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As AI grows in scope and utility, the industry is at a crossroads, with centralized, cloud-based systems beginning to show their cracks. Latency, energy demands, and privacy risks are just the beginning. The real question isn't whether AI can think, but if it can think fast, safely, and reliably enough for the real world.