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Your GPU Benchmark Is Lying: Measuring LLM Inference Under Thermal Throttling the Right Way

Your GPU Benchmark Is Lying: Measuring LLM Inference Under Thermal Throttling the Right Way

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7 min read
I put the 381 tok/s Qwen stack on one RTX 3090, real chat does 118 and the headline mode crashes

I put the 381 tok/s Qwen stack on one RTX 3090, real chat does 118 and the headline mode crashes

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5 min read
A 763B MoE on two 96 GB GPUs: put the idle experts in host RAM, then measure per stream

A 763B MoE on two 96 GB GPUs: put the idle experts in host RAM, then measure per stream

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4 min read
Stop Overpaying for GPUs: Spot vs On-Demand for LLM Inference (With Real Numbers)

Stop Overpaying for GPUs: Spot vs On-Demand for LLM Inference (With Real Numbers)

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3 min read
Same config.json, different serve command: what to check before serving AREX-2

Same config.json, different serve command: what to check before serving AREX-2

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5 min read
Open weights don't make a 1T model cheap to run

Open weights don't make a 1T model cheap to run

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1 min read
Kandinsky 6.0 on a 16 GB GPU: the official recipe runs out of memory, and only the 29B model passed my Spanish test

Kandinsky 6.0 on a 16 GB GPU: the official recipe runs out of memory, and only the 29B model passed my Spanish test

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2 min read
Installing K3s with ROCm GPU Operator on Ubuntu 24.04

Installing K3s with ROCm GPU Operator on Ubuntu 24.04

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3 min read
Run GPU kernel tuning as an overnight search loop

Run GPU kernel tuning as an overnight search loop

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6 min read
Nvidia's new graphics cards are very expensive in Japan

Nvidia's new graphics cards are very expensive in Japan

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1 min read
Building a Distributed GPU Cluster for LLM Inference on Idle Apple Silicon Macs

Building a Distributed GPU Cluster for LLM Inference on Idle Apple Silicon Macs

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2 min read
I got tired of checking GPU cloud pricing pages by hand, so I built a price index API

I got tired of checking GPU cloud pricing pages by hand, so I built a price index API

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2 min read
Configuring Smart Routing in NVIDIA Dynamo

Configuring Smart Routing in NVIDIA Dynamo

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19 min read
Installing Docker with ROCm GPU Support on Ubuntu 24.04

Installing Docker with ROCm GPU Support on Ubuntu 24.04

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3 min read
Verifying Intel TDX and NVIDIA GPU attestation from inside a rented VM, and what it can't prove

Verifying Intel TDX and NVIDIA GPU attestation from inside a rented VM, and what it can't prove

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3 min read
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