Contributed to the moeru-ai/airi repository by integrating the Satori Protocol Adapter, enabling cross-platform AI chat interactions and establishing a modular architecture for future protocol integrations. This work involved collaboration with other contributors to ensure robust, maintainable code and leveraged TypeScript, Node.js, and WebSocket communication for scalable chatbot development. Additionally, improved developer experience in the KarinJS/Karin repository by fixing a broken plugin documentation link in the README, updating it to the canonical resource to streamline onboarding for plugin developers. The contributions focused on AI development, documentation reliability, and database management, addressing both feature delivery and support reduction within a short timeframe.