Custom Silicon Transformer Reaches 56,000 Tokens Per Second—No GPU Required

GateGPT proves that GPUs aren't essential for high-performance Transformer inference—a custom FPGA design achieves 56,000 tokens per second at just 80 MHz. This gate-level hardware approach suggests a viable path toward specialized AI accelerators and opens possibilities for efficient edge deployment and low-power computing scenarios.