Скачать или смотреть The "Tightening Spell": How Forcing AI to Predict the Next Word Created a Digital Genius

*AI Intelligence, LLM, Next Token Prediction, Grokking Phenomenon, Machine Learning Logic, Future of AI.*

Is AI actually "thinking," or is it just a glorified version of your phone’s autocorrect? In today's episode, we dive into why predicting the next word is actually The Way to God-tier intelligence.

*What’s inside this video:*
Ever wonder why Large Language Models (LLMs) suddenly act like they have a 200 IQ once they hit a certain size? We break down the **"Tightening Spell"**—how the loss function acts like a headband forced onto the model, making it so hard to predict the next word that it’s forced to "evolve" logic just to survive.

*Key concepts we cover:*
*Compression is Intelligence:* Why the model realizes that learning logic and causality is a way better "shortcut" than just memorizing the internet.
*The Grokking Turning Point:* What happens when a model hits *100 billion parameters* and its internal circuits suddenly reorganize to understand rules instead of just patterns.
*Chain of Thought (CoT):* How models use thousands of "invisible" tokens to self-debate and correct errors before giving you an answer.
*Biological Autocomplete:* Are humans just biological next-token predictors? We look at how our brains use dopamine for "backpropagation" to fix our own internal models,.
*Creativity vs. Hallucination:* Why these two are just two sides of the same coin.

Whether you’re a college student trying to understand your homework helper or just an AI enthusiast, this video explains how "predicting the next word" turned into the most powerful technology on the planet. By 2026, this high-level AI will be as basic as addition, built into every app you touch.

*Don't forget to like, subscribe, and tell us in the comments: Do you think your brain is just a linear stream of tokens?*

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