Vellum

The original prototype was built in Python (FastAPI). As the platform scaled to handle complex multi-agent document generation, maintaining type safety and robust enterprise patterns became critical. I led the complete rewrite into a Java Spring Boot monolith.

I enforced a strict Controller-Service-Repository pattern with constructor-based dependency injection. This decoupled our business logic from HTTP concerns, allowing us to easily write unit tests using JUnit 5 and Mockito, while keeping the API layer thin and maintainable.

Currently developing a RAG-based multi-agent pipeline to generate BRDs (Business Requirement Documents) and market research. The Spring Boot backend securely manages the vector database connections, ensuring AI models are grounded with user-specific contextual data to prevent hallucinations.