
Developed six major enhancements for the NevaMind-AI/memU repository, focusing on expanding memory capabilities and improving developer workflows. Integrated Grok language models from xAI to enable advanced LLM features, and built a Dify memory API adapter with OpenAPI specifications and a FastAPI server for efficient memory storage and retrieval. Introduced a LangGraph adapter to expose memory tools within LangChain and LangGraph agents, supporting save and search operations. Expanded test coverage with robust unit tests for conversation formatting, ensuring reliable JSON handling. Additionally, implemented a Sealos memory-backed support agent via CLI, leveraging Python and YAML for backend orchestration and error handling.
January 2026: Delivered six major enhancements for memU that expand memory capabilities, enable versatile LLM usage, and improve developer experience. Implemented Grok integration with memU to leverage Grok (xAI) language models, added a Dify memory API adapter with OpenAPI specs and a FastAPI server for add/search memory, introduced a LangGraph adapter to expose MemU memory features as LangChain/LangGraph tools (save_memory, search_memory), expanded test coverage with conversation formatter unit tests, and launched a Sealos memory-backed support agent to remember user interactions across sessions via a CLI workflow. Additionally, upgraded dependencies to promote FastAPI as the main dependency to satisfy deptry checks, improving reliability and integration.
January 2026: Delivered six major enhancements for memU that expand memory capabilities, enable versatile LLM usage, and improve developer experience. Implemented Grok integration with memU to leverage Grok (xAI) language models, added a Dify memory API adapter with OpenAPI specs and a FastAPI server for add/search memory, introduced a LangGraph adapter to expose MemU memory features as LangChain/LangGraph tools (save_memory, search_memory), expanded test coverage with conversation formatter unit tests, and launched a Sealos memory-backed support agent to remember user interactions across sessions via a CLI workflow. Additionally, upgraded dependencies to promote FastAPI as the main dependency to satisfy deptry checks, improving reliability and integration.

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