MiniMax-M2.5 is a state-of-the-art language model focused on enhancing productivity in various digital work environments. It advances from its predecessor, M2.1, by improving capabilities in office tasks like generating and managing Word, Excel, and PowerPoint files. The model shows impressive performance metrics with scores of 80.2% on SWE-Bench Verified, 51.3% on Multi-SWE-Bench, and 76.3% on BrowseComp. Its training emphasizes token efficiency and planning, allowing for more streamlined action and output. The article also outlines a series of sponsorships related to the project, highlighting API relay services. These services, provided by companies like PackyCode and AIGoCode, offer various benefits, including discounts and flexible subscription plans for users integrating with MiniMax. Each sponsor presents unique advantages, such as cost-effective pricing and dedicated technical support, aiming to attract users to their platforms. Version 3.10.2 of the software introduces significant updates, including a dual-layer architecture combining SQLite and JSON for better data management. The user interface has been revamped for improved usability, now supporting Japanese alongside Chinese and English. Key features include automatic startup options, advanced skills management, and comprehensive bug fixes, enhancing overall functionality and user experience. These updates lay the groundwork for future integrations and cloud synchronization.