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Discover how to transform Kubernetes cluster events into actionable intelligence using LightRAG in this 10-minute conference talk from DevConf.IN 2026. Learn to capture and analyze the thousands of events your Kubernetes cluster generates daily, turning fleeting diagnostic information into durable insights that can help predict and troubleshoot issues. Explore how embedding-based retrieval techniques can uncover hidden patterns in cluster behavior, connect related failures across time, and provide answers to critical questions like "What just changed?" and "Has this failure occurred before?" The presentation demonstrates a lightweight, cost-effective architecture that requires no GPUs or heavy AI infrastructure, making event intelligence accessible for any Kubernetes environment. Gain practical knowledge about implementing a retrieval engine that gives your cluster persistent "memory" of its operational history, enabling better visibility into cluster behavior patterns and more effective incident response strategies.