Don't Watch Videos.
Build Production AI.
The only AI engineering platform that simulates the actual job. Fix broken pipelines, optimize latency, and red-team agents in a live sandbox.
Other platforms
> Submit answer...
✓ Correct.
On this platform
> Deploying optimized pipeline...
Deploy Successful! 🚀
You reduced token usage by 40%. This could save a real company $5k/month.
Learn Like You Work
Every mission simulates a real engineering task. No passive watching.
Get a Ticket
Each mission starts with a realistic engineering ticket. "RAG pipeline returning stale results" or "Agent stuck in infinite loop." Just like your real job.
Fix It in a Sandbox
Write real code in a live environment. Debug broken pipelines, optimize prompts, configure vector databases. Hands on the keyboard, not eyes on a screen.
Ship & Get Feedback
Deploy your fix and see real impact metrics. "Latency reduced 60%. Hallucination rate dropped to 2%." Feedback that means something.
Track Your Streak
Build consistency with a GitHub-style contribution graph. Keep your engineering streak alive and watch your skills compound over time.
Production Patterns
Every mission teaches patterns used in production. Caching, error handling, cost optimization, monitoring. Skills that transfer directly to your job.
Leveled Difficulty
Start with guided missions and progress to open-ended challenges. By the end, you're solving problems no tutorial could prepare you for.
Keep Your Engineering Streak Alive
Self-paced doesn't mean aimless. Track your consistency and watch your skills compound.
47 day streak · 12 missions completed
What You'll Build
Real engineering problems across the AI stack — from first API call to production deployment
RAG Systems
- Fix retrieval accuracy
- Optimize chunking strategies
- Debug hybrid search
- Implement reranking
- Reduce vector DB costs
AI Agents
- Debug tool calling failures
- Fix infinite loops
- Implement guardrails
- Optimize planning chains
- Build multi-step workflows
Prompt Engineering
- Fix hallucinating prompts
- Implement chain-of-thought
- Optimize few-shot examples
- Build system prompts
- A/B test prompt variants
Testing & Evaluation
- Build eval pipelines
- Write regression tests
- Measure quality metrics
- Red-team your agents
- Set up CI for LLMs
Production Optimization
- Cut latency by 50%+
- Implement caching layers
- Optimize token usage
- Add monitoring & alerts
- Handle failures gracefully
Developer Tools
- LlamaIndex pipelines
- LangChain debugging
- Strands agents
- CrewAI orchestration
- LiteLLM routing
Coming Soon
Connect AI to your tools and data sources
Debug LLM chains in production
Build reliable multi-agent systems
Build developer productivity tools
Free vs Pro
Start free, upgrade when you're hooked
Free Tier
See if this is your kind of learning
- ✓Browse the full mission catalog
- ✓5 starter missions with sandbox access
- ✓View lesson previews & roadmap
- ✓Community access (read-only)
Pro — $19.99/mo
FULL ACCESSEverything. No limits. New missions monthly.
- ✓All 40+ missions unlocked
- ✓New missions every month 🆕
- ✓Live sandbox environments
- ✓100+ engineering challenges
- ✓Streak tracking & progress analytics
- ✓Full community access
- ✓Monthly live office hours
- ✓Downloadable code templates
What Engineers Say
From people who build AI for a living
"Felt like onboarding at a real AI company. The ticket-based format clicked immediately — way better than watching someone code."
Sarah M.
Software Engineer
"I optimized a RAG pipeline in a sandbox and used the exact same pattern at work the next day. That never happens with video courses."
James C.
Backend Developer
"The streak mechanic got me. 30 days in and I genuinely understand production AI patterns now. The eval missions were a game changer."
Aisha P.
Full-Stack Developer
Stop Watching.
Start Building.
Your first mission is free. No credit card required.
Free Tier
5 starter missions with full sandbox access. See if this is how you learn best.
Pro — $19.99/month
All missions, streak tracking, new content monthly, live sessions, full community.
Important: Educational content only. No guarantees about employment, income, or specific learning outcomes. Results vary based on individual effort.