Day 24: Production Deployment — AI System Engineer

Celkový progres 80%

🎯 Cieľ dňa

Naučiť sa deployovať AI systémy do produkcie: scaling, A/B testing modelov, canary rollouts, a monitoring.

core practice

Hands-on: buildni durable AI agenta s Python a Temporal. Prežije crashes.

Serverless model serving: autoscaling, canary rollout, A/B testing, monitoring.

State prežije crashes, automatic retry. Production multi-agent patterns.

Canary Deployment — Nový model pre 1-5% traffic. Monitor metriky. Postupne zvyšuj alebo rollback.

A/B Testing Models — 50/50 split. Štatisticky dokaž ktorý model je lepší pre business outcome.

Autoscaling — Horizontálne scaling podľa request volume. Kubernetes HPA + KServe.

Durable Execution — Temporal: agent state prežije process crashes. Idempotent activities, automatic retry.

Deployni AI agent s canary rollout.