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Staying 1 GPU Driver Behind (Maybe META?)
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YouTubeDeFranco News Clips
First hands-on with Microsoft’s new Surface Laptop Ultra.Microsoft is clearly positioning this as a new class of creator and AI laptop, powered by new NVIDIA silicon with an RTX GPU built for local AI, creative workflows, and gaming.A few standout specs:-New NVIDIA chip with RTX GPU-Up to 1 petaflop of AI compute-Up to 128GB unified memory-15-inch mini-LED PixelSense Ultra touchscreen-3:2 aspect ratio-262 PPI-Up to 2,000 nits peak HDR brightness-Less than 18mm thick
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First hands-on with Microsoft’s new Surface Laptop Ultra.Microsoft is clearly positioning this as a new class of creator and AI laptop, powered by new NVIDIA silicon with an RTX GPU built for local AI, creative workflows, and gaming.A few standout specs:-New NVIDIA chip with RTX GPU-Up to 1 petaflop of AI compute-Up to 128GB unified memory-15-inch mini-LED PixelSense Ultra touchscreen-3:2 aspect ratio-262 PPI-Up to 2,000 nits peak HDR brightness-Less than 18mm thick
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THIS TEENAGER PLUGGED 3X RTX 4090S INTO ONE MOTHERBOARD AND MADE $16,500/MONTH RUNNING LOCAL AGENTShosting large open-source models for client automations requires massive VRAM. Apple Silicon UMA and AMD Strix Halo are great, but multiple GPUs in a custom system change the math[ local hardware comparison breakdown ]:1. Mac Mini M4 runs background loops for $10/month in electricity but throttles on 70B models2. GMKtec EVO X2 with Strix Halo allocates 96GB VRAM but gets hot under sustained client
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AMD CEO LISA SU HELD A MINI PC ON STAGE THAT RUNS A 235B MODEL AND REPLACES YOUR $440/MONTH AI STACKamd's ryzen ai max+ 395 is the first x86 chip that runs a 200 billion parameter model on one piece of silicon. cpu and gpu share 128gb of unified memory, no separate graphics card neededthe gmktec evo-x2 runs qwen3 235b fully, deepseek v3 comfortably and llama 3.3 70b with headroom. on linux you get 110gb of usable vram out of 128gbamd claimed the chip beat an nvidia rtx 5080 by more than 3x on de
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