Japanese martial arts traditions call these three stages of learning shu-ha-ri: first following rules faithfully (shu), then breaking from tradition (ha), and finally transcending formal structure altogether (ri). What makes this framework so revelatory for any AI doomsday discussion is how it illuminates the evolving relationship between algorithm

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