In July 2025, Liu Haopeng developed the foundational MCP Server groundwork for the apache/bigtop-manager repository, focusing on enabling AI-augmented capabilities within the platform. He implemented core backend infrastructure using Java and Spring Boot, establishing prompt handling mechanisms and a dedicated file path for prompt management. His work introduced new configurations, utility classes, and interceptors to support model-centric programming tools, laying the technical basis for future AI-driven features. By integrating request-routing scaffolding and configuration management with YAML, Liu addressed the need for scalable prompt integration, demonstrating depth in backend development and thoughtful preparation for extensible, model-centric enhancements.