Why Vector RAG Fails AI Agents: Building an Autonomous SRE Swarm with FalkorDB

Vector RAG fails AI agents in enterprise microservices and site reliability engineering because embeddings cannot answer multi-hop causal questions. When distributed systems face incidents, agents require specific knowledge regarding service dependencies, recent pull requests, and failure signatures rather than text similarity. FalkorDB enables the creation of Causal Knowledge Graphs to solve these production nightmares, providing the necessary context for autonomous SRE swarms to understand why specific configurations cause failures during critical system outages.