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Nick Mermiges, founder of PLI Labs, upgraded his private AI server by adding 1TB of RAM and an RTX 3090 GPU to eight Nvidia V100s. Running DeepSeek V4.1 Flash, he moved about 80% of work to 4-bit NVFP4 precision, removing crashes caused by a bad PSU.
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