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Open models on your own GPUs: experiments, measurements and the exact commands behind them. Full write-ups at inferencekey.com

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Serving Claude Code from DeepInfer on 4x B200: the cache, the tail and the memory ceiling

Serving Claude Code from DeepInfer on 4x B200: the cache, the tail and the memory ceiling

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4 min read
Chat memory as a 41.9 MB file: building on MemT-1.0-Nano's save and reload

Chat memory as a 41.9 MB file: building on MemT-1.0-Nano's save and reload

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5 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
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
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
Fitting Flint's coding agent on a 24 GB RTX 4090: context is the knob that decides

Fitting Flint's coding agent on a 24 GB RTX 4090: context is the knob that decides

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5 min read
Serving MOSS-Image: step count, memory mode and the traps that change the words you ship

Serving MOSS-Image: step count, memory mode and the traps that change the words you ship

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4 min read
Nemotron 3.5 Bolt on one GPU: what the 24 GB covers, the drafter flag and the llama.cpp trap

Nemotron 3.5 Bolt on one GPU: what the 24 GB covers, the drafter flag and the llama.cpp trap

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5 min read
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