Microblog
Short notes on technology, learning, and things worth remembering.
One detail that is easy to forget when building CUDA containers is that the GPU itself is normally not available during docker build. The compiler and CUDA toolkit can be present, but PyTorch cannot inspect the target …
DeepSeek has released DeepSeek Harness, or dsh, as an open-source agent harness under the MIT license. Model releases usually give us weights or an API and leave the actual agent runtime to tools such as OpenCode. This …
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 …