Skip to main content

One post tagged with "AI Operations"

Running ML models in production, AI infrastructure, and MLOps.

View All Tags

Production RAG Architecture Blueprint: Retrieval-Augmented Generation at Scale

· 10 min read
Dinesh K
DevOps & AIOps Consultant
PatternRetrieval-Augmented Generation
ComplexityEnterprise
Infra TargetKubernetes / GPU
Latency ProfileP99 ≤ 3s E2E
Production CharacteristicsProduction ReadyObservability FirstKubernetes NativeSecurity HardenedLatency CriticalEnterprise Pattern

RAG systems fail in production for predictable reasons: retrieval quality degrades silently, embedding drift goes undetected, LLM latency spikes under load, and observability is bolted on after incidents. This blueprint addresses all four with a complete operational architecture.