根據 Guru Club，在 6 月 5 日，騰訊 Hunyuan 發布了 Stem 稀疏注意力演算法，並獲得頂級機器學習會議 ICML-26 的接納。該演算法透過 Token Position Decay（TPD）與 Output-Aware Metric（OAM），在 25% 的預算下達到近乎無損的準確度。當與 HPC 操作員結合時，在 128K 的上下文長度下，第一個 token 的延遲降低 3.7x。

Gate News reported that on March 21, Hong Kong Securities and Futures Professionals Union Chairman Chan Chi-wah commented on the controversy surrounding brokers' "pre-registration of designated bank accounts" for customers. He stated that while the regulatory circular proposes establishing a bank account registration mechanism with upper limits, the relevant practices may stem from inappropriately applying virtual asset regulatory approaches (such as pre-approval of wallet addresses) to the traditional securities industry.