Perhaps this might be helpful for some in this thread. .....

Go to https://projector.tensorflow.org/ and you will see an artificial intelligence LLM neural network. If you scroll your cursor around on the model, you will see a word show up on each data point. What's important to understand about AI is that the linear connections between each of these words is based solely on statistical occurrence in Western culture English. A particular word may statistically show up more often than another in conjunction with another word. The associations are NOT based on any sort of depth of relational understanding. Words can mean different things to different people and cultures. The study of the forms of words is called 'morphology' for a reason. .... The concretization of words and the linear associations in nominalistic data sets is the foundation of artificial intelligence LLMs. Inherently, nominalistic AI engages in haphazard hypostatic abstraction and improper negation, ultimately setting the stage for hallucinations. .... None of this is aligned with analog reality. ... Humanity is handing over our future to this, and it is very unsafe. ... From my perspective, using an LLM to research the compiled history of human nominalistic data is fine, but it's extremely important to remember that not all of our history has been labeled and categorized, and that the dynamic nature of life and dialogue is not at all imbued in our artificial intelligence.