securing-ai-generated-code
Installation
SKILL.md
Securing AI-Generated Code
Overview
AI coding tools generate insecure code at predictable, measurable rates:
| Metric | Value | Source |
|---|---|---|
| Code containing vulnerabilities | 45% | Stanford/UIUC 2024 |
| Increase in privilege escalation paths | 322% | Snyk 2024 |
| Increase in secrets exposure | 40% | GitGuardian 2024 |
| Developers who don't fully trust AI output | 96% | Stack Overflow 2024 |
AI code fails differently than human code. Humans make mistakes from fatigue or ignorance. AI makes mistakes from pattern-matching training data without understanding security context. The result: AI-generated code consistently produces the same categories of vulnerability, making them detectable with deterministic checks.
This skill is the security gate between code generation and commit. Run it every time.