Recent research from Tencent AI Lab, Soochow University, and Shanghai Jiao Tong University has uncovered a fascinating weakness in advanced AI models like DeepSeek-R1: they often suffer from "underthinking" – frequently abandoning correct solution paths in favor of exploring new approaches.