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2025年，他再攀高峰：5月当选CNCF TOC副主席，11月12日更斩获CNCF最高个人荣誉“终身成就奖”，成为全球仅有的三位获此殊荣者之一。这不仅是个人的巅峰，更是华为云云原生、乃至中国开源力量在全球云原生版图上刻下的里程碑。

LLM-in-Sandbox 提出了一个简洁而有效的范式：通过给大模型提供一台虚拟电脑，让其自由探索来完成任务。实验表明，这一范式能够显著提升模型在非代码领域的表现，且无需额外训练。 研究者认为， LLM-in-Sandbox 应当成为大模型的默认部署范式 ， 取代纯 LLM 推理 。当沙盒可以带来显著的性能提升，并且部署成本几乎可以忽略不计时，为什么还要用纯 LLM？

这就好比我们突然发现，原本只会纸上谈兵的军师，一旦给了他一套完整的作战工具，立刻就能指挥千军万马。研究结果显示，不同的AI模型在获得沙盒环境后，性能提升幅度从1%到24%不等，这在AI领域算是相当可观的进步。

Discover the leading database management systems for enterprises in 2026. Explore key features, pricing, and implementation tips for selecting the best DBMS software to harness your data effectively.