For years, many trading firms built their infrastructure on Java-based platforms, attracted by the language's productivity, extensive ecosystem, and relative ease of development. But as markets have accelerated and competition has intensified, the performance ceiling of Java has become impossible to ignore.

Large Language Models (LLMs), to transform dense academic research into the skeleton of a C++ HFT code (High-Frequency Trading) application.