Google Open-Sources Multimodal EmbeddingGemma 2 for On-Device Use

Google has released EmbeddingGemma 2, an open-source multimodal embedding model based on the Gemma 4 architecture that unifies processing of text, code, images, video, and audio. By leveraging quantization to reduce memory footprint to just 191MB, it significantly lowers the barrier for deploying high-performance vector retrieval and semantic understanding on mobile and edge devices.