Category: Enterprise Architecture
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The Silent Failure Loop: Why Real-Time Knowledge Graphs Are Your Only Defense Against Production RAG Degradation
Your enterprise RAG system is silently degrading right now, and you probably don’t know it. The metrics look fine on your dashboard. Query latency is within SLA. Retrieval accuracy benchmarks are solid. But somewhere in your production pipeline, stale data is polluting your responses, outdated information is shaping decisions, and your system is answering yesterday’s…
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The Real-Time Knowledge Graph Revolution: Building Dynamic RAG Systems That Actually Stay Current
Your enterprise RAG system worked flawlessly during the pilot. Documents retrieved correctly. Answers were grounded. The executive demo went perfectly. Then came production. Within two weeks, your RAG system started returning outdated information. A merger your company announced last Tuesday? Your system didn’t know about it. A pricing policy that changed Friday? Still retrieving the…