271 Lessons
Across Foundation and all four career tracks
64 Labs
Hands-on coding in a VS Code-powered editor
210+ Skills
Tracked in your Living Learning Graph
4 Tracks
AI Engineer, Data Scientist, ML Engineer, Data Engineer
Built for professionals, not students
Safua is an AI-powered learning platform that teaches you through the same tools, workflows, and standards used at top AI and data companies. Every lesson is grounded in real codebases. Every lab runs in a VS Code-powered editor. Every skill you earn is tracked against live industry signals — so you always know your knowledge is current.Choose Your Track
Four career tracks built for the roles companies are hiring for right now.
How It Works
Understand the DARKO learning method and how the platform accelerates mastery.
The Platform
Living skill graph, AI tutor, peer cohorts, and gamification — all working together.
API Reference
Integrate Safua into your tools. Full REST API with authentication, tracks, and more.
Five things that make Safua different
A skill graph that tracks your real mastery — not checkboxes
A skill graph that tracks your real mastery — not checkboxes
Your Living Learning Graph maps 210+ skills and tracks your mastery score for each one. Skills decay over time if you don’t revisit them (just like real memory), and the system recommends what to learn next based on your actual knowledge gaps — not a rigid course order.
An AI tutor that teaches, not tells
An AI tutor that teaches, not tells
The Safua tutor uses the Socratic method. It asks you questions instead of giving you answers. When you’re stuck, it gives you a hint — framed as another question. Research shows this produces learning that sticks 10x longer than passive reading.
Labs in a real VS Code editor
Labs in a real VS Code editor
Every lab runs in a Monaco editor (the same engine as VS Code) directly in your browser. Submit your code and the AI Code Review agent gives you structured feedback with inline comments — correctness, style, efficiency, and Socratic follow-up questions.
Peer cohorts matched by algorithm
Peer cohorts matched by algorithm
The cohort matching algorithm groups you with 4–8 learners on the same track, at a similar level, but strong in different skills. You review each other’s code, compete on weekly challenges, and keep each other accountable.
Curriculum connected to live industry signals
Curriculum connected to live industry signals
Safua pulls daily signals from job postings, GitHub, arXiv, and HackerNews to score the freshness of every skill in the curriculum. When industry moves, the platform knows — and surfaces what’s rising before you’d see it anywhere else.
Start here
Quickstart
Get your account set up and your first lesson started in under 5 minutes.
Pick a track
Not sure which track to choose? This guide helps you decide.
FAQ
Common questions about pricing, tracks, and how the platform works.