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Google announced EmbeddingGemma 2, an open model with multimodal embedding capabilities for text, images, audio, and video within a unified space, designed to run locally on devices. The model has 740 million parameters and supports a context of up to 8,000 tokens, with options to reduce storage and memory consumption.