EmbeddingGemma 2 is Google DeepMind's new open, on-device embedding model that unifies text, code, images, audio, and video in one space. Built on Gemma 4, it leads its size class, runs efficiently on phones for private offline search and RAG, and is available on Hugging Face and Kaggle.