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InferenceKey

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 LFM2.5-24B-A2B on one 48 GB GPU: the flags, the traps and what to measure

Serving LFM2.5-24B-A2B on one 48 GB GPU: the flags, the traps and what to measure

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4 min read

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Building a speech editing API on AuK-Flash: the knobs it ignores and the wording it doesn't

Building a speech editing API on AuK-Flash: the knobs it ignores and the wording it doesn't

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5 min read
Serving a 6 GB ternary 27B model: the settings that decide whether it works

Serving a 6 GB ternary 27B model: the settings that decide whether it works

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4 min read
Muse Spark Open vs DeepSeek V4.1 Flash in Claude Code: what to measure before you pick

Muse Spark Open vs DeepSeek V4.1 Flash in Claude Code: what to measure before you pick

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4 min read
Self-hosting AstaBrief-8B for cited reports: check every bracket before anyone reads it

Self-hosting AstaBrief-8B for cited reports: check every bracket before anyone reads it

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4 min read
Three settings that decide whether EmbeddingGemma 2 search works on your GPU

Three settings that decide whether EmbeddingGemma 2 search works on your GPU

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4 min read
Fifty API keys, one queue, ten GPU workers: the parts of a shared LLM that are not the model

Fifty API keys, one queue, ten GPU workers: the parts of a shared LLM that are not the model

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4 min read
Fine-tuning Pocket TTS for Castilian Spanish: stop at step 600 and judge the accent by ear

Fine-tuning Pocket TTS for Castilian Spanish: stop at step 600 and judge the accent by ear

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4 min read
Running DeepSeek-V4.1-Flash (763B) on one 96 GB GPU: the three settings that decide your speed

Running DeepSeek-V4.1-Flash (763B) on one 96 GB GPU: the three settings that decide your speed

Comments
3 min read
Serving Iris-3B Turbo: the 42 GB repo, the 21 GB of VRAM and the 8 MB payload limit

Serving Iris-3B Turbo: the 42 GB repo, the 21 GB of VRAM and the 8 MB payload limit

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5 min read
Serving a 125B coding model to a team from one RTX 5090: what broke and what we tuned

Serving a 125B coding model to a team from one RTX 5090: what broke and what we tuned

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Comments
3 min read
Kandinsky 6.0 in a pipeline: offload, the untimed default and what to measure

Kandinsky 6.0 in a pipeline: offload, the untimed default and what to measure

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4 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
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
Three things that break when you point Claude Code at your own model

Three things that break when you point Claude Code at your own model

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4 min read
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