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Chasing Silicon: The Race for GPUs

Guido Appenzeller

A severe global shortage of AI compute capacity, where demand exceeds supply by tenfold, is forcing startups to navigate complex procurement hurdles and strategic investment partnerships to secure production-level hardware. Guido Appenzeller advises founders to carefully evaluate whether to rent specialized cloud infrastructure or own assets, while leveraging open-source models and local edge computing to mitigate the performance gaps of current closed systems. This shifting landscape is driving a fundamental transformation in software construction, creating a "Cambrian explosion" of opportunity for entities that can effectively manage the new technical stack required for neural network-based problem solving.