Trusted Deployments at Scale: Managing Self-Hosted LLM Fleets Safely

Scaling self-hosted LLM deployments requires more than infrastructure—it demands reliable, trustworthy update mechanisms. This piece demonstrates how declarative release management and staged rollouts transform unpredictable manual updates into safe, automated operations. For organizations building sovereign AI systems, these patterns enable the reliability necessary for production at scale.