During August 2025, Melvin focused on improving the accuracy of API documentation within the jup-ag/space-station repository. He identified and resolved a documentation bug by correcting the Lite URL endpoint in the 1-get-quote.md file, ensuring the documented API path matched the actual implementation. Working primarily with Markdown and leveraging his documentation skills, Melvin’s targeted fix reduced the risk of integration errors and improved onboarding for other developers. His approach emphasized maintainability by reinforcing validation practices for API endpoints in the documentation. The work demonstrated attention to detail and contributed to more reliable downstream integrations, though the scope was narrowly focused.