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Thought leadership, market commentary, and technical analysis from inside the GPU aftermarket — for professionals who manage GPU assets at scale and need more than headlines.
Weekly Market Intel Digest: April 7, 2026 – The Shift to AI-Native Infrastructure
Category: Industry Analysis The first week of April 2026 has solidified a fundamental transition in the digital infrastructure supply chain. We are moving past the "experimental" phase of AI cluster deployment into a regime defined by institutional-grade asset management and rigorous hardware-layer economics. For businesses financing, using, and remarketing GPU-based systems, the primary directive is...
Read Article →Weekly Market Intel Digest: March 31, 2026 – The Era of Agentic Infrastructure
Market Shift: From Blackwell to Vera Rubin March 31’s core market signal is that NVIDIA’s roadmap is moving the center of competition from accelerator selection to full-rack architecture. Blackwell already pushed the market toward integrated GPU, CPU, memory, networking, and thermal design decisions at the system level. Vera Rubin extends that shift further. The practical...
Read Article →The New Compute Supply Chain: What’s Really Driving the World’s Largest AI Data Centers
The AI hardware race is no longer just about who makes the fastest chip. It's about who controls the full stack — silicon, interconnect, cooling, and software — and what happens to that infrastructure when it gets retired.
Read Article →Inside an Amazon Data Center: The Architecture Powering the World’s Largest AI Clusters
Amazon Web Services has taken a different path to hyperscale AI than Google. Understanding the architectural differences matters both for enterprises evaluating AI infrastructure and for the aftermarket community that will eventually handle this hardware.
Read Article →Building for the Moment: Why Private AI Infrastructure Is Here to Stay
Building for the moment means realizing the ‘just use the cloud’ era has its limits. For the final part of our series, let’s talk about the hardware shifts making private AI a reality. We’re seeing a massive pivot toward modular, on-premise clusters. Systems like the next-gen Vera Rubin racks from NVIDIA aren’t just faster —...
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