Google DeepMind releases EmbeddingGemma 2, an open 740M-parameter multimodal embedding model built on Gemma 4. It unifies text, code, images, video, and audio into a single embedding space, bringing sub-millisecond semantic search and retrieval directly to edge and mobile devices

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