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#Cursor

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10/4Sun
  1. 宝玉82

    Drawing on a podcast episode, Baoyu walks through how Lauren Tan, who works on Grok Bot at SpaceXAI, merged 2500 PRs in a single month: at night she lets the AI check and merge on its own, then spot-checks the next morning instead of reviewing each one.

    Quotedlauren@poteto

    i had a lot of fun chatting with @mattpocockuk today about how i was able to land 2,500 PRs last month! Matt is a wonderful interviewer so i think the interview turned out really interesting both of our skill plugins work great together, so i recommend giving both a try and picking the best skills that suit your workflow https://www.youtube.com/watch?v=MN9dGgmLyso

    Why it matters: Using Lauren Tan's practice of merging 2500 PRs in a month, Baoyu explains that skipping individual reviews rests on validation Skills and rule constraints, and lays out the conditions under which he'd apply the same approach.

9/28Mon
9/26Sat
  1. GitHub Blog · Copilot38

    GitHub Copilot 应用入门：如何用 canvases 构建自定义工作流

    GitHub Copilot 应用中的 canvas（画布扩展）是一种用户与智能体共享的可定制界面，可做成看板、issue 分诊板、发布清单或仪表盘。在 agent 会话中输入 /create-canvas 并用自然语言描述工作流，智能体即可生成界面并在右侧面板打开，无需手写代码或调整布局。

    Awaiting translation

9/25Fri
  1. GitHub Blog · Copilot34

    GitHub Copilot 的 canvas：当聊天框不是与 AI 协作的正确界面

    GitHub Copilot 应用推出 canvas，一种运行在应用内、无浏览器外壳的全栈小应用，可与 Copilot 智能体双向通信，也能在本地执行代码。作者认为 chat 只适合作为通用兜底界面，用户明确任务时更该让智能体生成可复用工具，例如用 canvas 管理 Winget 包或直接操作 SQLite 数据库，避免把 token 浪费在“stage and commit”这类操作上。

    Awaiting translation

9/23Wed
  2. Lovable · Blog60

    Lovable Ships Opus 5.5: Faster Builds, Quality on Par with Opus 5

    Lovable has shipped Opus 5.5, which the company says matches Opus 5 in results while cutting the number of steps by one-third to one-half. On Lovable's internal benchmarks, Opus 5.5 ties Opus 5 on 0-to-1 builds and iterative code changes, and comes out 4% to 6% ahead on validation discipline; across all reasoning effort levels, steps per task drop by 26% to 57% and input tokens fall by 21% to 59%, with the differences significant at the 95% confidence level.

    Why it matters: Lovable shares official comparison data between Opus 5.5 and Opus 5 on step counts and tokens, so readers can judge the real change in build efficiency.

9/18Fri
9/15Tue
  1. Lovable · Blog64

    Lovable open-sources OJ, a Rust preview engine that beats Vite on cold start and memory

    Lovable has released OJ, a preview engine written from scratch in Rust. It reads your existing vite.config.ts and runs real Vite plugins through a compatibility layer, all in a single binary, with no toolchain installed into the project.

    Why it matters: Lovable rewrote its preview engine OJ in Rust, sharing cold start and memory comparisons against Vite, plus canary data from production.

  2. Cline · Blog62

    Cline releases the open-source desktop app Cline Desktop, aimed at open-weight models.

    Cline has released an early version of its open-source desktop app, Cline Desktop, moving the agent runtime that previously lived in the VS Code extension and CLI into a standalone workspace. It supports parallel sessions, scheduled tasks, and a Marketplace for extending tools and integrations.

    Why it matters: The official release lays out the desktop app's capabilities and open entry points, so readers can judge whether it fits their multi-agent parallel workloads.

9/11Fri
  1. GitHub Blog · Copilot30

    GitHub Copilot 应用新手指南：使用 diff、终端和浏览器面板

    GitHub Copilot 应用内置 diff、终端和浏览器三个面板，让开发者无需在编辑器、终端和浏览器之间切换即可完成 AI 编码闭环。diff 面板用绿色和红色高亮显示代码的新增、删除和修改，支持接受更改、留下评论或让 Copilot 继续修改；终端面板可直接运行项目命令并支持多窗口切换；浏览器面板则能预览界面并用 Pick & Polish 工具选中元素让智能体调整。

    Awaiting translation

9/10Thu
  1. Cursor · Changelog76

    Cursor launches “Projects,” a feature that uses a coordinating agent to take on long-running development work

    Cursor introduces “Projects,” a feature built for long-running work like a single feature, a migration, or an entire application. It keeps context over months and delegates tasks to thousands of sub-agents. Projects are powered by cloud agents: the coordinating agent doesn’t write code, it only plans, assigns work, and hands back results, spinning up local agents when on-device testing is needed. Each project keeps a set of files synced between the cloud and local machines, steadily accumulating research findings, artifacts, and knowledge of the codebase.

    Why it matters: The official docs lay out the context-sharing and auto-triggering mechanisms for project-based multi-agent collaboration, which you can use to judge how long-running tasks get taken over.

