# Clean Architecture: Dependency Inversion via Protocol
class IUserRepository(Protocol):
    async def get_by_id(self, id: str) -> User | None: ...

class UserService:
    def __init__(self, repo: IUserRepository):
        self._repo = repo  # Depends on abstraction, not concretion

# FastAPI DI chain: DB -> Repository -> Service
def get_user_service(db: AsyncSession = Depends(get_db)) -> UserService:
    return UserService(PostgresUserRepository(db))

# Project Structure: Unidirectional Import Architecture
shared/lib  ->  components  ->  features  ->  app
(lowest)                                    (highest)

# Backend Layers: Strict Separation
Routers (HTTP) -> Services (Business Logic) -> Repositories (Data Access)

Is this a take-home or hackathon?
  YES --> Flat architecture. Single file or 3-5 files. Done.
  NO  -->

Is this a prototype or MVP with < 3 months runway?
  YES --> Simple layered. Routes + services + models. No abstractions.
  NO  -->

Do you have > 5 engineers or complex domain rules?
  YES --> Clean architecture with ports/adapters.
  NO  --> Layered architecture. Add abstractions only when pain appears.

# CLEAN ARCHITECTURE
# NEVER import infrastructure in domain layer
from app.infrastructure.database import engine  # In domain layer!

# NEVER leak ORM models to API layer
@router.get("/users/{id}")
async def get_user(id: str, db: Session) -> UserModel:  # Returns ORM model!

# NEVER have domain depend on framework
from fastapi import HTTPException
class UserService:
    def get(self, id: str):
        raise HTTPException(404)  # Framework in domain!

# PROJECT STRUCTURE
# NEVER create files deeper than 4 levels from src/
# NEVER create barrel files (index.ts re-exports)
# NEVER import from higher layers (features importing from app)
# NEVER import across features (use shared/ for common code)

# BACKEND LAYERS
# NEVER use database operations in routers
# NEVER raise HTTPException in services
# NEVER instantiate services without Depends()

# TEST STANDARDS
# NEVER mix test files with source code
# NEVER use non-descriptive test names (test1, test, works)
# NEVER share mutable state between tests without reset