…Zyphra's ZAYA1-8B , meanwhile, is the most interesting local model that I've seen yet. It's a Mixture of Experts model with 8 billion total parameters and 700 million active…
…Sign in to your XDA account Unlike cloud-based AI models, locally-hosted large language models are infamous for their sky-high system requirements, with the more powerful ones requiring plenty of…
…This makes sure that the underlying operating system remains purely NixOS, while selectively integrating SteamOS functionality in a manner consistent with Nix’s declarative model. This changes how system updates and configuration…
…The device delivers up to 1 petaflop compute, features 128GB RAM, and can run 120B parameter models locally without cloud GPUs. The Surface RTX Spark Dev Box ships with WSL2 GPU passthrough…
…On the AI side, I use a GTX 1080-powered Ollama LXC to host the models, and it runs on a separate Proxmox node. Specifically, I rely on the Qwen3 (8B) model…
…Naturally, my first thought was how my own locally-stored model would fare against OpenAI's ChatGPT if I pitted them head-to-head in a resume-rewriting contest. Related 5 self…
…With its top-end model, even exposing what other brands are doing wrong . If you're looking to give a Ugreen NAS a try and want something simple and easy to use…
…The best part? Home Assistant receives new updates every month, with each release adding more quality-of-life tweaks and cool features to tinker with. While the continue on error automation action…
…a model that's nominally sparse but practically dense across a few hot experts. Zyphra replaced the linear router with a small MLP, and a PID-inspired bias-balancing update, implemented with…
…So, I ran the So, I ran the model with ./llama-server -m "/root/models/gemma-4-26B-A4B-it-Q4_K_M.gguf" -c 65536 -ngl 999 --n-cpu-moe 40…