Max focused on enhancing the stability of the AstrBot_Plugins_Collection by addressing a critical issue with the Self-Learning Plugin’s repository URL access. Through careful repository management and plugin development, Max resolved a bug that previously hindered reliable updates across different environments. The solution involved validating and correcting the JSON configuration responsible for URL resolution, which reduced update failures and minimized manual intervention. This work improved the overall reliability of the plugin update workflow, ensuring timely feature releases and security patches. Max’s contributions emphasized maintainability by improving commit documentation, making future troubleshooting and traceability within the AstrBot_Plugins_Collection more efficient.