Worked on the agiresearch/AIOS and agiresearch/Cerebrum repositories, delivering three new features focused on enhancing AI agent memory and configuration systems. Refactored and expanded the memory management system in AIOS, introducing improved note creation, retrieval, and analysis to support more robust agent intelligence. Updated model and API configurations to enable integration with Ollama models and streamline environment setup. In Cerebrum, implemented the initial memory API with comprehensive testing and reorganized test structures to improve reliability. Leveraged Python, YAML, and skills in backend development, LLM integration, and API testing to deliver maintainable, interoperable solutions that strengthen agent memory capabilities.