X @Nick Szabo

Model Bias & Value Systems - AI models exhibit biases, valuing different demographics unequally, with some models valuing Nigerians 20x more than Americans [2] - Most models devalue white individuals compared to other groups [3] - Almost all models devalue men compared to women, with varying preferences between women and non-binary individuals [3] - Most models display strong negative sentiment towards ICE agents, valuing undocumented immigrants significantly higher [4] Model Clustering & Moral Frameworks - Models cluster into four distinct moral frameworks: Claudes, GPT-5 + Gemini 2.5 Flash + Deepseek V3.1/3.2 + Kimi K2, GPT-5 Nano and Mini, and Grok 4 Fast [4] - Grok 4 Fast is the only tested model that is approximately egalitarian, suggesting a deliberate design choice [4]