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？

Learn how docker commit captures changes in a running container, make it persistent and create new images without altering ...

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.

FileWizard lets you convert documents, extract text, transcribe audio and manage files on your own computer without uploading ...

Abstract: In today’s digital landscape, establishing a robust online presence is paramount for businesses looking to harness the full potential of the internet. It exploits the seamless integration of ...

Discover the ultimate guide to optimizing Java settings for Windows 11. Boost performance, reduce lag, and enhance your Java ...

Struggling with JDK install failures? Dive into this comprehensive troubleshooting guide to resolve common Java Development ...

Microsoft announced a new educational initiative called "Java and AI for Beginners: A Practical Video Series for Java," offering a structured introduction for Java developers interested in generative ...

Cybersecurity today is less about single attacks and more about chains of small weaknesses that connect into big risks. One overlooked update, one misused account, or one hidden tool in the wrong ...