Everything on DevSecOps

Post-hoc static analysis is ineffective for AI-assisted development, creating unmanageable backlogs of vulnerabilities. Security must be integrated into the code generation phase to be viable at current development speeds.

Impact: Reduces the cost of security remediation and improves developer productivity by preventing vulnerabilities from entering the codebase in the first place.

— from OWASP Top 10 2025: Vibe Coding and Supply Chain Risks · Dev Interrupted· Jun 23, 2026