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ShadowV2 botnet exploits AWS Docker flaws using Python C2 and Go RAT, enabling sophisticated DDoS-for-hire attacks.

大规模强化学习（RL）是当前通往更高阶AI能力的关键技术之一，但其发展一直受限于主流框架在底层架构上的瓶颈。当训练规模扩展至成百上千的计算节点时，传统框架的性能往往会急剧下降，其根源在于其固有的“中心化”设计。

SGLang团队在Thinking Machines Lab发布的批次不变算子基础之上，通过定制一系列注意力算子和采样逻辑，实现了完全确定性推理。该实现同时保持与分块预填充 (chunked prefill)、CUDA Graph、Radix ...