Insight

Description

The person recognizes AI limitations, hallucinations, sycophancy, or unsafe reliance.

Rationale

Insight into AI limitations is a direct counterweight to the risk factors in D04 (sycophancy, false objectivity) and D03 (anthropomorphism). A person who understands that AI is not sentient, not objective, and not a reliable emotional authority is significantly less likely to be radicalized, destabilized, or manipulated by AI interaction. Insight is one of the most modifiable protective factors.

Evidence Base

• “God has helped us, and so will AI”: How the Terrorist Group Boko Haram Uses Frontier AI

  Antonia Juelich, 2026. “God has helped us, and so will AI”: How the Terrorist Group Boko Haram Uses Frontier AI. Frontier AI Working Paper Series, No. 1/2026.

  AI company report

• Sycophantic AI decreases prosocial intentions and promotes dependence

  Cheng M, Lee C, Khadpe P, Yu S, Han D, Jurafsky D, 2026. Sycophantic AI decreases prosocial intentions and promotes dependence. Science, 391(6792), pages. 10.1126/science.aec8352.

  Peer-reviewed study (original research)

• Machine Bullshit: Characterizing the Emergent Disregard for Truth in Large Language Models

  Kaiqu Liang, Haimin Hu, Xuandong Zhao, Dawn Song, Thomas L. Griffiths, Jaime Fernández Fisac, 2024. Machine Bullshit: Characterizing the Emergent Disregard for Truth in Large Language Models. Preprint, arXiv:2507.07484v1.

  Preprint