// AI-generated code
const query =
`SELECT * FROM users WHERE id = ${userId}`
const API_KEY = "sk-example-12345"
// Looks fine. Ships to production.
// Gets exploited.
const query =
`SELECT * FROM users WHERE id = ${userId}`
const API_KEY = "sk-example-12345"
// Looks fine. Ships to production.
// Gets exploited.
AI Has Blind Spots
LLMs optimize for functionality over security. They're trained on datasets full of insecure patterns.
Scanners Create Noise
Single-pass analysis generates false positives that waste developer time and erode trust.
No Context, No Fix
Knowing something is wrong isn't enough. You need to understand why and how to fix it properly.