This article discusses the improvements in the MiniMax-M2.1 coding agent, focusing on its ability to handle multiple programming languages and complex project environments. It highlights the challenges in real-world coding, such as dependency management and error message interpretation, and outlines plans for future enhancements to better support developer experience and efficiency.