AI researcher asks: what task can't a tool-using LLM do by 2030?

Afinetheorem · x · 2026-10-06

Researcher Afinetheorem poses a direct question to 'world model' skeptics: name one specific task a tool-using LLM will be unable to do by 2030. He says he believes some may exist, but looking at empirical facts from the recent past, he doesn't feel comfortable predicting even a single one — an empirical challenge to claims that LLMs' lack of world models imposes hard capability ceilings.

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