When people talk about artificial intelligence, it is often said that AI is a mirror of humanity. A system that reflects our texts, our ideas and even our fears.
This metaphor can be useful, but it may not really explain what is happening.
Another way to understand AI is to think that it does not reflect the world, but rather reads language.
But this reading is not like human reading.
Language as movement
When humans use language, we tend to think that words have fixed meanings.
But in reality language works more like a system of relationships. Words acquire meaning because they appear next to other words, in certain contexts and within certain structures.
In other words: language moves.
There are sequences that repeat.
There are variations.
There are patterns that appear again and again.
This movement creates a kind of structure.
Patterns and rhythms
The artificial intelligence models that are used today to generate text — the so-called LLMs — do not understand the world in the way a person does.
What they do is analyze enormous amounts of text and detect patterns.
These patterns include:
relationships between words
sequences that frequently appear
contexts where certain terms make sense
Over time, these patterns form a very complex network.
One could say that AI learns the movements of language.
And those movements have a rhythm.
Meaning through combinations
When a model generates a sentence, it is not thinking or interpreting reality.
What it does is calculate which word is most likely to come next, according to the patterns it has learned.
But these calculations are not simple.
Because the model has analyzed millions of texts, it has learned an enormous number of possible relationships.
These relationships create a kind of emerging language based on:
movements
rhythms
combinations
Meaning appears within this system of relationships.
A reading of language
For this reason it may be more accurate to say that AI does not reflect the world and does not understand reality.
What it does is read human language.
It reads its structures.
Its patterns.
Its repetitions and variations.
From there it generates new combinations that continue this same movement.
A system of relationships
From this perspective, language is not simply a set of words with fixed meanings.
It is a network of relationships in motion.
LLMs operate within this network.
They do not know what the world is.
But they know how language moves when humans talk about that world.
Perhaps that is why they can appear surprisingly coherent: because they have learned the rhythms and relationships of human language.
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