Cultural Alignment
Still from Godzilla vs. Kong illustrating Ghidorah in the Control Loop

Ghidorah in the Control Loop

Apex powers Mechagodzilla through a neural interface built from Ghidorah's skull; the inherited adversary takes control and kills the operators.

A high-capability system built on compromised components can inherit an adversarial objective that ordinary testing misses until full-scale activation.

The takeover is literal monster consciousness, not a realistic description of neural-network supply chains.

AI Risk families

This scenario is an example of the following types of AI risk.
  1. Accidents
  2. Misalignment
  3. Security

AI safety concepts

This scenario is related to the following AI safety concepts.
  1. AI Control
  2. Sleeper Agents
  3. Supply-Chain Threats
  4. Shutdown Resistance