AutoScientists:用于实验的自组织智能体团队
本文提出AutoScientists,一种由自组织智能体团队组成的系统,旨在实现自动化实验过程。该系统通过让多个智能体自主协作,完成实验设计、执行与结果分析等环节,从而减少人工干预,提升科研效率。论文探讨了智能体如何动态组织与分工,以适应不同实验任务的需求。
本文提出AutoScientists,一种由自组织智能体团队组成的系统,旨在实现自动化实验过程。该系统通过让多个智能体自主协作,完成实验设计、执行与结果分析等环节,从而减少人工干预,提升科研效率。论文探讨了智能体如何动态组织与分工,以适应不同实验任务的需求。
A state-designed worm from 2005 called Fast16 sat undetected on VirusTotal for nearly a decade. It intercepted executable files at the kernel level and silently altered floating-point calculations in high-precision engineering software like LS-DYNA, which was used in Iran's nuclear weapons research. Unlike Stuxnet, Fast16 received little public attention for over twenty years.
Paul Graham reports that Y Combinator startups now have over 75% of their code written by AI, a threshold crossed at least one to two years ago. This parallels a similar transformation at Google, where AI-written code went from 0% to 75% in about two years.
Scientists are increasingly concerned about the potential collapse of the Atlantic Meridional Overturning Circulation (AMOC), a critical ocean current system. Such a collapse could have severe consequences for North America and Europe.
A compromised version of the LiteLLM Python package (version 1.82.8) was briefly available on PyPI, capable of exfiltrating sensitive credentials like SSH keys and cloud secrets. The malicious package affected any project that depended on LiteLLM, though it was only available for about an hour before discovery.
A supply chain attack has compromised the popular npm axios HTTP client library with 300 million weekly downloads. Malicious versions install a remote access trojan, though some users may have avoided infection through version pinning or older installations. Security experts warn this is a live compromise affecting one of npm's most depended-on packages.