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A 256-expert MoE promises 32x. At batch 1 you collect 12.5x.

A 256-expert MoE promises 32x. At batch 1 you collect 12.5x.

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6 min read
Small Models Do the Chores, Big Models Give the Answer: Cost by Task Split, Not by Model Size

Small Models Do the Chores, Big Models Give the Answer: Cost by Task Split, Not by Model Size

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5 min read
Ollama Docker Setup: GPU, Volumes and Compose

Ollama Docker Setup: GPU, Volumes and Compose

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8 min read
Serving WeVisOne-VL-4B: two engines, two copies of the weights, one chess piece apart

Serving WeVisOne-VL-4B: two engines, two copies of the weights, one chess piece apart

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5 min read
A 671B model reads 36GB per token and still needs 671GB of HBM

A 671B model reads 36GB per token and still needs 671GB of HBM

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7 min read
Priced per TB/s, the H200 beats the H100 at 6 of 7 providers

Priced per TB/s, the H200 beats the H100 at 6 of 7 providers

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6 min read
Shipping Ming-Image Design: size the card by its files, and check the alpha in code

Shipping Ming-Image Design: size the card by its files, and check the alpha in code

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4 min read
I Ran Whisper on a 24 GB GPU for 30 Days. It Used 8.

I Ran Whisper on a 24 GB GPU for 30 Days. It Used 8.

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6 min read
How much VRAM do popular LLMs really need at 4-bit and 8K context? Data from 26 models

How much VRAM do popular LLMs really need at 4-bit and 8K context? Data from 26 models

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6 min read
How Does Rust Code Run on a GPU? Tracing cuda-oxide and PTX

How Does Rust Code Run on a GPU? Tracing cuda-oxide and PTX

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10 min read
H100 NVL

H100 NVL

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7 min read
Serving a 1B math model on vLLM: the memory cap sets how many answers fit, not how fast

Serving a 1B math model on vLLM: the memory cap sets how many answers fit, not how fast

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4 min read
Как я впихивал три модели в 6 ГБ видеопамяти

Как я впихивал три модели в 6 ГБ видеопамяти

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2 min read
LM Studio vs Ollama on an RTX 5080: The Settings Matter More Than the Wrapper

LM Studio vs Ollama on an RTX 5080: The Settings Matter More Than the Wrapper

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5 min read
How I squeezed three models into 6 GB of VRAM

How I squeezed three models into 6 GB of VRAM

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6 min read
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