Qwen 397B
PulseAugur coverage of Qwen 397B — every cluster mentioning Qwen 397B across labs, papers, and developer communities, ranked by signal.
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User scales home AI cluster from 1 GPU to 20 DGX Sparks
A user details their journey of scaling up local AI model infrastructure, starting with a single 3090 GPU and progressing to a 20-GPU cluster using Nvidia GB10s. This evolution was driven by the desire to run increasing…
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DeepSeek V4 Flash KV Cache Quantization Degrades Quality, Unlike Qwen 397B
A user on r/LocalLLaMA has advised against quantizing the KV cache for the DeepSeek V4 Flash model, citing significant quality degradation. The user presented perplexity, KL divergence, and token probability statistics …
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User builds powerful local AI server for Jarvis-class assistant
A user details their custom-built AI server setup, featuring four modded 4090 GPUs, 128GB of RAM, and a powerful PSU, all running on a dedicated 30A dryer line. They discuss managing the significant heat and noise gener…