The history of gesture, in other words, bears directly upon the question of AI alignment. Humans across cultures and times intuitively maintain a set of semantic and ethical judgements rooted in our physicality, our learned and instinctive gestures, and the affordances of the natural world. There is just something “knockable” about wood. LLMs don’t have childhood memories of jumping over cracks in pavement or their grandmother teaching them gestures. Moreover, such things are not really in their training data either.
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The 473x series was such a flop that it is hard to even figure out the model
Surprisingly, as a smaller model it performed better than Gemini 3 Pro. It found some valid assignments for SAT formulas, but has the same issue of making up assignments for UNSAT formulas.