The AI landscape in 2026 has reached a critical inflection point. After years of impressive demos and proof-of-concepts, enterprises are finally moving beyond experimentation to
Tag: MLOps
Production Operations and Distributed Deployment: Monitoring, Versioning, and Maintaining Edge AI at Scale
Comprehensive production operations guide for distributed edge AI deployments. Covers Prometheus/Jaeger monitoring integration, data drift detection with statistical analysis, model versioning and registry management, canary deployment with automated rollback, OTA update orchestration, and fleet management patterns for 100+ edge devices.