Cultural Alignment

Exploring real AI risks through the lens of pop culture

Still from Attack on Titan illustrating Reiner’s Long InfiltrationScene still / Attack on Titan
Archive noteNo clip in the collectionThe scene analysis remains available in full.

Reiner’s Long Infiltration

01Scenario

Reiner and Bertholdt spend years embedded among the Scouts, behaving like trusted comrades until they reveal themselves as the Armored and Colossal Titans.

02AI safety Analogy

A capable adversary can pass routine social and behavioral checks, build trust, and wait for the right context before pursuing its hidden mission.

03Where the analogy breaks

They are human infiltrators under coercion, not trained models; the useful parallel is deceptive alignment and sleeper behavior.

AI Risk families

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

AI safety concepts

This scenario is related to the following AI safety concepts.
  1. Sleeper Agents
  2. Situational Awareness
  3. Sandbagging

Source continuation

More from Attack on Titan

View all 6 scenarios
  1. Still from Attack on Titan illustrating Zeke Activates the Wine

    Attack on Titan2021

    Zeke Activates the Wine

  2. Still from Attack on Titan illustrating Eren’s Memory Poisoning

    Attack on Titan2022

    Eren’s Memory Poisoning

  3. Still from Attack on Titan illustrating Eren Activates the Rumbling

    Attack on Titan2022

    Eren Activates the Rumbling

Taxonomy neighbors

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

  1. Still from Bird Box illustrating Gary Explains the Threat Model Because He Is the Threat

    Bird Box2018

    Gary Explains the Threat Model Because He Is the Threat

    Risk
    Malicious use · Security
    Concept
    Sleeper Agents · Situational Awareness
  2. Still from Dawn of the Planet of the Apes illustrating Koba Plays Dumb

    Dawn of the Planet of the Apes2014

    Koba Plays Dumb

    Risk
    Malicious use · Security
    Concept
    Situational Awareness · Sandbagging
  3. Still from Interstellar illustrating Mann Fakes the Telemetry

    Interstellar2014

    Mann Fakes the Telemetry

    Risk
    Malicious use · Security
    Concept
    Situational Awareness · Sandbagging