Public preview of Microsoft’s C++ tools for the AI coding assistant are available in Visual Studio 2026 Insiders.

Citing issues with logic, correctness, and security, a new report recommends specific guardrails for AI-generated code.

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北航、人大和九坤投资共同撰写的论文 《Scaling Laws for Code: Every Programming Language Matters》 整理而成。 在代码大模型（Code LLMs）的预训练中，行业内长期存在一种惯性思维，即把所有编程语言的代码都视为同质化的文本数据，主要关注数据总量的堆叠。然而，现代软件开发本质上是多语言混合的，不同语言的语法特性、语料规模和应用场景差异巨大。

本文整理自[AIGO小酒馆]分享内容话题内容：CLI的产品美学： 时代在倒退么？CLI的技术原理：Single Agent vs Multi ...