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Devashish (auto-discovered)

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19:54
2026-07-31
devashish.me
artificial-intelligence

Notes from taking third spot at the Dell x NVIDIA AI Hackathon

A team of four developers won third place at the Dell x NVIDIA AI Hackathon by building Squidward, a 100% air-gapped, self-improving IT firewall that runs locally on a Dell GB10 with a Qwen3.6-27B mod…

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…