Making My AI Argue With Itself: Building a Self-Review Loop
Local AI models lie with confidence. Ask a 9B-parameter model for a bash
one-liner and you'll get something
When Your AI Assistant Goes Silent: A Debugging War Story
Some failures announce themselves. A service crashes, a log fills with red, an alert fires. Those are the easy ones.
Teaching a Local AI to Study From My Own Notes
How I debugged a self-hosted LLM agent that kept making things up — and got it to quiz me from my
From IT Tech to Business Owner: Building SA Lockout Pro
How I launched a mobile locksmith business under my LLC — from catching a $150 markup on DBA filing to building a live website with automated lead intake in just a few weeks.
Responding to a Supply Chain Attack: The ClawHavoc Campaign
A real-world walkthrough of auditing my AI agent infrastructure against the ClawHavoc supply chain attack — and the unrelated kernel vulnerability I found and patched while I had the hood open.
Building a 19-Container Docker Stack on Proxmox VE
How I built and maintain a 19-container Docker stack on a tiny Proxmox VE server — and the bad RAM mystery that took weeks to solve
