AI-generated code reviewed by engineers

Functions, endpoints, scripts — senior engineers validate logic, security, and edge cases. Not just syntax: real review for production code.

What reviewers see

Input Python — user auth endpoint
 1  def login(username: str, password: str):
 2      user = db.query(username)
 3      if user and user.password == password:
 4          token = jwt.encode({"user": user.id})
 5          return {"token": token}
 6      return {"error": "Invalid credentials"}
Reviewer notes 3 issues found
!
Security — plaintext comparison

Line 3: user.password == password — compares plaintext. Use bcrypt.checkpw() or equivalent. This is a critical vulnerability.

2
Security — timing attack

Line 3: Short-circuit and leaks whether user exists via response time. Use hmac.compare_digest() or always run password check regardless of user existence.

3
Secret key

Line 4: jwt.encode() called without explicit secret key — relying on default or global. Pass settings.JWT_SECRET explicitly. Also missing algorithm and expires parameters.

Verdict
Pass Corrections needed Fail
Reviewer: senior backend engineer — 10 years Python/Go, 2,100+ code reviews, OSCP certified

Who uses code review

Generated functions

AI-generated functions reviewed for logic correctness, error handling, and edge case coverage before merging.

Security-sensitive code

Auth, payments, data handling — senior engineers verify security posture of AI-generated critical paths.

API endpoints

Review AI-generated API endpoints for input validation, rate limiting, auth, and proper error responses.

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