The solver takes the LLB graph and executes it. Each vertex in the DAG is content-addressed, so if you’ve already built a particular step with the same inputs, BuildKit skips it entirely. This is why BuildKit is fast: it doesn’t just cache layers linearly like the old Docker builder. It caches at the operation level across the entire graph, and it can execute independent branches in parallel.
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换句话说，蒸馏能帮你更快「热身」，要真正到达顶级水平，还是得靠自己跑 RL。
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But if, say, you’re part of a remote work project, it would be a good idea to notify everyone.