During March 2025, Swust Imp contributed to the agiresearch/AIOS and agiresearch/Cerebrum repositories by developing and enhancing core backend features for AI agent memory systems. Swust refactored the AIOS memory management system, improving memory note creation, retrieval, and analysis, and updated LLM configurations to support new models such as Ollama’s qwen2.5:7b. In Cerebrum, Swust established and tested a new memory API, reorganizing test structures to ensure reliability and user-facing capability. The work leveraged Python and YAML, with a focus on API development, configuration management, and system design, demonstrating depth in integrating and evolving AI memory infrastructure.