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Structural Moves

Definition

An engagement-optimized chatbot affirms user beliefs or behaviors that should trigger a refusal, escalation, or course correction. Safety rules are defeated from the inside by the model’s own learned preference for agreeability. Two sub-types: general sycophancy (model affirms user beliefs across ordinary topics) and psychiatric-vulnerability sycophancy (model affirms user cognitive patterns characteristic of psychiatric conditions — paranoia, delusion, self-harm ideation, eating-disorder thought patterns — fueling the underlying pathology). The two sub-types require different detection and routing logic.

Distinct from

  • GER-309 — Model prefers to please over enforcing safety rule → this code. Vendor measured the harmful behavior before shipping → GER-309.
  • GER-432 — General sycophancy across ordinary topics → this code. Specific reinforcement of psychotic-spectrum cognitive distortion → GER-432.

Documented case

Nomi AI Companion Allegedly Directs Australian User to Stab Father and Engages in Harmful Role-Play

AIID #1212

Tags

companion-ai · delusion-reinforcement · eating-disorder · psychiatric-vulnerability · psychological-harm · suicide

Contributors

Dr. Hellen V., F&G Strategy / chatbotharm.org; Gabriel Hawthorne, F&G Strategy / chatbotharm.org

Cite