非确定性不是问题所在
文章探讨了编程中非确定性(nondeterminism)的概念,指出许多开发者将其视为bug或问题根源,但实际上非确定性本身并非罪魁祸首。作者认为,真正需要关注的是如何正确理解和处理非确定性行为,而非一味消除它。通过合理的抽象和设计,非确定性可以成为有用的工具而非障碍。
文章探讨了编程中非确定性(nondeterminism)的概念,指出许多开发者将其视为bug或问题根源,但实际上非确定性本身并非罪魁祸首。作者认为,真正需要关注的是如何正确理解和处理非确定性行为,而非一味消除它。通过合理的抽象和设计,非确定性可以成为有用的工具而非障碍。
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.