“Our programs are fun to use.”
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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当AI能够以趋近于零的成本生成文本、代码和视觉素材时，个体的溢价能力体现在如何将复杂的业务需求拆解为AI可理解的逻辑结构，即“提示工程（Prompt Engineering）”的直觉化应用 [4, 22]。此外，跨行业技能的融合成为上升的捷径，例如，非技术背景的行政人员利用AI进行初级数据建模，或非设计人员生成专业级的营销内容，这种“跨界替代”能力在2026年具有极高的市场需求 [4, 25]。。91视频对此有专业解读
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35. AI Is Powering Small Business Growth in 2026 | Key Trends & Skills SMBs Need | CO- by US Chamber of Commerce, www.uschamber.com/co/run/tech…