GPU support: Tested on an RTX 3090. Theoretically compatible cards are listed at the end of this guide.
Validated on 16 August 2026 with:
Ubuntu 26.04 LTS (resolute), x86-64 Linux kernel 7.0.0-29-generic NVIDIA GeForce …
WarMachine is my work-in-progress model for running a Kali Linux assistant locally. The current 4B version operates more like an OpenCode-compatible security assistant than a fully autonomous pentesting agent.
I run it …
I use this command to run Qwen3-Coder-Next locally with llama-server. I am keeping the complete command and an explanation of each option here so I do not have to reconstruct it later.
This is the best configuration I …
I published Qwen Image Edit 2511 4-bit as a selective NF4 quantization rather than quantizing every transformer layer indiscriminately. Some layers remain at higher precision to preserve output quality. The resulting …
Micron reported in its June 2026 SEC filing that memory and storage demand was outpacing industry supply and that its NAND average selling prices had risen by the mid-80% range quarter over quarter. Before buying another …