The Architecture of Continuous Intelligence: Why AI Inference Demands a Total Infrastructure Reinvention

Executive Overview The conversation surrounding artificial intelligence has officially pivoted. For years, the global tech ecosystem was captivated by the brute-force training phase—the era of massive data centers consuming staggering amounts of energy to teach large language models how to reason, write, and code. Today, that spotlight has shifted decisively toward AI inference: the deployment…

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Unlocking the Hidden Depths of Standard GPUs: How French Startup Kog Is Challenging the AI Inference Paradigm

Executive Overview As the artificial intelligence industry accelerates past the training phase and enters the high-stakes era of widespread deployment, the race for faster AI inference has become the defining technological bottleneck of the decade. While hardware startups and specialized chip manufacturers—exemplified by Cerebras and its purpose-built architecture drawing massive market enthusiasm during its initial…

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