If Excel vanished tomorrow, global finance would halt. It is the essential infrastructure powering the modern world.

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We independently review everything we recommend. We may get paid to link out to retailer sites, and when you buy through our links, we may earn a commission. Learn more› By Thom Dunn Thom Dunn is a ...

Handle millions of rows by loading queries into Power Pivot, building relationships, and creating measures for fast variance ...

The glowing red neon sign announcing “Hot Rods” against the Tennessee sky serves as a beacon for hungry travelers and locals alike, promising a dining experience that’s anything but ordinary.

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2026年的AI范式或许已悄然发生了剧变。在过去的一年里，人工智能领域的长文本处理能力经历了前所未有的飞速发展。从128k到1M再到10M的上下文窗口（Context Window）内卷化过程，表面上看似技术的进步，但实际上却隐藏着深层次的问题。基于Transformer注意力机制的线性扩张，正面临着物理与效果的双重边际递减，这让我们不得不重新思考AI的未来。

其核心思想是借鉴计算机科学中的“外存算法” (Out-of-core algorithms)，不要把长 Prompt 直接喂给神经网络，而是把它放在一个外部的 Python REPL 环境里。 Prompt 被加载为环境中的变量context 。模型不再像以前那样生吞整个字符串，而是通过编写代码（如len (context) , context.split , re.search ）来按需读取数据 ...