During March 2025, Swust Imp contributed to the agiresearch/AIOS and agiresearch/Cerebrum repositories by delivering three core features focused on memory management and API reliability. In AIOS, Swust refactored the memory management system for AI agents, updating LLM configurations and enhancing memory note creation, retrieval, and analysis to support more robust agent intelligence. For Cerebrum, Swust established and tested new memory API operations, including operation type renaming and agentic memory creation, while reorganizing test files to improve maintainability. The work leveraged Python, YAML, and backend development skills, demonstrating depth in system design, configuration management, and integration of LLM technologies.