64GB VRAM is too little to run good coding models IMHO. May be useful if you need voice models or run some slightly-smarter-regex batch processing or RAG workfl

64GB VRAM is too little to run good coding models IMHO. May be useful if you need voice models or run some slightly-smarter-regex batch processing or RAG workflows. Perhaps you're supposed to buy 4 or 8 of these and split inference across them. If you have $12K to spend, you may be better off with DGX Spark or a Mac with 128GB VRAM. That can (barely) fit DeepSeek V4 Flash.