AI safety concept
Distribution Shift and Generalization Failure
Distribution shift occurs when real-world conditions differ from training data, causing an AI system’s learned behavior to fail.
Scenario file
Scenes in this index
25Sort scenes

Psycho-Pass2012
Dominator Won’t Fire

Project Hail Mary2026
Taumoeba Escapes Containment

Chernobyl2019
AZ-5 Backfires

Jurassic Park1993
Life Finds a Way

The Wild Robot2024
Roz Learns New Values

Inception2010
The Idea Won’t Wake Up

The Good Place2019
Nobody Gets In for 521 Years

One Piece2004
Lightning Meets Rubber

District 92009
DNA-Locked Weapons

Stranger Things2017
Dustin Adopts Dart

Sully2016
Sully’s Flight Sim

Starship Troopers1997
Klendathu Invasion

Ralph Breaks the Internet2018
Arthur Escapes

Galaxy Quest1999
Historical Documents

The Mitchells vs. the Machines2021
Dog, Pig, Loaf

The Nightmare Before Christmas1993
Making Christmas

Cyberpunk: Edgerunners2022
Scaling Past One Benchmark

Steins;Gate2011
The D-Mail Rollback Crisis

The Pianist2002
The German Coat Classifier

Anatomy of a Fall2023
Three Blood Drops, Two Worlds

Doctor Who2005
The Nanogene Template

Chappelle's Show2003
Clayton Bigsby’s World Model

Chappelle's Show2004
When Keeping It Real Goes Wrong

Austin Powers: International Man of Mystery1997
Dr. Evil’s Outdated Ransom

Toy Story1995
Buzz’s Lucky Flight