During June 2025, Kinoooolu enhanced the langgenius/dify and dify-plugin-daemon repositories by expanding workflow capabilities and improving data reliability. They developed a feature in dify enabling conversation variables to support arrays of files, allowing users to input and validate multiple attachments within workflows. Using Python and TypeScript, Kinoooolu integrated this with existing variable management to streamline user interactions. Additionally, they addressed a data loss issue in dify-plugin-daemon by implementing a blocking write mechanism for large tool or LLM outputs, ensuring reliable response handling. Their work demonstrated solid backend development and bug fixing skills, with thoughtful attention to system resilience.