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.
Sounds Good So let’s start
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"We live in a time when it's not too far-fetched to believe that companies like Discord could share this data with state or federal agencies - in the US or elsewhere - for their benefit," Katie said.
这意味着蒸馏从来不是「拿来用就行」的事,而是需要大量工程工作才能真正发挥效果。这本身就是一个研究课题。
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