导读｜RSI（递归自我改进）不应只发生在模型参数层：类比人类大脑的不是 LLM，而是整个 Agent。EverMind 开源的 Raven V0.2.0 为此提供了两个核心设计：为 RSI 而设计的 Harness 框架，以及统一编排专业 Agent 的 The Harness of Harnesses。在多 Agent 编排、深度研究、编码、设计与持续执行评测中，Raven 的多项结果优于同底座 ...

2026年9月，全球科技圈突然‘静音’了一秒——不是服务器宕机，而是Google按下了暂停键。10月1日起，其广受开源社区信赖的Open Source Software Vulnerability Reward Program（OSSVRP，开源软件漏洞奖励计划）正式进入‘冬眠模式’。没错，这个曾被誉为‘白帽黑客黄金通道’、累计发放超4000万美元奖金的项目，因一场由AI掀起的‘报告海啸’被迫紧急 ...

covering all the hot paths through the loop. the VM would start tracing there. When the inner loop exits, the VM would detect that a different branch was taken. The VM would try to record a branch ...

8 月 19 日，OpenAI 正式开源了 Codex Harness。这家公司名字里的 Open，久违地兑现了一次。（雷峰网） 长期深耕 Agent Harness 的开发者群体对该消息的普遍反馈是“振奋”。因为过去只有少数顶尖 Agent ...

搭一个 AI Agent Demo，可能一个下午就够了。但要把它真正做到可以投入生产，完全是另一回事。 一个生产级 Agent 必须稳定在线、足够安全、控制好成本，而且当它不可避免地出问题时，你还得有足够的可观测性去弄清楚到底哪里出了错。这些能力几乎都不是模型本身提供的，而是来自你围绕模型搭出来的所有东西：记忆、工具访问、模型路由、护栏、成本控制，以及当 ...

Anthropic于2026年10月1日发布了Claude塑造的科学，这是理论物理学家Matthew Schwartz的客座文章，介绍了他使用Claude构建的用于定量科学精确计算的开源工具包BootLoops。BootLoops ...

Last time, we learned how to apply Python's 'if statement' to change processing based on conditions. For example, it was code ...

Overview: Numba is a just-in-time (JIT) compiler that turns Python functions into fast machine code. In one tested example, a ...

Learn why Python raises "dictionary changed size during iteration," how it differs from list mutation, and three safe ways to ...

This article is a learning record for Python learners, and the posted code is a sample for educational purposes.What I did ...

Lakeflow pipelines introduce several new Python code constructs for defining materialized views and streaming tables in pipelines. Python support for developing pipelines builds upon the basics of ...

Spread the love“`html Look, if you’re a young developer, especially one fresh out of school or just starting your career, you ...