Microblog
Short notes on technology, learning, and things worth remembering.
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 …