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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 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
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
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