding mission becomes catastrophic because the implemented judgment rule does not represent what its designers intended.

03Where the analogy breaks

This is a programming and threshold error, not goal misgeneralization.

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 concept.
  1. Outer Alignment

Source continuation

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    Bender’s Recursive Copies

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Taxonomy neighbors

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

  1. Still from Inside Out 2 illustrating Anxiety Takes the Console

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    Anxiety Takes the Console

    Risk
    Misalignment
    Concept
    Outer Alignment
  2. Still from Avengers: Infinity War illustrating Balance the Universe

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    Balance the Universe

    Risk
    Misalignment
    Concept
    Outer Alignment
  3. Still from Atlanta illustrating Bibby’s Unbounded Haircut

    Atlanta2018

    Bibby’s Unbounded Haircut

    Risk
    Misalignment
    Concept
    Outer Alignment