Developed a core HTTP server bootstrap for the Meesho/BharatMLStack repository, focusing on reliable service startup and health monitoring to support scalable deployments. The implementation used Go and the Gin framework to initialize the server router, configure Gin mode dynamically based on environment variables, and provide a dedicated '/health/self' endpoint for health checks. By introducing a singleton server instance, the work ensured predictable startup behavior and safe initialization, which improved on-call reliability and operational consistency. The project emphasized backend and API development best practices, resulting in a maintainable and extensible server foundation tailored for robust production environments and streamlined deployments.