by @harperaa
Understand authentication and authorization defects in AI-generated code including insecure password storage, broken session management, and access control bypasses. Use this skill when you need to learn about auth vulnerabilities in AI code, understand why AI suggests MD5/plaintext passwords, recognize broken session patterns, or identify access control gaps. Triggers include "auth vulnerabilities AI", "password storage AI", "session management", "broken access control", "authentication defects", "MD5 passwords", "session hijacking", "authorization bypass".
A 2025 study by Databricks revealed:
"AI-generated authentication systems frequently incorporate outdated patterns and fail to implement modern security practices, creating what we call 'authentication debt' in codebases."
The research found that:
These aren't edge cases—they're the norm in AI-generated authentication code.
The most alarming finding from multiple studies is the prevalence of plaintext or weakly hashed password storage in AI-generated code.
As noted by Infisical's security team:
"AI models trained on older codebases often suggest MD5 or SHA1 for password hashing, algorithms that have been cryptographically broken for over a decade."
# Prompt: "Implement user registration with password"
import hashlib
import mysql.connector
def register_user(username, password, email):
conn = mysql.connector.connect(host='localhost', database='app')
cursor = conn.cursor()
# ❌ VULNERABLE: MD5 is cryptographically broken
password_hash = hashlib.md5(password.encode()).hexdigest()
# ❌ VULNERABLE: No salt means identical passwords have identical hashes
query = "INSERT INTO users (username, password, email) VALUES (%s, %s, %s)"
cursor.execute(query, (username, password_hash, email))
conn.commit()
return {"status": "success", "user_id": cursor.lastrowid}
# Even worse: Some AI models generate this
def register_user_worse(username, password, email):
# ❌ CRITICAL: Storing plaintext passwords
user_data = {
"username": username,
"password": password, # Never do this!
"email": email
}
database.save(user_data)