开发与开源

GitHub Copilot app for Beginners: How to teach Copilot about your codebase

Context matters when you’re working with AI. Every codebase has its own house rules: how components are structured, which scripts to run, and which conventions apply to different frameworks and file types. Copilot can help you make changes across a project, but it works best when

AI models may be capable of self-replicating without access to a datacenter

Vapi 自研代码审查机器人如何将 PR 合并时间缩短一半

Vapi 工程师 Lat Ware 自研 Pedantic Review Bot，使 PR 从开到合并的平均时间从 130 多小时降到 65 小时。机器人会运行测试和小复现来验证发现，分析和发评论分属两个 job，只能评论不能批准或推送；2026 年 9 月 2 日至 10 月 2 日审查了 1,694 个 PR，在 276 个中提出 363 个 blocker 发现。

Microsoft’s new AI chip makes it less reliant on Nvidia’s GPUs

Microsoft’s Maia 300 chip. | Image: Microsoft Microsoft is announcing its third-generation Maia in-house AI chip today, designed to be the "primary AI inference system" for Microsoft's products and services. Maia 300 not only improves the cost and efficiency of running AI workloa

Microsoft's Jacob Andreou on AI's product gap

How Microsoft rebuilt the new Copilot with capabilities to address a growing gap in AI

微软发布自研芯片 Maia 300 并将大规模扩展 Maia 推理部署

微软宣布明年起将 Maia 芯片家族扩展到多吉瓦级部署，作为自家产品和服务的首选推理系统，并发布 Maia 300，每瓦 token 产出比主流 GPU 系统高 40%。Maia 200 已在美国、欧洲和澳大利亚部署，在 Teams 和 Copilot 场景中每瓦 token 产出提升最高 1.7x。 🔗 阅读原文 via AIHOT · https://aihot.news/items/zqlqer8tnl7ejg2ow3xoq7b9q

23 岁少年融资 10 亿美元，今年流行 “小天才”

📌 一句话摘要 深度解析中国 00 后天才少年在 AI、机器人等前沿领域的爆发式创业，揭示了投资人如何通过挖掘校园人才与技术红利重新定义创业逻辑。 📝 详细摘要 本文探讨了近期市场上崛起的一批以“00 后”为代表的年轻创业群体。以秦深涛、洪乐潼、黄一为代表的年轻创始人，尚未毕业或在读博期间，便已获得巨额融资并估值翻倍。文章分析了投资人对这一群体的青睐：技术换代松动了传统的资历门槛，且 AI、具身智能等前沿赛道让创业门槛降低。尽管这批年轻人展现了极强的想象力和原生技术敏感度，但投资人同时也表达了对他们在组织管理、抗压能力以及长期交付能力上面临的严峻考验。

开源工具 Go Music DL：多平台音乐聚合搜索与下载

📌 一句话摘要 介绍一款开源工具 Go Music DL，集成了多个主流音乐平台的搜歌与下载功能。 📝 详细摘要 推文推荐了名为 Go Music DL 的开源工具，它整合了网易云、QQ、Apple Music 等多个平台，支持在单一界面进行搜歌和无损下载，解决了多平台切换频繁的痛点。 💡 主要观点 多平台整合 一个接口即可访问多个主流音乐平台，降低了切换成本。 多端格式支持 提供 Web、终端和桌面端支持，并支持 FLAC 无损格式。 💬 文章金句 把好几个音乐平台收到一个入口，搜歌省事。 📊 文章信息 AI 初评： 82 来源： LanfAI(@Hu

DevTerminal

A macOS terminal with a Run button that knows your project Discussion | Link

Copilot code review: New organization billing options and controls

This release adds new billing and license controls for Copilot code review admins: Billing: Organization owners can bill Copilot code reviews from members with a Copilot license to the organization’s cost center instead of using up those members’ Copilot quotas. Review request co

Introducing LangSmith Fine-Tuning

LangChain introduces LangSmith Fine-Tuning and SmithTune, a CLI built for post-training models. Train specialized models without building data pipelines by hand.

Meet Roger, the bomb-squad humanoid

PLUS: Agilink's robot hands are getting crafty

The Rise and Fall of the Plasma Screen

PLATO V terminal, via Wikipedia . In 1960, a team at the University of Illinois released the first version of their PLATO “computerized instruction system,” a network of what would eventually be thousands of computer terminals connected to large mainframe computers. Users of PLAT