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Generative AI

Multimodal AI

One model handling text, images and audio in a shared representation.

Different modalities are encoded into a common embedding space so the model can reason across them — describing a photograph, answering questions about a chart, or generating an image from a sentence.

The alignment data is the bottleneck: you need large quantities of paired examples, and evaluation is harder because a correct answer can be phrased in many ways across modalities.

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