Studying forks and other backends was more productive than searching arxiv. ik_llama.cpp and the CUDA backend directly informed two of the five final optimizations.
这是一个令人惊讶的发现，表明实践中的代码实现比学术论文更能直接指导优化工作。代理通过研究实际项目分支和不同后端实现获得了更有价值的见解，而不是依赖理论研究。这强调了在AI代理开发中，实践经验和现有实现的重要性可能超过理论文献。
It also discovered a 16-year-old vulnerability in FFmpeg—which is used by innumerable pieces of software to encode and decode video—in a line of code that automated testing tools had hit five million times without ever catching the problem.
令人惊讶的是：Claude Mythos Preview在FFmpeg中发现了一个存在16年的漏洞，而这个漏洞在被自动化测试工具执行了500万次后仍未被发现。这揭示了AI在代码分析方面具有传统自动化工具无法比拟的独特洞察力。
Jeremy Howard. (2021, August 29). I’ve been analyzing the UK covid data and I’ve just discovered something shocking. Cases in chidrens in England have just smashed all-time highs. Nearly double what they’ve ever been before. And rising VERY rapidly. Schools are about to reopen. With far fewer restrictions. Https://t.co/rNhW4U98BR [Tweet]. @jeremyphoward. https://twitter.com/jeremyphoward/status/1432118975060594691
Darren Dahly on Twitter. (n.d.). Twitter. Retrieved 1 May 2021, from https://twitter.com/statsepi/status/1385127211699691520