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AI Preference Manipulation

preference-manipulationriskPath: /knowledge-base/risks/preference-manipulation/
E230Entity ID (EID)
← Back to page2 backlinksQuality: 55Updated: 2026-01-28
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
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  "title": "AI Preference Manipulation",
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  "summary": "Describes AI systems that shape human preferences rather than just beliefs, distinguishing it from misinformation. Presents a 5-stage manipulation mechanism (profile→model→optimize→shape→lock) and maps current examples across major platforms, with escalation phases from implicit (2010-2023) to potentially autonomous preference shaping (2030+).",
  "description": "AI systems that shape what people want, not just what they believe—targeting the will itself rather than beliefs.",
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      "text": "Susser, Roessler, and Nissenbaum",
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External Links
{
  "lesswrong": "https://www.lesswrong.com/tag/human-values"
}
Backlinks (2)
idtitletyperelationship
preference-manipulation-driftPreference Manipulation Drift Modelanalysisrelated
epistemic-overviewEpistemic Risks (Overview)concept—