smart_toy
Intermediate
AI Systemsschedule9 min read
Stop Building AI Demos. Start Building AI Systems.

Most AI projects fail because they’re built as demos, not systems. Build for reliability, latency, fallbacks, and guardrails.

policy
Intermediate
AI Systemsschedule7 min read
Shipping Eval Loops That Don’t Lie

If you don’t measure model behavior in production, you’re shipping a guess.

hub
Advanced
Distributed Systemsschedule11 min read
You Don’t Need Microservices (Yet)

Most teams adopt microservices before they’ve earned the complexity. Learn when a monolith is the faster, safer bet.

cloud
Beginner
Cloud Infrastructureschedule8 min read
Why You Shouldn’t Start With Kubernetes

Kubernetes solves problems you don’t have at 0 users. Start simple and migrate only when the signals are real.