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# aihardware

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Photonic NPU Chips: The Light-Based Tech That Could Make NVIDIA GPUs Obsolete [2026]

Photonic NPU Chips: The Light-Based Tech That Could Make NVIDIA GPUs Obsolete [2026]

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8 min read
RBF Attention Reveals Dot‑Product's Hidden Norm Bias

RBF Attention Reveals Dot‑Product's Hidden Norm Bias

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8 min read
Supermicro GPU Smuggling: What the Indictment Reveals

Supermicro GPU Smuggling: What the Indictment Reveals

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7 min read
Cloud AI vs Tinybox: When Does On-Prem Offline Inference Actually Make Sense?
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Cloud AI vs Tinybox: When Does On-Prem Offline Inference Actually Make Sense?

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5 min read
Hard-Wired LLMs: What Taalas’ Custom AI Chips Really Mean

Hard-Wired LLMs: What Taalas’ Custom AI Chips Really Mean

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6 min read
Why AI Hardware — Not Models — Will Decide the Next Tech Cycle
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Why AI Hardware — Not Models — Will Decide the Next Tech Cycle

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6 min read
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