We have recently released a new version of our Non-Metric Space Library (NMSLIB). NMSLIB is an efficient and extendible toolkit for searching in generic non-metric spaces. Our killer feature is generality. Despite being general, some of the methods may outperform the celebrated LSH in the spaces where LSH methods seem to work best. For more details, please, check my reflections on the current state of the library and future work.