backend-entity-dev

Backend entity creation requires repetitive boilerplate for domain models and precise EVCS-patterned scaffolding. This process automates generating models, schemas, services, repositories, and tests to eliminate manual boilerplate while enforcing strict typing and consistent structure across different domain models like Projects, Costs, and Users.

You can scaffold both unit and integration tests for new backend entities. The system provides specific guidance for applying EVCS patterns to test generation, ensuring strict typing and consistent structure across the domain models, repositories, and service layers.

Yes, this approach works with SQLAlchemy base classes and mixins by automatically generating models that enforce strict typing and integrate EVCS patterns. It scaffolds the service layer and repositories using proper base classes to ensure consistent structure across domain models.

The best way to scaffold a service layer and repository is to define the entity scope and let the system automatically generate the boilerplate following EVCS patterns. It produces service layers with proper base classes and optional repository scaffolding alongside Pydantic schemas and SQLAlchemy models.