Local AI users are accumulating hundreds of gigabytes of model files, including multiple quantizations of the same model, image and video generation weights, and RAG datasets, often with duplicates th…
A buyer who spent roughly $10,000 on both a Mac Studio M3 Ultra with 512 GB of unified memory and a dual NVIDIA DGX Spark setup ran the same 397-billion-parameter model on each machine and measured th…
NVIDIA's RTX 5090, priced at $1,999, offers 32 GB of GDDR7 memory with 1,792 GB/s bandwidth, making it the fastest consumer GPU for both gaming and local AI inference. The card excels at running 32B-c…
The price of the 1 TB Steam Deck OLED jumped $300 overnight, from $649 to $949, as part of a broader price increase across laptops, mini PCs, and handhelds driven by a memory-pricing crisis. Roughly 9…
Two machines with 128 GB of unified memory — the AMD Strix Halo and the NVIDIA DGX Spark — are being compared by owners who run 70B-parameter language models locally. AI developer u/Eugr benchmarked b…
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…