Worked on the Tencent/WeKnora repository to deliver a consolidated Wiki feature focused on enhancing content accuracy, citation governance, and contradiction tracking. Leveraged Go and YAML to enforce strict citation tracing and ontology reuse within Wiki prompts, addressing challenges in sourcing reliability and dispute resolution. Incorporated targeted fixes based on pull request feedback, resolving issues related to citation formatting, rule conflicts, and search loops. The approach emphasized backend development and data management, resulting in clearer content and safer knowledge dissemination. This work improved Wiki workflows by streamlining contradiction handling and ensuring that content remains both accurate and well-sourced throughout the platform.