Technical
Inside My Dark Software Factory: How Leaf Runs Locally
How I rebuilt Leaf as a local-first Level 5 dark software factory using adversarial validation, role-scoped WebSocket rooms, and deterministic CI/CD tasks.
Recent Entries
Technical
Surviving the AI Vulnerability Thunderdome
AI is finding bugs faster than humans can fix them. From the PHP2Shell RCEs to 400 complexity issues in my own code, here is how to survive with agentic SDLC.
Technical
Where My Level 5 Software Factory Doesn't Cut It Yet
My Level 5 software factory ships code unattended, until it hits CI limits, 50-node plans, or reward-hacking loops. Three lessons from recent failures.
Personal
History Repeats. Humans Forget.
Everyone is talking about AI in extremes. We said the exact same things about server virtualization and Kubernetes. Generative AI is a tool. Let's learn how to use it.
Technical
Loops All the Way Down, Part 1: Two Kinds of Work
Agentic development is two different jobs, judgement and mechanics, and we keep running them through one chat window. A series on designing the contract between humans and agents, with a month of data from my own software factory.