Blog
Insights on AI-generated code quality, scanning methodologies, and developer tooling.
AI Code Review for Startups on a Budget
AI code review for startups on a budget: how a small team ships fast without shipping vulnerabilities, using a free-tier scanner and audits when needed.
A Code-Review Safety Net for Copilot-Generated Code
Copilot code review safety net: an independent QA layer that audits Copilot-generated code for the security and architecture defects it can't catch.
Cursor Code Quality: How to Catch What the Editor Misses
Cursor code quality is strong at generation but the editor isn't built to audit itself. Here is what Cursor misses and how to catch it before you ship.
AI Code Quality vs Human Code: An Honest Comparison
AI code quality vs human code, compared honestly: where AI wins, where humans still win, and why the two fail in opposite directions. Just the trade-offs.
The Technical Debt Hidden in Vibe-Coded Apps
Technical debt in vibe-coded apps hides behind polished output: duplicated logic, dependency sprawl, and tests that test mocks. Here is how to find and fix it.
Is Vibe Coding Safe? What Actually Breaks in Production
Vibe coding safety, honestly assessed: what actually breaks in production, where AI-generated code fails, and how to ship vibe-coded apps safely.
The scan we refused: when your repo is too big for the free tier
V5 Code QA's free tier caps at 100K LOC. When a portfolio scan hit a repo over the limit, we refused it — and that refusal is the most honest upsell in security tooling.
2,873 findings across 11 repos in under 2 minutes — here's the pattern
We scanned 11 repos from one early deployment in under 2 minutes. The aggregate: 2,873 line-level findings, 135 unique issues, 2 high-severity. Here's what AI-generated code keeps doing — and what V5 looks for.
Why 53% of AI-Generated Code Ships with Vulnerabilities
AI-generated code carries 2.74x more XSS vulnerabilities and 86% fails injection defense. What the research says about AI code security scan findings.
We Scanned Our Own Codebase: 406 Findings in 35 Seconds
We ran our V5 Code QA agents on our own 15,586-line TypeScript codebase. Here's what 5 AI agents found — and what it means for AI-generated code quality.
AI Code Review Tools for Vibe Coders: 2026 Comparison
Compare 7 AI code review tools for vibe coders: CodeRabbit, DeepSource, Codacy, Graphite, VIBECODE AUDIT, AquilaX, and Vibe Code QA. Pricing and features.