Course · 11 chapters
Production AI
Ship and operate — testing, security, cost, streaming, system design, and UX
What you'll be able to do
- The map of the Production AI skill path — what each chapter teaches, how they fit together, and where to start.
- Build eval suites, catch prompt regressions, and stop shipping on vibes. Practical evaluation patterns for AI engineers.
- Deploy, monitor, and operate AI systems that stay reliable at scale.
- Instrument, debug, and optimize multi-step AI agents in production.
- Protect AI applications from prompt injection to compliance — the security every AI engineer needs.
- Master token economics, model routing, and budget governance to run AI sustainably.
What's inside
- 1Production AI: Intro
The map of the Production AI skill path — what each chapter teaches, how they fit together, and where to start.
- 2AI Testing & Evals
Build eval suites, catch prompt regressions, and stop shipping on vibes. Practical evaluation patterns for AI engineers.
- 3LLMOps in Production
Deploy, monitor, and operate AI systems that stay reliable at scale.
- 4AI Observability & Agent Tracing
Instrument, debug, and optimize multi-step AI agents in production.
- 5AI Security & Guardrails
Protect AI applications from prompt injection to compliance — the security every AI engineer needs.
- 6AI Cost & Model Strategy
Master token economics, model routing, and budget governance to run AI sustainably.
- 7Streaming & Real-Time AI Patterns
Build responsive AI interfaces with SSE, streaming APIs, partial JSON parsing, and real-time tool calls.
- 8AI System Design
Architect reliable, scalable AI-powered applications for production.
- 9AI UX Patterns
Design patterns engineers can implement today to build AI interfaces users actually trust.
- 10Model Migration & Multi-Provider Strategy
Prepare for model deprecations, build abstraction layers, and route across providers with confidence.
- 11Load Testing AI Systems
Why k6 and Locust lie about streaming LLMs — and the metrics, tools, and gates that actually hold up under traffic.
Earn a certificate
Complete all chapters to receive your certificate of completion.