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The edge-AI focus of this collaboration is interesting from a compute architecture perspective. As autonomous systems require real-time processing, the traditional cloud computing model doesnt work - latency kills. TIIs research breadth spanning quantum to AI positions them well to tackle the full stack challenges. Will be curious to see how the power efficiency tradeoffs play out compared to centralized cloud inference as these edge deployments scale.

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