fpga-hft-trading-system.FPGA HFT trading system with inline AI inference, transformer attention, Avellaneda-Stoikov market making, and full-stack SmartNIC. 19 SystemVerilog modules targeting AMD Alveo UL3524 at 644 MHz. Sub-50ns tick-to-trade WITH neural network in the critical path.