Posts for: #AI

ELIZA on steroids: Why GPT is not intelligence

May 4, 2025 – Alexander Renz Translations: DE


GPT and similar models simulate comprehension. They imitate conversations, emotions, reasoning. But in reality, they are statistical probability models, trained on massive text corpora – without awareness, world knowledge, or intent.


What Does GPT Actually Do?

GPT (Generative Pretrained Transformer) is not a thinking system, but a language prediction model. It calculates which token (word fragment) is most likely to come next – based on the context of previous tokens.

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Exposing the Truth About AI

Timnit Gebru – Google Case


What Is “AI” Really?

The term “Artificial Intelligence” suggests thinking, awareness, and understanding.
But models like GPT are merely statistical pattern completers – they understand nothing.

Statistics ≠ Thinking

GPT doesn’t choose the next word because it makes sense, but because it is likely.
What it produces is linguistic surface without depth – impressive, but hollow.


ELIZA vs. GPT – Large-Scale Symbol Manipulation

Both ELIZA (1966) and GPT-4 (2023) are based on symbol processing without meaning.
The illusion comes from plausible language – not from comprehension.

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