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Energy Implications of Quantum Computing

By John Peterson | Dec 08, 2025

Quantum computing stands at the threshold of transforming the landscape of information technology, promising to solve classes of problems that are intractable for even the most powerful classical supercomputers.  As the field rapidly advances, the energy implications of quantum computing have become a topic for data center operators, sustainability advocates, and technology strategists alike.   […]
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Data Center Infrastructure Outlook

By John Peterson | Dec 05, 2025

Projected Trends and Capacity Allocations for Cloud, AI Training, and AI Inference Workloads (2025–2035) The next decade will be defined by more transformation in data center infrastructure, driven by the explosive growth of cloud computing, artificial intelligence (AI) training, and AI inference workloads.  As digitalization accelerates across every sector, the demand for compute, storage, and […]
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Leveraging AI for IT Equipment Replacement, Retrofit, and Reuse

By John Peterson | Nov 13, 2025

The evolving landscape of IT infrastructure, encompassing data centers, workplace devices, and industrial control systems, demands innovations that go beyond traditional lifecycle management. Artificial intelligence (AI) is now a critical enabler for maximizing end-of-life (EOL) asset value, supporting optimal timing for replacement, retrofit, and reuse, and orchestrating material flows within circular economy frameworks. Key Takeaway: […]
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Data Centers and the Energy "Transition"

By John Peterson | Sep 20, 2025

Comparative Synopsis: The challenge of decarbonizing the energy that supports data centers is now one of the most urgent and complex systemic puzzles facing the modern age. Two recently read works (Jean-Baptiste Fressoz's More and More and More and Bill Gates's How to Avoid a Climate Disaster) offer contrasting and complementary frameworks for understanding and […]
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Dishwasher Analogy: How a GPU server (or data center) is like a dishwasher

By John Peterson | Sep 03, 2025

GPU server racks are the industrial workhorses behind AI training, scientific simulations, and real-time analytics.  To understand their operational footprint, especially in terms of water, power, and auxiliary systems, it helps to step into a more familiar setting: your kitchen. Let’s imagine a GPU rack as a high-end dishwasher.  This could be the quiet, energy-efficient […]
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Strategies to mitigate millisecond-scale high load oscillations: lessons from large industrial applied to AI workloads

By John Peterson | Aug 29, 2025

Large industrial facilities such as aluminum smelting plants demand sustained, high-current power that can fluctuate rapidly and threaten grid stability. Managing the millisecond-scale power oscillations of large industrial loads and AI workloads requires a comprehensive strategy combining monitoring, grid-side damping, load-side conditioning, and operational coordination. Lessons from Alcoa’s smelting operations provide a blueprint. Adapting these […]
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How do Data Center Investors Decide When and Where to Invest?

By John Peterson | Aug 18, 2025

Investing your money can be extremely stressful and knowing exactly when to invest and which company to invest in can be even more so, especially since data centers may be a foreign industry to most. While many find investing to be a second nature those who might not have the time or patience to research […]
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Fuel Cells in Data Centers

By John Peterson | May 27, 2025

Fuel cells have been presented as the technology solution as the domain of datacenters seeks more power suppliers, offering a pathway to a version of sustainability,reliability, and scalability. As data centers continue to expand globally, driven by theproliferation of cloud computing, artificial intelligence, and IoT ecosystems, the demandfor clean and efficient power solutions has intensified. […]
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Liquid Cooling Complexities: Flushing Technology Water Loops

By John Peterson | May 16, 2025

As server densities rise and AI workloads drive higher power demands, advanced water cooling technologies have become essential to support deployments at the server, rack, and row levels.  From chip-level liquid cooling to rear-door heat exchangers, flushing cooling loops play a vital role in maintaining operational efficiency, removing contaminants, and extending the lifespan of cooling […]
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Data Center Oversupply?

By John Peterson | May 09, 2025

The data center industry has experienced explosive growth over the past decade, driven by the increasing demand for AI workloads, cloud computing, and digital transformation. In 2025 signs of oversupply have begun to emerge, with major players scaling back data center leases and analysts warning of a potential market correction.  The Boom The rapid expansion […]
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