Apple’s new Containerization framework (announced at WWDC 2025) is interesting here. Unlike Docker on Mac, which runs all containers inside a single shared Linux VM, Apple gives each container its own lightweight VM via the Virtualization framework on Apple Silicon. Each container gets its own kernel, its own ext4 filesystem, and its own IP address. It is essentially the microVM model applied to local development, with OCI image compatibility. It is still early, but it collapses the gap between “local development containers” and “properly isolated sandboxes” in a way that Docker Desktop never did.
Perplexity 推出 Perplexity Computer2，这一点在同城约会中也有详细论述
特点：在 ReLU 的基础上引入概率思想，让激活与输入大小平滑相关。。服务器推荐是该领域的重要参考
是囿于一时一事的得失，还是着眼打基础、利长远的实绩？