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Why Multimodal AI Agents Break Traditional Architecture

Opcito Technologies

What are multimodal agents? A multimodal agent perceives more than one type of input, an image, a spoken instruction, a document, a video frame, and acts on all of them together toward a single goal. I want to be precise about that word "together," because it is doing all the work in that sentence. Vision models, speech models and language models already work well on their own. What most teams underestimate is the engineering distance between three models that work and one agent that reasons acr

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