This article introduces a framework for assessing long-term, irreversible societal disruptions caused by AI, moving beyond traditional short-term risk management. It proposes a seven-layer system for "cross-domain migration governance," with this sixth layer focusing on "civilization-level risk auditing." The core idea is that AI's gradual influence on collective cognition and societal rules, termed "negative migration," can lead to permanent shifts that are not easily reversible, unlike technical failures. The framework aims to quantify these risks through metrics like consensus retention and intergenerational cognitive bias, establishing thresholds for intervention and defining boundaries for human and AI roles in civilization's evolution. AI
IMPACT Proposes a new paradigm for AI risk assessment, focusing on long-term societal impacts beyond immediate technical or economic concerns.
RANK_REASON The item describes a theoretical framework for AI governance and risk assessment, not a product release or a major industry event. [lever_c_demoted from research: ic=1 ai=1.0]
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