
AI Code Guardrails: Why Speed Without Safety Breaks Production
AI generates 41% of all code today, but that speed comes with hidden costs. Learn why guardrails are essential and how to implement them before AI-generated bugs reach production.
Expert insights on AI-powered coding security, vibe-based development practices, and protecting AI-generated web applications from vulnerabilities.

AI generates 41% of all code today, but that speed comes with hidden costs. Learn why guardrails are essential and how to implement them before AI-generated bugs reach production.

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 …

Microsoft Defender for Cloud and GitHub Advanced Security integration uses AI and runtime intelligence to prioritize and fix vulnerabilities, cutting …

A practical checklist to keep AI-generated apps fast, stable, and secure—plus a Vibe-Eval preset to automate it.

How Vibe-Eval spins up AI agents to run end-to-end tests, security probes, and functional checks on quickly built, prompt-driven apps.

A refreshed OWASP-style Top 10 for vibe-coded apps, based on what Vibe-Eval’s agents actually exploited in 2025 and what to fix before 2026 …

A one-person startup shipped a Cursor-built SaaS—until Vibe-Eval found the auth and webhook bugs that could have burned $50k in refunds and leaked …

Comprehensive, component-aware security verification tailored for AI-generated code using the S.E.C.U.R.E. framework.

We ran the same AI-generated apps through Vibe-Eval, SonarQube, and Snyk. Here’s what each caught, what they missed, and when to use them together.

A lightning-fast pre-flight for Cursor-generated apps that catches the auth, secret, and prompt issues our Vibe-Eval agents keep seeing in 2025.

The most common failures in AI-generated apps and a five-minute playbook to patch them with Vibe-Eval.

A real scan where Vibe-Eval uncovered an org-hopping auth bug in under a minute—and how to patch it.
Effortlessly test and evaluate web application security using Vibe Eval agents.