A compact multilingual embedding specialist focused on English, Korean, and Japanese text. It operates with a small footprint using the MiniLM L12 architecture, making it efficient for deployment. Its training on MS MbenchmarksO data with CoT-MAE methodology shapes it toward passage and document retrieval tasks.