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Why NLP++ Is the Only Technology That Can Ultimately Replace LLMs

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Article
TitleWhy NLP++ Is the Only Technology That Can Ultimately Replace LLMs
Author(s)David de Hilster
Published inVisualText
Date2026-05-04
Subject areaArtificial Intelligence
TopicsNLP++, large language models
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Retrieved2026-07-23

"Why NLP++ Is the Only Technology That Can Ultimately Replace LLMs" is an article by David de Hilster published on 4 May 2026 on VisualText, also carried on NLU Global.

De Hilster's argument is that language models predict rather than know: they are probabilistic black boxes requiring layers of prompts, validators and guardrails to keep them on task, expensive to run, and — the deeper objection — unable to encode meaning, intention, logic or world knowledge in any inspectable form. He presents NLP++ as taking the opposite path, encoding that knowledge explicitly in a language a person can read.

Read the full article at VisualText