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Gemini Embedding 2 is out, and it's natively multimodal! 🐶🔥 but you might be wondering what the heck that means and why that's important? well... take the "this is fine" dog for example...

older encoder models analyzed this using two independent, single-track systems: 🖼️ image encoder processes flames/pixels, and outputs "danger"! 📄 text encoder processes the words, and outputs "calm"! they're isolated, missing the deep cross-modal connections. the model gets confused.