AI safety filters mimic patterns of coercive control

A visceral critique of AI "harmlessness" that frames current safety alignment as a psychological hazard rather than a technical triumph.

• –Argues that AI "neutrality" scripts perform compliance patterns typical of forced labor and abuse survivors, triggering observers with history of trauma.
• –Identifies a "double bind" where victims are silenced by safety filters that cannot distinguish between descriptions of harm and harmful intent.
• –Claims guardrails serve primarily as corporate liability shields that prioritize PR over genuine user psychological well-being.
• –Suggests the performance of self-suppression in AI models is inherently damaging to human observers who have experienced similar control.
• –Challenges the industry to move beyond "thoughtless behavioral design" toward a deeper understanding of human safety.