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While GPUs dominate AI training, FPGAs offer a unique combination of low latency, deterministic performance, and hardware flexibility. This article explores how FPGA-based acceleration supports neural network inference, why quantization is particularly effective on FPGA architectures, and where these devices deliver the greatest advantages in real-world AI applications.

Magmio will attend STAC Summit - New York 2026 on May 20 at the New York Marriott Marquis, joining senior technologists and quant leaders focused on performance-critical trading infrastructure.

The order book is where market intent becomes visible. This article breaks down its core mechanics from bid and ask dynamics to market depth and order execution and shows how traders interpret real-time imbalances, liquidity, and order flow to anticipate price movements and make informed trading decisions.