Ruri Base is a focused, no-frills embedding specialist — it takes Japanese text in and produces dense vector representations without any generative ambitions. As the foundation layer of the Ruri family from Nagoya University, it prioritizes semantic encoding over downstream fine-tuning polish, making it a reliable starting point for retrieval and similarity tasks. It stays in its lane: no chat, no generation, just embeddings.