Machine-Learning · Singularity

15 Aug 2026

WarMachine: A Local Kali Linux Assistant for HTB and Pentesting

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 …

#Machine-Learning #Cybersecurity #Kali-Linux #Local-Llm #Tool-Calling

15 Aug 2026

Running Qwen Image Edit 2511 4-bit on Amazon EKS

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 …

#Machine-Learning #Quantization #Qwen #Hugging-Face #Aws-Eks