Because XML data is not based on a traditional relational model, implementing XML repositories using such databases can be complex and cumbersome.

In July 2025, we introduced the Sapient Hierarchical Reasoning Model (HRM), a hierarchical, brain-inspired model that achieves deep reasoning with minimal data.