Adaptive GDDA-BLAST: fast and efficient algorithm for protein sequence embedding.

Summary: Imagine a library filled with billions of books, but most have no titles or covers. Scientists face a similar problem with the massive amount of genetic data available today: we have the protein sequences (the text), but we often don't know what the proteins do or look like. A new computer tool called "Adaptive GDDA-BLAST" acts like a super-speed librarian. It analyzes these protein codes up to 19 times faster than previous methods without losing accuracy. It is particularly good at identifying protein structures even when the "text" is faded or hard to read (low similarity), helping scientists unlock biological secrets more efficiently.