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Nothing new here in the idea, implementation, or narrative. Someone just pointed to an AI and said, 'Create a website explaining LLM's step-by-step.' Nothing is even visualized.

This being primarily generated leads me to wonder: is there a good source, written by academics or professionals, for this information?

Although I am not interested in using LLMs for much of anything, the theory and implementation (where the implementation is not just use some prepackaged library code) in a comprehensive presentation is not something I’ve seen before.

This book (and the book author's blog) is the best source for learning LLM internals for someone just getting started. It's clear and well-written (by a human!) and goes into much more explanatory detail than this does: https://sebastianraschka.com/llms-from-scratch/

Although it is heavily vibe coded, i like the way you are tryin' to visualize and I can see effort put onto it.

Please use fable to do serious ui/ux work. I can tell it is generated from gpt model and you might wanna polish it.

LLM Visualizer – Build a Transformer from Scratch