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brown-iposs specializes in 5G radio networks, ensuring top air interface quality. Our software enables radio engineers to optimize RAN performance, maximizing network reliability. With expertise from 2G to 5G, Wi-Fi, LoRa, GSM-R, and Tetra, we integrate past experience with cutting-edge 6G research. Our AI/ML-driven RF analyzers, classification engines, and predictors process vast data sets in the cloud or on-premise. Fully automated closed-loop optimizations resolve network issues without human intervention, while geo-referenced tools provide seamless monitoring and control. With the right architecture, tools, and expertise, we enhance network resilience for both public and private operators.