Understanding AI

How can a machine understand language? How is it even possible? These pages explore the wonder, the mechanics, and the mysteries of Large Language Models.

Click any topic to begin

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The Wonder

How can a computer speak like a human?

Start here. Explore the fundamental amazement of machines that understand and generate language.

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The Core Insight

Next Token Prediction

The deceptively simple idea that powers all modern AI: predicting what comes next.

3 / 9

Different Minds

Human vs LLM Understanding

What seems similar, what's fundamentally different, and what we still don't know.

4 / 9

The Birth

How LLMs Come to Life

From raw data to deployed model: pre-training, fine-tuning, RLHF, and the staggering scale.

5 / 9

The Mystery

We Don't Fully Understand

Even creators are surprised. Emergent capabilities and the honest limits of our knowledge.

6 / 9

Beyond Text

How AI Sees and Creates

Vision, image generation, and the expanding frontier of multimodal AI.

7 / 9

Alignment

Getting AI to Do What We Want

Why specifying goals is harder than it sounds, and how researchers work to build AI that truly helps.

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Agency

The Capacity to Shape Reality

What agency means, why it becomes the defining human trait in an AI world, and how it's learnable.

9 / 9

Four Kinds of Knowing

Beyond Facts and Information

John Vervaeke's framework for the four ways humans know β€” and why AI handles only one of them.

Tip: Ask the questions like "How do LLMs work?" and it will guide you to the right page.

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