Free lessons
Free lessons: GenAI Platform Engineering
58 lessons free to read — no subscription required. Open any one to read the full lesson; subscribe to unlock the rest. Browse all 58 by course ↓
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What you'll build in GenAI Platform Engineering
Signature lessons unique to this discipline — start here.
Foundation
The same four core lessons on every hub — shared across all twelve disciplines.
Browse by course
Every free lesson on this path, course by course, in curriculum order.
Python Essentials for Agent Builders1 lesson
LLM Foundations for Agent Builders1 lesson
Kubernetes Essentials for GenAI Engineers1 lesson
Web APIs & Services for GenAI Engineers1 lesson
Data Infrastructure Essentials for GenAI11 lessons
- Ch 1Install pgvector and create vector-enabled tables
- Ch 1Integrate pgvector with SQLAlchemy ORM
- Ch 3Use Redis pub/sub for real-time event broadcasting
- Ch 3Build rate limiting with Redis sorted sets
- Ch 3Monitor Redis performance and memory
- Ch 5Monitor Kafka with consumer lag metrics
- Ch 8Define Argo Workflow templates for data processing
- Ch 9Implement embedding quality checks
- Ch 10Deploy data services on Kubernetes with StatefulSets
- Ch 10Configure Prometheus monitoring for data services
- Ch 10Implement automated PostgreSQL backup and restore
DevOps Foundations for GenAI Engineers15 lessons
- Ch 2Compare CI platforms: GitHub Actions vs Tekton vs Dagger
- Ch 2Configure CI to run on GKE self-hosted runners
- Ch 3Build optimized Docker images for AI applications
- Ch 3Automate image builds with GitHub Actions
- Ch 3Sign images with Cosign and enforce Binary Authorization on GKE
- Ch 3Build multi-architecture images for GKE
- Ch 4Install ArgoCD and deploy first application
- Ch 4Compare GitOps controllers: ArgoCD ApplicationSet vs Flux CD
- Ch 4Implement ArgoCD RBAC and multi-tenancy
- Ch 5Build Helm charts with Skaffold local development workflow
- Ch 5Use Kustomize overlays for environment management
- Ch 5Enforce policies with OPA Gatekeeper and test with Conftest
- Ch 5Test Helm charts before deployment
- Ch 7Implement blue-green and progressive delivery with Argo Rollouts
- Ch 8Implement evaluation-gated deployment
AI Developer Platform Engineering28 lessons
- Ch 1Design service catalog data model and golden path templates3 free labs
- Ch 1Build service catalog REST API with search and filtering3 free labs
- Ch 1Integrate platform with Kubernetes cluster discovery
- Ch 1Build platform health dashboard with Prometheus metrics3 free labs
- Ch 1Deploy platform control plane with Helm and ArgoCD
- Ch 2Integrate service mesh with Kubernetes endpoints
- Ch 4Add request logging with PII redaction pipeline
- Ch 4Monitor gateway latency and token usage with Prometheus
- Ch 6Implement K8s namespace provisioning with quota enforcement
- Ch 6Deploy multi-tenant infrastructure with Helm overrides
- Ch 7Design RBAC model with roles, permissions, and scopes
- Ch 7Deploy RBAC with policy-as-code validation
- Ch 9Build cost tracking pipeline from gateway metrics
- Ch 9Deploy cost dashboards with Grafana
- Ch 10Deploy onboarding system with ArgoCD integration
- Ch 11Design agent execution model with sandboxed pods
- Ch 11Build agent job submission and scheduling API
- Ch 11Build agent runtime auto-scaling and queue depth metrics
- Ch 11Deploy agent runtime with K8s Job controller
- Ch 12Design tool registry model with MCP server metadata
- Ch 12Deploy MCP hub with Helm and agent integration
- Ch 13Deploy managed pgvector with Helm StatefulSet
- Ch 14Deploy evaluation platform with Helm and Grafana
- Ch 15Build prompt approval workflow with evaluation gate
- Ch 16Deploy SLA monitoring with Grafana dashboards
- Ch 18Deploy change management with ArgoCD hooks
- Ch 19Deploy analytics pipeline with Grafana dashboards
- Ch 20Deploy complete platform with Helm umbrella chart
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