codebase

"深入研究代码的用户声称已经发现了即将推出的功能、Anthropic 对 AI 机器人的指令，以及对其“内存”架构的洞察。"

"随着人工智能编码智能体编写更多代码，我们比以往任何时候都更需要有意地关注它编写的代码。"

"这个想法是将 token 大小变成一个可见的指标，就像 JS 库的 bundle 大小徽章一样。希望能够小幅推动代码库保持精简，并且对智能体友好。"

"自驾代码库并没有展示一个 AI 独立完成任务的未来。 它展示了企业中司空见惯的现实，即角色、责任和范围模糊的自动化总是会失败。"

"This repository showcases the winning strategies and code used in the Anthropic hackathon."

""Initially used a file walker that took 6.6s on Chromium. Profiling showed 90% was filesystem I/O. The fix: git ls-files returns 480k paths in ~200ms.""

"The article is based on discussions on Hacker News."

"The research focuses on scalable agent scaffolding for real-world codebases."

"The source is Hacker News, indicating early-stage adoption and developer-focused feedback."