During November 2025, Ziscloud focused on backend stability for the alibaba/spring-ai-alibaba repository, addressing a bug in the ReactAgent graph wiring. They corrected edge references when wiring multiple agent hooks, ensuring the system consistently uses the first hook for edge connections. This adjustment improved the correctness and reliability of the agent framework, reducing errors in multi-hook scenarios. Ziscloud implemented the fix in Java, applying principles from graph theory to enhance the framework’s internal logic. The work was documented through a dedicated pull request and commit, providing clear traceability and reviewability for future development and contributing to a more robust backend architecture.