Task geometry alignment enables parameter independent and accurate genomic search
TGAlign, an expert-parameter-independent tool that tiles reference databases to match query lengths, encodes sequences into gap-robust syncmer profiles, and indexes them for high-speed Approximate Nearest Neighbor (ANN) search is implemented, providing a robust and scalable framework for post-alignment genomic search.