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NVIDIA PAIR turns your household's idle PCs into a local AI cluster
NVIDIA's free PAIR beta routes AI inference across RTX PCs, Macs, and DGX Spark over your local network. How it works, setup, benchmarks, and gotchas.
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GLM-5.3-Flash runs 3.3x faster locally with Unsloth's MTP build
Unsloth added multi-token prediction for GLM-5.3-Flash in llama.cpp, up to 3.3x faster local decode at long context. Benchmarks, hardware, and setup.
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AMD Threadripper Halo Station: a $100,000-plus local-AI workstation
AMD announced the Threadripper Halo Station at IFA 2026: dual MI350P accelerators, up to 576 GB HBM3E, Threadripper PRO 9995WX. No price or date yet.
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