Everything is Math

I recently was researching about how LLMs function and came across two very fun and interactive explanations that are screenshotted below. It further confirm in my head that everything is math. The generation of knowledge and words can be transformed into weighted matrixes with statistical outputs.

LLM Visualization

Transformer Explainer

Edit 2026-02-09, found more resources https://mlu-explain.github.io/neural-networks/ https://threads.championswimmer.in/p/why-are-neural-networks-architected https://visualrambling.space/neural-network/