During April 2025, 5up3rh3i updated the documentation for the knownsec/aipyapp repository to align with the evolving AI Agent paradigm, focusing on clarity and accessibility for both Chinese and English audiences. Using Markdown and leveraging skills in technical writing and content management, they restructured the README files to de-emphasize outdated AI agent models and reduce confusion for new adopters. The work included improving image display and adding explicit, user-friendly links to project resources, supporting onboarding and cross-team collaboration. By maintaining bilingual parity and ensuring traceability through well-documented commits, 5up3rh3i enhanced the user experience and documentation reliability.