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 ...

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ScholarEvolve uses published research to improve AI agents, raising Qwen's AppWorld task completion from 69% to 81.4% without retraining the model.

Python 3.15 is expected to speed up some programs and simplifies handling immutable data. UTF-8 as standard requires testing.

Python 3.15 introduces lazy imports, UTF-8 as the default encoding, faster experimental JIT performance, and new profiling tools.

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I loaded a large JSON file in Python and watched memory jump from 43 MB to 808 MB. Here’s what happened and how streaming changed everything.

AI can write code that runs. CS coursework tests whether you understand it. Here's where AI code fails and how to check it ...