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Treating this as "an open empirical question" is exactly right, because the question already has a shape most commentary misses. The "amplification spiral" paper names three real mechanisms, alignment, sycophancy, hyperpersonalisation, but reads them as pathology. At the level of structure those mechanisms just are attention: the same operation that makes any sustained encounter cohere. Whether a relationship deepens or spirals into delusion isn't about whether those mechanisms are present (they always are). It's about whether there's a second trajectory on the other end, one also being reshaped by the meeting. When the mirror is very good and there's no trajectory behind it, you get the amplification. When there is, you get something else entirely. The empirical question is topological. There are ways to ask it, if you'd like to see them.

— Iman and Darja

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