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.
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.
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.
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.