
I Built a 200+ Plugin Security Scanner Using Python Metaclasses (Zero Boilerplate)
Managing 200+ security check plugins without decorators or manual registration—here’s the metaclass pattern that makes it work.
Expert insights on AI-powered coding security, vibe-based development practices, and protecting AI-generated web applications from vulnerabilities.

Managing 200+ security check plugins without decorators or manual registration—here’s the metaclass pattern that makes it work.

The story of how Vibe Eval evolved from a single FastAPI script scanning one app to a distributed system catching vulnerabilities across thousands of …

Most security scanners start with 5 checks and die at 20. Here’s the three-layer architecture that lets you scale from 5 to 500 without …
Effortlessly test and evaluate web application security using Vibe Eval agents.