When to fine-tune vs. prompt-engineer, which technique to pick in 2026 (LoRA, QLoRA, DPO), how to size your dataset, and how to wire the whole thing into a CI/CD quality gate that blocks regressions before they ship.
Building a production-grade CI/CD pipeline for Umbraco 17: GitHub Actions to Azure App Service with zero-downtime slot swaps, Docker Compose for local development, uSync in the pipeline, Azure Blob Storage for media, and environment-specific configuration.
Production CI/CD patterns for multi-agent AI systems. Covers LangSmith evaluation pipelines, prompt versioning with S3, canary deployments, regression testing, cost monitoring gates, and automated rollback strategies.
CI/CD explained without the DevOps jargon. Two tech leads discuss how code actually gets from your laptop to production — pipelines, testing strategies, and deployment techniques that won't ruin your weekend.
Dockerizing MarketingOS with multi-stage builds for both Umbraco and Next.js, Docker Compose for the full stack, GitHub Actions CI/CD with contract tests, automated deployments, and environment promotion.
How AI transforms the DevOps/Platform Engineer role: AI-assisted pipeline generation, incident diagnosis, capacity planning, GitOps automation, and the operational judgment that keeps systems running and teams unblocked.
Production CI/CD pipeline for Angular 21 + .NET 10 ecommerce. GitHub Actions workflows for build, test, API codegen check, Docker, Azure Container Apps deployment, and dependency automation.
Build a complete CI/CD pipeline with CodePipeline, run tests and builds with CodeBuild, manage Docker images with ECR, implement blue/green deployments for ECS Fargate, and automate infrastructure changes with CDK Pipelines.
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