Designing and implementing the neuroAIx FPGA cluster, we show how a combination of novel communication topology, local synchronization algorithm and design paradigms like maximizing neuron-per-node density lead to a neuromorphic system that enables high-speed, deterministic and efficient neuroscience simulations.