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2 posts tagged with "AIOps"

AI for IT operations — anomaly detection, event correlation, and automated remediation.

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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.