FAME-QP is a GPU-accelerated quadratic programming solver designed for real-time linear model predictive control. It leverages constraint-dependent operator representations and fused kernel iterations executed via CUDA graphs to minimize latency. The solver automatically selects optimal execution configurations through device calibration and employs lazy operator updates alongside a cached operator bank for efficient penalty initialization.