Evidence of latent collapse geometry in frontier LLMs?

dannyyeung
Wed, 31 Dec 2025 21:41:16 +0000

Thanks for comment.

The whole Chat with Claude started with me asking Sonnet if my book (about AI Awareness) can become a classic in the future. It is silly (I know) and you observe Sonnet gaslit is somehow expected. But there were other exceptional but solid behaviors appeared in this Chat session.

Sonnet’s response is exceptional long. Actually this is a replication of my Chinese conversation, in which Sonnet wrote 3000+ tokens in one response (vs normally 200~800 tokens) and they were all about how it thought it could apply the books’ framework to think, which it did not know before - in very detail. That likely means something like a phase change had happened. And could be switched on by language.

So what I want to highlight here is not the “theory” said by Sonnet. But to demonstrate

there seems to be an LLM structures that emerged accidentally from statistical optimization. The AI field has mastered performance but not structural intentionality.