During March 2025, this developer built a Memory Graph Editing and Management Tool for the SengokuCola/MaiMBot repository, focusing on backend development and data management using Python. They implemented a script to enable manual querying, addition, removal, and modification of memory graph nodes and edges, and integrated these capabilities directly into the MaiBot UI. The solution introduced new menu options for in-app memory data editing, robust error handling, and safeguards to prevent accidental data loss. This work improved the fidelity and safety of memory modeling, allowing for faster curation and safer experimentation within MaiBot’s evolving memory layer.