A specialist that lives entirely in the embedding space — it takes text in and produces vector representations out, nothing else. Its defining trait is support for 2D (Matryoshka-style) embeddings, meaning the output vectors can be truncated to smaller dimensions without catastrophic quality loss, giving developers flexibility over storage and speed trade-offs. The 512-token context window is modest, so it works best with shorter passages rather than long documents.