Trusted by engineers from top companies
Stop Calling APIs. Start Building AI Systems.
Go from tutorial projects to production-grade RAG pipelines, agent architectures, and AI applications that companies actually pay for.
Where You Start
Python basics and LLM fundamentals. No PhD required — just curiosity and code.
What You Build
RAG pipelines, multi-agent systems, Text-to-SQL engines, MCP integrations, and your own AI coding agent.
Who You Become
An AI Engineer who ships production systems — not someone who wraps API calls in a notebook.
Stop watching 100 hours of videos
Learn what you need. Build what you want. Deploy to production. Architect for scale. Our paths are built to accelerate your career immediately.
Real Code
Clone repos, run locally, debug on your machine. No browser sandboxes or toy demos.
Production-Grade
Build systems that handle real data, real failures, and real scale — not classroom exercises.
Clear Milestones
Each program has a clear progression — from fundamentals to production, with projects along the way.
How It Works
From choosing your path to shipping production code — in three steps.
Choose Your Path
Pick a program that matches your career goal — AI Engineer, Backend, Data, or Fullstack.
Build Real Projects
Work through hands-on workshops where you build production systems on your own machine.
Ship Production Code
Deploy real systems, earn certificates, and build a portfolio of production-grade projects.
Learn by Doing, Not by Watching
Every lesson is an interactive experience — code, quizzes, and real-time feedback built right in.
Chat-Based Lessons
Lessons feel like chatting with a senior engineer — not watching a lecture.
Real Code Blocks
Every code block runs on your machine. Copy, paste, execute — no sandbox.
Quizzes & Exercises
Quick checks that catch gaps before they become real-world mistakes.
XP & Achievements
XP, streaks, and achievements — because learning should feel like progress.
Choose Your Learning Path
Start free, then go deeper with workshops, bootcamps, or accelerators.
Free Courses
Free forever
- Foundation courses to get started
- Track progress and earn XP
- See how you stack up on the leaderboard
Workshops
Pay per workshop
- Deep-dive hands-on workshops
- Build real projects, not demos
- Lifetime access with certificate
One production pattern you can ship this week
Every Tuesday — a real technique you can drop into your codebase. RAG retrieval, agent tool routing, structured outputs, prompt chains that don't break.

Built by Param Harrison
Head of Engineering with 15+ years building production systems. I've trained 100+ engineers on AI engineering - these programs distill what actually works into structured paths you can follow at your own pace.
Frequently Asked Questions
Everything you need to know about the platform.
What is a Learning Path?
How are Learning Paths different from individual workshops?
Is this for beginners?
Do I get lifetime access?
What is the "Hands-On" learning style?
Can I use what I learn at work?
What if I only want one workshop?
What support do I get?
Pick a course. Build something real.
Not sure where to start? Build your first AI app with Python (free)