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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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Clover-35B-A3B on llama.cpp: what "AR mode only" means, and a GGUF that answers in Gs

Clover-35B-A3B on llama.cpp: what "AR mode only" means, and a GGUF that answers in Gs

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4 min read
Serving Hy-SimulMT live on one 48 GB GPU: the startup spike, the FP8 trap, what to measure

Serving Hy-SimulMT live on one 48 GB GPU: the startup spike, the FP8 trap, what to measure

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5 min read
Serving Groot-19B-A3B at 256K on one RTX 5090: the memory budget and the thinking trap

Serving Groot-19B-A3B at 256K on one RTX 5090: the memory budget and the thinking trap

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5 min read
Parsing a whole PDF in one request with Unlimited OCR 2: the crop_mode setting and a silent cut

Parsing a whole PDF in one request with Unlimited OCR 2: the crop_mode setting and a silent cut

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4 min read
Nemotron 3.5 Transcribe on one 32 GB Blackwell card: the prompt is your API, so test it

Nemotron 3.5 Transcribe on one 32 GB Blackwell card: the prompt is your API, so test it

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5 min read
Serving a stateful video world model on one RTX 4090: memory, flags and seeds in Hy-Nomas

Serving a stateful video world model on one RTX 4090: memory, flags and seeds in Hy-Nomas

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4 min read
Serving Sage-A1.5 on an RTX 4090: one broken flag, one queue, and a self-check mode to measure

Serving Sage-A1.5 on an RTX 4090: one broken flag, one queue, and a self-check mode to measure

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5 min read
Ming-3.0-tts on a 16 GB card: the GPU sat mostly idle, and why a bigger one barely helps

Ming-3.0-tts on a 16 GB card: the GPU sat mostly idle, and why a bigger one barely helps

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4 min read
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