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AI 写代码时代仍要学基础
推荐理由它可以用来系统了解在AI辅助写代码时依然至关重要的十大编程基本功，洞察智能体在实际编码中容易出现错误的地方，并借助配套的免费学习课程补齐技术短板，进而有效把控、审查与修正由AI生成的代码质量。
Pai 的 AI 雷达
今天这份简报的主线，是把 AI 从生成代码推进到可执行的工作流：一端是图像重绘、ComfyUI 节点和本地设备工具，另一端是多代理编排、MCP 接口、浏览器与桌面工作区，同时穿插基础能力、私有计算、监督退化和远程代码执行等约束。阅读时可按“能否接入现有流程—能否在本地运行—是否带来新的权限或安全边界”三层筛选，先把有明确接口、运行环境或自动化步骤的项目拆成小实验，再用研究和风险条目校准设计。
Did you ever click on an “AI Arena” expecting glorious battle and instead get a boring benchmark? If so, this project is for you: proper life-or-death fights between four models on a picturesque 8×8 grid. May the most intelligent one win! Click on any of the matches to spectate t
📌 一句话摘要 作者演示了其开发的 dbskill 工具如何通过纯粹的教学目的消除 AI 味，证明文字风格应由内容意图决定，而非刻意模仿。 📝 详细摘要 作者分享了使用 `/dbs-learning` 指令生成文章的经验，指出该工具生成的文字之所以自然、无「AI 味」，是因为其唯一目的是「教会用户看懂」，而非炫技或模仿特定文风。作者引用 Ron 的评价（看了 10 遍）作为佐证，强调当 AI 的意图纯粹时，输出的文字也会干净利落。这启示内容创作者应关注写作背后的目的，而非过度纠结于表面风格。 💡 主要观点 AI 写作的质量取决于提示词的意图 当提示词明确
It improves the usual workflow: take a screenshot, switch to a chat tab, upload it, switch back. - Built with Rust and Tauri v2, including a built-in native screenshot solution for maximum performance and stability. - Answers come from OpenAI models. Fast, the default, usually st
📌 一句话摘要 介绍 Spiralist，一款在浏览器本地运行的单线画生成工具，支持多种线条风格、人脸识别连线及视频导出，强调隐私保护与创意玩法。 📝 详细摘要 Spiralist 是一款专注于“一笔画”艺术的 Web 工具，所有处理均在浏览器本地完成，不上传照片，保障隐私。工具提供螺旋、游走、轮廓、迷宫四种走线算法及 12 种虚拟画材（如钢笔、水彩），模拟真实绘画的物理效果。其特色功能包括人脸特征自动连线、生成笔尖落纸过程的延时视频、以及支持 8K 图片、矢量文件甚至 3D 打印浮雕牌的多样化导出。工具细节丰富，带有毫米级刻度放大镜，兼具实用性与趣味性
Music startup Thoughtful Things has just launched the Kickstarter campaign for its first instrument, Engram . It's a sampler and groovebox that uses AI to mangle incoming audio and even hallucinate completely new sounds. This isn't Suno in a box, though. This isn't a "push-button
We have recently updated Ceptile's AI answers and use of web sources. Now, It can go deeper and find more accurate answers and results than before. Now, it has become more powerful to give real-time answers. We have also fixed previous bugs. You can submit your review on our mail
You can now use an in-product validator for enterprise managed settings for GitHub Copilot. The validator detects malformed JSON, unsupported configurations, invalid team mappings, and other errors that can prevent policies from being enforced. Review and correct errors in the “C
The enterprise and organization repository-level Copilot usage metrics reports now break down how long pull requests spend in each stage of review. A new pull_request_review_times array on each repos-1-day row reports a median and a 90th percentile for the time from ready for rev
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Earlier this month, world model company Runway introduced GWM Worlds 2 , a research preview that “turns high-fidelity video and audio generation into real-time interactive simulation .” Runway calls this an “autoregressive diffusion” model; with autoregressive describing how it g
From the earliest days of open-weight models to becoming the neutral routing layer for more than 10 million developers , OpenRouter is one of the clearest bets that the future of AI will be multi-model. In this episode, OpenRouter co-founder & CEO Alex Atallah, with AMP’s Anjney
Meta launched Muse earlier this month. It soon became the top free iPhone app in the US. It is a cousin of Instinct , the invite-only assistant you text, and of OpenClaw agents like my AI chief of staff, R Mini Arnold . Jolly, Muse’s digital avatar, is just cuter, and probably ea
任正非重申「华为不造车」，将继续帮助东风造好车 曝 DeepSeek 年化收入运行率达 10 亿美元，数月内翻倍 网易云音乐鸿蒙版正式上线，支持歌单同步与多终端使用 余承东回应问界调整：赛力斯主动提出主导，华为将聚焦其余四界 腾讯 QClaw 将于 12 月 24 日停运，用户可迁移至 WorkBuddy 腾讯 WorkBuddy 上线微信小程序生成和发布能力 豆包回应「对话团队砍半」传闻：只是分工的组织调整 高通续签苹果全球专利授权协议，2027 年 4 月生效 Google 下周将把 TPU 送入轨道，测试太空运行条件 Jeffrey Ding：AI