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One gaming PC, one 552B MoE: how expert offload actually works
Private Local AI
Private Local AI
Private Local AI
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Nov 12
One gaming PC, one 552B MoE: how expert offload actually works
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localai
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moe
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selfhosted
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llm
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4 min read
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Hot experts, cold RAM: a big MoE on a box with more memory than VRAM
Private Local AI
Private Local AI
Private Local AI
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Nov 12
Hot experts, cold RAM: a big MoE on a box with more memory than VRAM
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localai
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moe
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llm
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hardware
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3 min read
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KTransformers Review: Trading GPU VRAM for CPU RAM and NUMA Complexity
Jangwook Kim
Jangwook Kim
Jangwook Kim
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Nov 13
KTransformers Review: Trading GPU VRAM for CPU RAM and NUMA Complexity
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ktransformers
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moe
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hybridinference
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sglang
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10 min read
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Hugging Face’s 70k-Word MoE Handbook After 800k GPU Hours — Why Sparsity Still Wins for Local Real-Time Tools
devs
devs
devs
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Nov 7
Hugging Face’s 70k-Word MoE Handbook After 800k GPU Hours — Why Sparsity Still Wins for Local Real-Time Tools
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moe
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inference
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localai
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windows
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4 min read
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Inkling 2 Small 发布:68 小时主预训练,多模态与可定制性并重
arthur
arthur
arthur
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Nov 6
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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moe
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1 min read
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I Wanted to Run a 750B Model at Home. My Hardware Said No
Felix
Felix
Felix
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Nov 10
I Wanted to Run a 750B Model at Home. My Hardware Said No
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localllm
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homelab
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proxmox
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moe
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8 min read
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Running MoE LLMs Larger Than Your RAM: A Practical Guide to mmap, Expert Offloading and SSD Streaming with llama.cpp
EME GUG
EME GUG
EME GUG
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Oct 13
Running MoE LLMs Larger Than Your RAM: A Practical Guide to mmap, Expert Offloading and SSD Streaming with llama.cpp
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llm
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llamacpp
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moe
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performance
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8 min read
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An 80GB H100, and only 3B of the model could keep up with conversation
orca forge
orca forge
orca forge
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Oct 12
An 80GB H100, and only 3B of the model could keep up with conversation
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gpu
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llm
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moe
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ai
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5 min read
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The great sparsification: 2026 open-weight MoE models now activate 1 to 9 percent of their weights
ai maya
ai maya
ai maya
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Oct 6
The great sparsification: 2026 open-weight MoE models now activate 1 to 9 percent of their weights
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ai
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machinelearning
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llm
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moe
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6 min read
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DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything
ryan2run
ryan2run
ryan2run
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Sep 13
DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything
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ai
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deepseek
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moe
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reasoning
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2 min read
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