End-to-end differentiable bioinformatics for JAX/Flax NNX: soft Smith-Waterman alignment, read mapping and assembly, variant calling, RNA-seq, single-cell, epigenomics, CRISPR, metabolomics, multi-omics, protein and RNA structure, molecular dynamics and drug-discovery operators composed into trainable pipelines on the Avitai stack.