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Clawrium

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02:01
2026-07-07
devashish.me
large-language-models

Owning Inference - Qwen3.6 on DGX Spark for real coding

A developer successfully runs the Qwen3.6-27B-FP8 model locally on an Nvidia DGX Spark, achieving reasoning, tool use, and multi-token prediction at 256K context, and uses it to ship real code for an …

16:29
2026-06-18
devashish.me
large-language-models

Two Qwen3 models on one DGX Spark: the residency math

Alibaba's Qwen3-80B and Qwen3-4B models were successfully co-located on a single NVIDIA DGX Spark using vLLM containers behind a LiteLLM proxy, but the 80B model's inability to emit tool calls in auto…

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