MVP Development

Exactly Who Does What

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Real Code. Real Transparency.

Here's an actual snippet from a project like yours — with comments showing what AI wrote vs. what our engineers added.

# AI scaffolded this auth module in ~4 minutes.
# Our engineers reviewed, hardened security, and added rate limiting.

from fastapi import APIRouter, Depends, HTTPException, status
from fastapi.security import OAuth2PasswordBearer
from jose import JWTError, jwt
from passlib.context import CryptContext
from datetime import datetime, timedelta

router = APIRouter(prefix="/auth", tags=["authentication"])
pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto")
oauth2_scheme = OAuth2PasswordBearer(tokenUrl="auth/login")

SECRET_KEY = settings.JWT_SECRET
ALGORITHM = "HS256"
ACCESS_TOKEN_EXPIRE = timedelta(minutes=30)

def create_access_token(data: dict) -> str:
    payload = data.copy()
    payload["exp"] = datetime.utcnow() + ACCESS_TOKEN_EXPIRE
    return jwt.encode(payload, SECRET_KEY, algorithm=ALGORITHM)

@router.post("/login", response_model=TokenResponse)
async def login(form: OAuth2PasswordRequestForm = Depends(), db: Session = Depends(get_db)):
    user = authenticate_user(db, form.username, form.password)
    if not user:
        raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED)
    token = create_access_token({"sub": user.email, "role": user.role})
    return {"access_token": token, "token_type": "bearer"}

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