Gemini 3.1 Pro Preview is designed to enhance the performance and reliability of the Gemini 3 Pro series, offering superior reasoning capabilities, higher token efficiency, and a more realistic and factually consistent experience. It is optimized for software engineering behaviors and usability, and also for agent workflows that require precise tool usage and reliable execution of multi-step operations in real-world domains.