Curriculum ordering matters but diversity may matter more. Constitutional
AI confirms dispositions transfer from instructions to weights — even a
single general principle generalizes broadly. The dream loop naturally
targets the zone of proximal development because generation samples from
the current distribution. The curriculum isn't designed — it emerges from
the dream loop's interaction with the evolving model. Self-organizing
training: difficulty increases automatically as the model improves.
