FOR VIBE CODERS WHO WANT TO LEVEL UP

Stop guessing.
Start understanding.

Learn how computers, software, networks, and security work — without writing a single line of code. The CS fundamentals every builder needs, explained for humans.

Start learning14 layers · 250+ lessons · self-paced

THE CURRICULUM

14 layers. One complete picture.

Each layer builds on the last — from raw hardware up to the AI tools you use every day.

LAYER 01

The Machine

How computers work — CPU, RAM, storage, the terminal, and the OS that ties it all together.

LAYER 02

How Software Is Built

Languages, dependencies, Git, project structure — the building blocks of every codebase.

LAYER 03

How Code Works

Data structures, async execution, error handling — understand what AI writes for you.

LAYER 04

How the Internet Works

HTTP, DNS, ports, SSL — the infrastructure connecting every app and service.

LAYER 05

How Apps Are Structured

Frontend, backend, databases, APIs, state management, architecture patterns.

LAYER 06

How Things Connect

API keys, OAuth, webhooks, SDKs — the connective tissue between services.

LAYER 07

How Things Get Deployed

CI/CD, Docker, cloud providers, monitoring — from localhost to production.

LAYER 08

Security & Best Practices

Encryption, SSH, vulnerabilities, secure coding — protecting your apps and users.

LAYER 09

How AI Works

ML fundamentals, transformers, tokenization, LLMs — understand the tech powering everything.

LAYER 10

Prompt Engineering

Chain-of-thought, few-shot, RAG, structured output — the science of directing AI.

LAYER 11

Building Agent Systems

Tool use, memory, multi-agent patterns, orchestration — AI that takes action.

LAYER 12

The AI-First Toolchain

IDE agents, CLI generators, rules files, testing with AI — your modern dev stack.

LAYER 13

AI-First Design

Design principles, component libraries, UX fundamentals — craft that ships.

LAYER 14

Building & Shipping Products

Finding problems, MVPs, pricing, launch, growth — from idea to revenue.

WHO THIS IS FOR

You learned AI tools first.
Now learn what's underneath.

You can ship apps with Cursor and v0. You can prompt Claude into building anything. But when something breaks — or when you want to build something real — the gaps show. This course fills them.

Direct AI better

When you understand what's happening under the hood, your prompts get sharper. You stop guessing and start engineering.

Debug faster

Know why something broke — not just that it broke. Trace problems from the UI down to the network layer.

See the full landscape

Understand how databases, servers, APIs, and frontends connect. Ship with confidence, not crossed fingers.

HOW IT WORKS

Four modes. One flow.

Every layer follows the same rhythm — so you build real understanding, not just familiarity.

STEP 01

Read

Bite-sized lessons that respect your time

STEP 02

Watch

Video explanations that make concepts click

STEP 03

Quiz

Test your understanding immediately

STEP 04

Apply

AI-generated challenges tailored to you

The multiplication tables
of tech.

You wouldn't do calculus without knowing your times tables. Don't build software without understanding the stack.

Start for free