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Expert insights on AI-powered coding security, vibe-based development practices, and protecting AI-generated web applications from vulnerabilities.

I Built a 200+ Plugin Security Scanner Using Python Metaclasses (Zero Boilerplate)
Alexander | December 1, 2025

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.

13 min read Read more →
How We Built Vibe Eval — From One Monolith to 200 Security Agents Running in Parallel
Alexander | November 27, 2025

How We Built Vibe Eval — From One Monolith to 200 Security Agents Running in Parallel

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

8 min read Read more →
Building an Extensible Security Scanner with 200+ Checks (Without Collapsing Under Its Own Weight)
Alexander | October 28, 2025

Building an Extensible Security Scanner with 200+ Checks (Without Collapsing Under Its Own Weight)

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 …

13 min read Read more →

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