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Snapshotting is a feature worth noting. You can capture a running VM’s state including CPU registers, memory, and devices, and restore it later. This enables warm pools where you boot a VM once, install dependencies, snapshot it, and restore clones in milliseconds instead of booting fresh each time. This is how some platforms achieve incredibly fast cold starts even with full VM isolation.
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文章的观点非常明确： AI 不仅改变了编码方式，更重塑了软件行业的价值结构和职业路径，程序员需要从“手动编码”转向“设计系统与与 AI 协作” 。