Inside the Large Language Model

A 6-week course on what's actually inside the machine that talks — tokens, attention, transformers, and how words become math.

What you'll cover

Lesson 1 · 180 min

From ChatGPT to Transformer

What's inside the machine that talks? Next-word prediction, training vs inference, your first API call.

Lesson 2 · 180 min

Inside the Machine

Tokens, embeddings, attention, transformers — how words become math.

Lesson 3 · 180 min

Generation & Prompt Engineering

You know what's inside the box. Now learn how to drive it — sampling, temperature, top-p, and 5 prompt patterns that consistently work.

Lesson 4 · 180 min

Agents: When LLMs Can Use Tools

A locked-in brain becomes a worker the moment you give it hands. Tools, the agent loop, and Claude Code as a real case study.

Lesson 5 · 180 min

Agent Frameworks & MCP

MCP is the USB cable for AI agents — build a tool once, every agent can use it. Plus the 4 frameworks you should know.

Lesson 6 · 180 min

Build Your Real Product

From "I could build that" to a URL other people use — PRD, wireframe, spike, ship the empty URL, scope your multi-month project.

Adventure I · AI Agent

Eight hands-on lessons that take you from zero to a real AI assistant — running on your own server, talking to your phone, never forgetting a thing.