During April 2026, contributed to the manifoldmarkets/manifold repository by enhancing automated moderation workflows through backend development in TypeScript. Focused on improving bot recognition, the work involved adding 'XBot' to the predefined list of bot usernames, which enabled more reliable identification and handling of automated accounts within the application. This update supported more robust automation and streamlined moderation processes, making it easier to maintain and extend automation features. The changes were implemented with attention to traceability and maintainability, ensuring that future updates to bot handling could be managed efficiently. No major bugs were addressed during this period, with efforts centered on feature delivery.