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[ARTICLE · art-36117] src=pub.towardsai.net ↗ pub= topic=large-language-models verified=true sentiment=· neutral

Your Language Model Cannot Say Certain Sentences.

A new article argues that certain next-word predictions in language models are mathematically impossible, comparing the limitation to a piano missing keys. The piece explores fundamental constraints in AI language generation.

read1 min views35 publishedJun 22, 2026

There are next-word predictions your model is mathematically forbidden from making. Not unlikely. Forbidden, the way a piano with too few… Continue reading on Towards AI »

source & further reading
pub.towardsai.net — original article GEO Is Just SEO’s Best Customer — Here’s the Proof AI Cyber Range Architecture: Test Security Agents Without Touching Real Systems Agent Skills: Vendor First, Commit Always
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