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Measured on real GPUs

Optimized models, with the proof attached

Every package is an open model that has been quantized, serving-tuned, and benchmarked on the GPU it targets. The numbers below are measured, not estimated. Buy once, download the self-contained kit, and run it on any cloud you want. Nothing calls home, nothing expires.

Qwen3.6 27B
fp8_channel_dynamic_s2vLLM 0.25.1H100
1.2xfaster
2857 to 2215 ms
71.0GB
peak VRAM
$40
one-time
→
Qwen3.6 27B
fp8_channel_dynamicvLLM 0.25.1H100
1.4xfaster
2857 to 2024 ms
71.0GB
peak VRAM
$40
one-time
→
Qwen2.5 0.5B Instruct
fp8_dynamicvllm v0.18.0A100-40GB
3.7xfaster
327 to 88 ms
34.3GB
peak VRAM
$7.50
one-time
→
Type
Engine
GPU

Common questions

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What exactly do I get when I buy a package?

A self-contained kit: the optimized model weights, the exact serving configuration, and the measured benchmark receipt. You download it after purchase and it is yours forever - nothing calls home, nothing expires.

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