ENGINEERING
INSIGHTS.

Deep dives into security architecture, AI-assisted development, and building secure systems at scale.

92% adoption, but non-deterministic AI code evades scanners. CSA predicts a worsening 'hangover' this year.

Studies show 20-73% vulnerability rates in AI-generated code. VibeShield injects security policies to help mitigate these.