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One gaming PC, one 552B MoE: how expert offload actually works

One gaming PC, one 552B MoE: how expert offload actually works

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4 min read
Hot experts, cold RAM: a big MoE on a box with more memory than VRAM

Hot experts, cold RAM: a big MoE on a box with more memory than VRAM

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3 min read
KTransformers Review: Trading GPU VRAM for CPU RAM and NUMA Complexity

KTransformers Review: Trading GPU VRAM for CPU RAM and NUMA Complexity

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10 min read
Hugging Face’s 70k-Word MoE Handbook After 800k GPU Hours — Why Sparsity Still Wins for Local Real-Time Tools

Hugging Face’s 70k-Word MoE Handbook After 800k GPU Hours — Why Sparsity Still Wins for Local Real-Time Tools

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4 min read
Inkling 2 Small 发布:68 小时主预训练,多模态与可定制性并重

Inkling 2 Small 发布:68 小时主预训练,多模态与可定制性并重

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1 min read
I Wanted to Run a 750B Model at Home. My Hardware Said No

I Wanted to Run a 750B Model at Home. My Hardware Said No

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8 min read
Running MoE LLMs Larger Than Your RAM: A Practical Guide to mmap, Expert Offloading and SSD Streaming with llama.cpp

Running MoE LLMs Larger Than Your RAM: A Practical Guide to mmap, Expert Offloading and SSD Streaming with llama.cpp

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8 min read
An 80GB H100, and only 3B of the model could keep up with conversation

An 80GB H100, and only 3B of the model could keep up with conversation

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5 min read
The great sparsification: 2026 open-weight MoE models now activate 1 to 9 percent of their weights

The great sparsification: 2026 open-weight MoE models now activate 1 to 9 percent of their weights

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6 min read
DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything

DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything

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2 min read
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