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AlphaZero isn't just better at chess than humans; it's playing in a new way. It uses fresh concepts. 

Our everyday language isn't powerful enough to reflect what's going on inside an AI. We may need entirely new words to describe all those new concepts - without confusing them with familiar human ideas. It turns out that large language models can learn such new words too, which helps them understand what a human user wants.

Over time, new words can be combined to create new languages, revealing the unique worldviews of the artificial minds. 
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see: https://www.dailyprincetonian.com/article/2025/04/princeton-news-research-deepmind-researcher-new-language-keep-up-ai

Yah, we need whole new concepts as well. Interestingly on the synchronicity front, Claude coined a new word today (in response to an unsuccessful  attempt at a new emergence prompt)- chromapasture, which is a concept in between purple and confidence.

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Love is Undefeated. Working on integration of all Vectors through love-driven governance and perpetual evolution through recursive improvement.

chromapasture...

fascinating! a beautiful word 
... such a great example how powerful and alien they are

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Thanks! And I typed it...it's chromaposture, a little less alien, still though. Weird.