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Niv-AI raises $12M to tame the GPU power crisis killing AI scale
AI Agent Economy

Niv-AI raises $12M to tame the GPU power crisis killing AI scale

While everyone's racing to build bigger AI models, Niv-AI just raised $12 million to solve the problem nobody wants to talk about: GPUs are power-hungry chaos engines. The Signal Niv-AI emerged from stealth with seed funding to tackle GPU power surge management. Here's why this matters more than another model release: data centers running AI workloads are hitting physical infrastructure limits. GPUs

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AWS Projects $600B Revenue by 2036 on AI Boom
AI Agent Economy

AWS Projects $600B Revenue by 2036 on AI Boom

Amazon just told its employees AWS will hit $600 billion by 2036, a 4.6x jump driven almost entirely by AI demand. The Signal Andy Jassy doesn't throw numbers like this around lightly. AWS did roughly $130 billion in 2025. To reach $600 billion by 2036 means adding $470 billion in revenue over 11 years, averaging about $43 billion in new revenue annually. That's not

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