When thinking about how to create an AI that intelligently responds to users using their accumulated knowledge, I was fascinated by how we are basically a set of connected neurons.

Or more abstractly, each neuron can represent a knowledge claim, or "principle", in the world.

Our ideas today are based off core principles that lead to one or the other.



Based on one evidence leading to another, ... and us humans doing this for millenia, we can now say "F = ma" or "Mindfulness releases dopamine"



(And of course, these principles on their own further lead to other principles)

If instead of scraping the web, we simply went through all the knowledge, extracted non-redundant principles, and somehow built this knowledge graph... we have a super intelligent architecture that whenever we ask a question about a claim, can trace this knowledge graph to either support or refute  a claim.

Now what I'm wondering about is... the best ways to map if one principle relates to the other. For us humans, this comes naturally. We can stimulate this with using GPT O4 thinking model, but that feels flawed as the "thinking" is coming from an LLM. I realize this might be circular reasoning since I'm suggesting we require thinking to construct this graph in the first place, but I wonder if mathematically (using more advanced TF-IDF / vectorization with directionality instead of just cosine similarity) can map relationships between ideas.

Or use keywords in the claim made by the human "X supports Y" and use that to create this. Of course, if another research paper or human says "X  doesn't support Y" for the same paper, we need some tracing and logical analysis (a recursive version of this same algorithm) to evaluate that / do some merge conflict in the knowledge graph.

Then, once constructed, new knowledge we discover can be fed to this super AI and it will see how it evaluates... or it can start exploring new ideas on its own...

Just felt really fascinating to me when I was trying to make an improvement for the app I'm working on. I made a more detailed step by step diagram explanation here too since I can't post gallery with description here  
 [https://x.com/taayjus/status/1919167505714823261](https://x.com/taayjus/status/1919167505714823261)

Knowledge Graph of the world can lead to AGI?