Learn AI From the Ground Up
A free, expert-backed curriculum that takes you from "what is AI?" to building production systems. No fluff. No gatekeeping. Just practical knowledge.
Built for Curious People, Not Computer Scientists
I use AI at work but feel like I'm guessing
You've tried ChatGPT or Claude but can't consistently get great results. You want to understand why some prompts work and others don't, and build real confidence.
I want to build things with AI but don't know where to start
You have ideas for AI-powered tools or workflows but the jump from chat to code feels huge. This course takes you from conversations to production systems step by step.
I'm technical but haven't gone deep on AI yet
You can code and ship products but AI still feels like a black box. You want a structured path from fundamentals to building agents and deploying production systems.
What You'll Walk Away With
Understand how AI actually works — not the hype version
Write prompts that consistently produce useful results
Choose the right AI model for any task
Build AI-powered tools and agents with real code
Deploy AI systems that are reliable, safe, and cost-effective
Navigate the ethical and regulatory landscape responsibly
Your Learning Path
Four tracks, twelve modules, one clear path from beginner to expert.
No experience needed. Learn the fundamentals of AI and how to have your first productive conversation.
What is AI?
Mental models for understanding artificial intelligence
Cut through the hype. Learn how AI actually works, what LLMs are, and build the right mental models for everything that follows.
Your First Conversation
How to talk to AI and get useful results
Learn the basics of interacting with AI — how to ask good questions, iterate on responses, and avoid the most common beginner mistakes.
Prompt Fundamentals
The CTCO framework for clear, effective prompts
Master the four building blocks of every great prompt: Context, Task, Constraints, and Output. The foundation for everything advanced.
Level up your prompting skills, understand context engineering, and learn to choose the right AI for the job.
Advanced Prompting
Few-shot, chain-of-thought, and beyond
Go beyond basic prompts with techniques used by AI researchers and power users: few-shot examples, chain-of-thought reasoning, and meta-prompting.
Context Engineering
Giving AI the right information at the right time
Understand context windows, learn to manage information flow, and discover how RAG systems extend AI beyond its training data.
Choosing Your AI
Model comparison and when to use what
Claude, GPT, Gemini, open-source models — learn the real differences, strengths, and ideal use cases for each major AI platform.
Build real systems — system prompts, API integrations, and autonomous AI agents.
System Prompts & Configuration
Building persistent AI behavior with system-level instructions
Write production-quality system prompts, CLAUDE.md files, and project configurations that make AI behave exactly how you need it to.
AI Tools & APIs
Building with AI programmatically
Move beyond chat interfaces. Learn to use AI APIs, handle authentication, manage rate limits, and build AI-powered applications.
Building AI Agents
Autonomous systems that use tools and make decisions
Design agent architectures, implement tool use, work with MCP, and orchestrate multi-agent systems that solve complex problems.
Production deployment, ethics, safety, and the cutting edge of what's next in AI.
Production AI Systems
Deploying, monitoring, and scaling AI in the real world
Take AI from prototype to production. Monitoring, cost optimization, error handling, and scaling strategies for real workloads.
AI Ethics & Safety
Responsible AI use, bias, and governance
Understand the ethical landscape of AI — bias detection, prompt injection defense, responsible deployment, and governance frameworks.
The Future of AI
Where things are heading and how to stay ahead
Explore emerging trends, skills worth investing in, career paths in AI, and how to build a practice of continuous learning.
Latest in AI
The most important developments, explained simply.
Microsoft Launches MAI Model Family at Build 2026
Microsoft unveiled MAI-Thinking-1 (35B active-param reasoning model, 97% AIME 25, 52.8% SWE-Bench Pro) and MAI-Code-1-Flash (5B, rolling out to GitHub Copilot) at Build 2026 — its first in-house AI models not trained on OpenAI data.
Trump Signs AI Innovation and Security Executive Order
Trump signed an executive order creating a voluntary 30-day pre-release security review program for frontier AI models, directing Treasury to establish an AI cybersecurity clearinghouse, and tasking NSA and CISA with classified AI capability benchmarks.
Anthropic Expands Project Glasswing to 150 New Organizations
Anthropic added ~150 organizations in 15+ countries to Project Glasswing, including NATO, ENISA, Okta, and Samsung, expanding to power, water, and healthcare sectors. The initial 50 partners have found 10,000+ high-severity vulnerabilities using Claude Mythos Preview.
Ready to Start?
Module 1 takes about 20 minutes and requires zero prior experience. By the end, you'll understand how AI actually works — not the hype, the reality.
Written by AI practitioners. Updated weekly. Always free.
Begin Module 1