The $1,000 High-End GPU in 2031

China’s “Manhattan Project” aims to upend the AI industry by 2031. Imagine a high-end GPU for just $1,000—a price point that could collapse Nvidia’s margins, trap Neoclouds in debt, and turn elite compute into a common utility.

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AI Infrastructure Ecosystem Snapshot Q4 2025

The AI infrastructure market is fracturing under recession pressures, runaway memory shortages, and a surge of new competitors. Our Q4 2025 snapshot breaks down the chaos, highlights major shifts, and tracks how the industry is reshaping itself in real time.

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GPU Depreciation: CoreWeave vs. Nebius

Building GPU cloud infrastructure is capital-intensive. Hyperscalers and AI cloud providers invest billions in NVIDIA GPUs, often using debt or equity. How they account for hardware’s useful life directly impacts margins, cash flow, and investor perception.

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Building Moats in the AI Infrastructure Industry

Talk of an AI bubble is intensifying, fueled by recent high-profile agreements among Oracle, OpenAI, Nvidia, and CoreWeave. These unconventional deals recall the complex IRU swap structures once executed by Qwest and Global Crossing two decades ago.

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Cool Startup: Positron Redefining AI Hardware Acceleration

Positron is a pioneering company specializing in purpose-built hardware designed to accelerate multimodal AI, particularly focusing on transformer model inference. The company recently appointed Mitesh Agrawal as CEO, bringing in a leader with extensive experience in AI infrastructure. Previously the

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