**ParserNG** is an ultra-high-performance mathematical runtime built for modern JVM workloads — real-time plotting pipelines, financial modeling, and deep learning activation functions (SwiGLU, GELU, and the rest of the Transformer toolkit). By adopting a hardware-aligned, fast-interpreted memory model instead of risky dynamic bytecode generation, ParserNG eliminates classloader bloat, protects your runtime from native segmentation faults, and dramatically simplifies your Software Bill of Materials (SBOM) compliance posture.
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