Huawei Computing said its AsyncFlow asynchronous streaming RL decouples rollout (inference) and trainer via a TransferQueue data hub and CheckpointEngine weight engine, addressing long-tail rollout stalls that leave hardware idle and raise costs. In tests on Ascend Atlas 900 A3 SuperPoD liquid-cooled and Atlas 800 A3 A3 air-cooled supernodes, training throughput on long-sequence workloads (prompt 2k → response 16k) rose from 59.3 to 226.8 — a 3.81x increase — while maintaining aligned convergenc

據以色列第12頻道：軍方在黎巴嫩南部的阿里·塔希爾高地發起攻擊。上加利利地區委員會通知居民，由於黎巴嫩南部的襲擊，他們將聽到爆炸聲。

The third batch of 2026 "Two-Heavy" construction projects has been issued, allocating 193.5 bln yuan of ultra‑long‑term special treasury bond funding. With this issuance the government’s project list for the year is complete. Since the start of the year the National Development and Reform Commission and relevant ministries have arranged about 800 bln yuan to support 1,417 major projects covering tech innovation, Yangtze River ecological protection and restoration, major transport infrastructure along the Yangtze, urban underground utilities, major water‑conservancy works, the western land‑sea corridor, higher‑education upgrades and the Three‑North afforestation program. Authorities will accelerate planning, policy and institutional reforms to expedite delivery, including improving railway financing and pricing mechanisms, piloting sewage‑treatment charging reforms in Yangtze cities, studying service‑life standards for flood‑control facilities and deepening agricultural water‑price reform.