Microsoft Launches AI 'Superfactory' Network, Connecting Data Centers Across 700 Miles

Reviewed byNidhi Govil

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Microsoft debuts its first AI 'superfactory' by linking data centers in Wisconsin and Atlanta through high-speed networks, creating a distributed supercomputer capable of training massive AI models with hundreds of trillions of parameters.

Microsoft Unveils Revolutionary AI Infrastructure Network

Microsoft has officially launched its first artificial intelligence "superfactory," marking a significant milestone in the company's ambitious infrastructure expansion. The tech giant announced on Wednesday that it has successfully connected massive data centers in Mount Pleasant, Wisconsin, and Atlanta, Georgia—roughly 700 miles apart—through a high-speed fiber-optic network to operate as a unified supercomputing system

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This groundbreaking approach represents what Microsoft describes as the world's first "planet-scale AI superfactory," designed specifically to train and run advanced AI models across connected sites. Unlike traditional cloud data centers that handle millions of separate applications for different customers, these new facilities are engineered to manage single, massive AI workloads distributed across multiple locations

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Source: GeekWire

Source: GeekWire

The Fairwater Network Architecture

The connected facilities represent the first nodes in Microsoft's "Fairwater" network, a new class of data centers built exclusively for AI operations. These two-story facilities utilize direct-to-chip liquid cooling systems and consume "almost zero water," according to Microsoft's specifications

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. The Atlanta facility alone spans over one million square feet across 85 acres, featuring a revolutionary design that allows for double the computing infrastructure compared to traditional single-story data centers

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Source: Benzinga

Source: Benzinga

Each facility houses hundreds of thousands of Nvidia GPUs, including the company's most powerful GB200 NVL72 rack systems. These systems are rated to host over 120 kilowatts of equipment and offer 720 petaFLOPS of sparse FP8 compute for training, supported by 13TB HBM3e memory

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. The facilities are interconnected through what Microsoft calls an AI Wide Area Network (AI-WAN), featuring more than 120,000 miles of fiber-optic cables that enable data transmission at nearly the speed of light

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Massive Investment and Industry Impact

Microsoft's commitment to this infrastructure represents a substantial financial investment, with the company spending over $34 billion on capital expenditures in its most recent quarter alone, primarily focused on data centers and GPUs

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. The company plans to double its global data center footprint within the next two years as part of a broader industry surge expected to reach $400 billion in AI infrastructure spending this year

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This massive investment reflects the rapid escalation in AI infrastructure requirements. As Azure CTO Mark Russinovich explained, "To make improvements in the capabilities of the AI, you need to have larger and larger infrastructure to train it. The amount of infrastructure required now to train these models is not just one datacenter, not two, but multiples of that"

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Strategic Partnerships and Applications

The Fairwater network will serve several high-profile AI companies and initiatives. OpenAI, already heavily reliant on Microsoft's infrastructure, will be one of the primary users of the new facility. Other major clients include France's Mistral AI and Elon Musk's xAI, alongside Microsoft's own AI model training operations

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The distributed approach enables Microsoft to train much larger models while providing flexibility in facility placement. By connecting datacenters across different regions, the company can choose locations with advantages such as cheap land, cooler climates, and crucially, access to ample power resources

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. This geographic distribution allows Microsoft to pool computing capacity, redirect workloads dynamically, and distribute massive power requirements across the electrical grid

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