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13 articles
Complete pre-launch checklist for deploying LLM features to production. Cover security, performance, monitoring, compliance, and incident response.
Learn how to use feature flags to safely roll out LLM features, implement percentage-based rollouts, and build kill switches for AI-powered capabilities.
Feature flags for AI: model switching, percentage rollouts, targeting rules, cost kill switches, A/B testing, OpenFeature SDK integration, and per-flag quality metrics.
Comprehensive guide to versioning LLM deployments including semantic versioning, model registries, canary deployment, A/B testing, and automated rollback strategies.
Master ArgoCD''s App of Apps pattern, ApplicationSet for multi-environment deployments, sync waves for ordered rollouts, and disaster recovery strategies for production GitOps pipelines.
Master feature flags for safe deployments and controlled rollouts. Learn flag types, LaunchDarkly vs OpenFeature, percentage-based rollouts, user targeting, lifecycle management, detecting stale flags, and trunk-based development patterns.
Deploy globally on Fly.io without managing Kubernetes. Zero-config deployment, multi-region, Machines API, and cost-effective Postgres hosting.
GitOps principles, ArgoCD app-of-apps pattern, automated sync vs manual approval, sealed secrets, drift detection, rollback via git revert, progressive delivery with Argo Rollouts.
End-to-end MLOps infrastructure for LLMs including CI/CD pipelines, automated evaluation, staging environments, canary deployments, and production monitoring.
Implement bulletproof shutdown. Handle SIGTERM/SIGINT, drain database connections, stop consuming messages, align with K8s termination periods, and test shutdown reliability.
Deploy Node.js, Python, and Go backends on Railway with zero configuration. Manage Postgres, Redis, and services from a unified dashboard.
Zero-downtime AI updates: shadow mode for new models, prompt versioning with rollback, A/B testing, canary deployments for RAG, embedding migration, and conversation context migration.
Master zero-downtime deployments with rolling updates, graceful shutdown, health checks, and blue/green strategies. Learn SIGTERM handling and preStop hooks.