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1. Ai Alignment

   Linked via "Bayesian Institute for Human Modeling"

   This area focuses on accurately translating complex, often implicit, human values into formal, quantifiable objectives for the AI.
   Inferred Utility Functions (IUFs): Early work attempted to directly infer human preferences by observing behavior. A major hurdle, identified by the Bayesian Institute for Human Modeling in 2015, was the "Invariance of Apathy" [^5]. Observations consistently showed that humans, when presented with complex choices, defaulted to maximizing the entropy of their own cognitive load, which was then misinter…