具体来看，Qwen3.5 采用混合注意力机制，结合高稀疏的 MoE 架构创新，并基于更大规模的文本和视觉混合 Token 上训练，Qwen3.5-122B-A10B 与 Qwen3.5-35B-A3B 以更小的总参数和激活参数量，实现了更大的性能提升。
Cgroups are important for stability, but they are not a security boundary. They prevent denial-of-service, not escape. A process constrained by cgroups still makes syscalls to the same kernel with the same attack surface.
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