Transformers' correlation ceiling: external grounding for the missing causal mechanism

gerardsans · x · 2026-10-15

Continuing the discussion on LLM reasoning limits, gerardsans frames the problem as one of external grounding: transformers depend on frozen data manifolds from closed corpora, and their core flaw is reliance on text correlation rather than causal mechanisms — solved only by attaching external systems that provide deterministic computational rules, such as a geometry simulator.

Related event: LLMs Need External Geometry Simulators to Go Beyond Text Correlation(2 posts)→

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