GGUF, GPTQ, and AWQ are the three dominant formats for running quantized large language models locally, each optimized for different hardware and use cases. GGUF, the format used by llama.cpp and its …
Apple's Mac Studio with M3 Ultra, offering up to 512 GB of unified memory at 819 GB/s, is the most practical desktop solution for running large local AI models like 70B to 400B-class quants without mu…
Nvidia's upcoming RTX Spark desktop, priced between $3,000 and $5,000, may not deliver the performance leap over the existing DGX Spark that marketing suggests, according to a skeptical analysis from …
Intel's Panther Lake processor has arrived in a shipping mini PC for the first time with the MSI Cubi NUC AI+ 3MG, featuring a Core Ultra 9 386H chip that delivers over 2,000 single-core and 17,000 mu…
Qualcomm launched the Snapdragon X2 Elite and X2 Elite Extreme processors for Windows laptops in April 2026, featuring an 18-core CPU on TSMC's 3nm process reaching 5.0 GHz and an 80 TOPS NPU — a 78% …
The Framework Desktop is a 4.5-liter mini tower built around AMD's Ryzen AI Max+ 395 "Strix Halo" chip with up to 128 GB of soldered unified memory, designed specifically for running large local LLMs …
NVIDIA's RTX 5080 launched at $1,000 in January 2025 as a "sensible flagship" gaming card, offering 30-40% faster performance than the RTX 4080 Super with 16 GB of GDDR7 memory. The card is recommende…
GMKtec released the EVO-X2, a sub-$1,500 mini PC powered by AMD's Ryzen AI Max+ 395 processor with up to 128 GB of unified memory, enabling local operation of 70-billion-parameter AI models without a …
Microsoft released the Surface Laptop 7 with Qualcomm's Snapdragon X Elite processor, offering up to 20 hours of battery life and a 45-TOPS AI chip starting at $999. The Windows-on-Arm device outperfo…
NVIDIA released the Jetson Orin Nano Super Developer Kit for $249, offering up to 67 TOPS of AI performance for edge computing and robotics. The tiny dev board runs the full NVIDIA AI software stack a…