That’s correct. The universal grammar is “continuous recursive disambiguation”

That’s correct. The universal grammar is “continuous recursive disambiguation” which is of course the universal logic of the universe as well. The variations within that universal grammar are limited by human cognitive capacity at prediction – which is why we can construct longer sentences of deeper complexity as we age and learn.

So, there is one law to the universe, and grammar is an application of that law. The permutations possible with vocalizations, the noun (state), verb (action), qualifiers (adverbs, adjectives, pronouns), and agreement (comprehensible/not, good/bad, agree/not, true/false, etc) can be ordered various ways but they are consistent in dimensions of representation and cumulatively must satisfy continuous recursive disambiguation for communication by serial speech or symbol to function.

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May 22, 2025

Huh. Looks like Plato was right. A new paper shows all language models converge on the same “universal geometry” of meaning. Researchers can translate between ANY model’s embeddings without seeing the original text. Implications for philosophy and vector databases alike.