Kimi K3.1 Pro is a new model that offers substantial improvements in coding, 3D creation, financial research, and agentic capabilities with a 1-million-token context window. It delivers consistent gains across various benchmarks and outperforms proprietary models like GPT-6 Astra and Claude Opus 5.5.