9/9Wed
9/3Thu
  1. Cline · Blog74

    Cline 如何把 1100 万用户迁移到最大一次 harness 升级

    Cline 把 VS Code 扩展从约 76,000 行单体核心迁移到 Cline SDK，并自建灰度发布机制：一个安装包内打包 loader、legacy 和 next 两套扩展，由 PostHog 功能开关按百分比决定激活哪套，崩溃时自动回退到 legacy，开关可随时降到 0% 作为 kill switch。

    Awaiting translation

    Why it matters: Cline 官方复盘如何把 1100 万用户的 VS Code 扩展迁到新 harness，含灰度机制与前后指标对比。

9/2Wed
  1. Cursor · Changelog66

    Cursor launches self-hosted machines, keeping tool execution within your own network

    Cursor supports self-hosted machines: code repositories, build artifacts, and secrets all stay on internal machines within your own infrastructure, and the agent handles tool calls locally. My Machines connects a single laptop or VM to a personal workflow, while Team Pools are named worker queues for teams or enterprises—scaling capacity up with requests and down when workers disconnect. Pools aren't tied to code repositories, and idle machines can sleep and then resume within a reconnection window.

    Why it matters: The official docs lay out pooled scheduling and sandbox integration for self-hosted machines, so readers can judge whether tool execution can stay within their own network.

9/1Tue
  1. Lovable · Blog38

    Lovable 接入 Fable 5.1：迭代修复最高提升 17%，成本降低 31%

    Lovable 现已接入 Fable 5.1，早期测试显示其在修复和改进现有应用上比 Fable 5 最高提升 17%，单任务成本最多降低 31%。该模型在中等和高推理强度下的 UI 与视觉设计质量最高提升 3.5%，并会在完成任务前打开浏览器运行应用进行自我验证。Lovable 正将卡住的会话以及更长、更复杂的任务路由到 Fable 5.1。

    Awaiting translation

8/27Thu
  1. Cursor · Changelog42

    Cursor 云端智能体无需代码仓库即可从零开始，支持保存到 Origin

    Cursor 云端智能体不再需要连接 GitHub 或其他第三方 SCM 提供商，用户可直接输入提示开始工作，Cursor 会在后台创建 Origin 代码仓库。满意后可点击“创建代码仓库”将工作保存到 Origin，并设置私有或内部可见性。Cursor 还能通过端口转发在浏览器中实时预览云端智能体环境，连接 Vercel 账户后点击“发布”即可生成可访问 URL。

    Awaiting translation

8/26Wed
  1. Cline · Blog71

    Building a Code Review Agent on the Cline Loop with the Cline SDK

    The Cline team built a code review agent with the Cline SDK, splitting review into two agent loops—review and judge—then using a driver script to batch-submit the surviving issues as a single COMMENT event to the GitHub PR.

    Why it matters: A full breakdown of the plugin, Hooks, and two-stage loop behind a code review agent, transferable to other automated review scenarios.

8/25Tue
  1. Lovable · Blog62

    How Lovable connected its own app to external tech stacks: from MCP to nearly 100 connectors

    Lovable shared a retrospective on how it connected its platform app to third-party services: first it supported MCP as a stopgap for pulling context into chats, then it built app connectors of its own, using a Connector Gateway to proxy requests between published apps and third-party APIs. The gateway holds credentials and refresh logic, so deployed apps never touch the keys.

    Why it matters: Lovable’s retrospective on turning connectors into reusable infrastructure is worth a look for teams doing third-party integrations and credential management.

8/20Thu
8/19Wed
  1. Cursor · Changelog66

    Cursor Updates Cloud Agents and Harness: Event Subscriptions, Independent Sub-Agent Runs, and /goal

    Cursor has updated its cloud agents and Cursor harness so cloud agents can subscribe to event sources, resume when there's new activity in a PR, Slack thread, or scheduled task, and keep going until the work is done—fixing CI failures and handling bot comments.

    Why it matters: Cloud agents are moving from one-shot runs to subscribing to events and following up continuously on PRs and Slack threads, which gives readers a way to judge how the boundaries of automation are shifting.

8/16Sun
  1. Thorsten Ball · Register Spill28

    Joy & Curiosity #95：作者用 Amp 在 orbs 中远程完成全部开发，不再使用本地开发环境

    作者称过去两周在 orbs 中借助 Amp 远程完成了全部开发工作，包括新的实验性 provider 后端、产品内 bug 上报功能、orbs 的磁盘与内存告警、启动日志、一个藏在官网里的 Comet Busters 类彩蛋游戏、听写功能的麦克风选择器、主题偏好等，并修复约二十个 bug、删除 5k 行代码。

    Awaiting translation

8/11Tue
8/5Wed
  2. Vercel · v0 Blog62

    Vercel ships v0 API for programmatic access to its app-generation agent

    Vercel ships v0 API, giving programmatic, headless access to the v0 app-generation agent: send a prompt, v0 generates an app, spins up a dev server in the Vercel Sandbox, and returns a preview URL you can embed in your own UI. The API is now generally available.

    Why it matters: v0 opens up its app-generation capability as an API, so readers can judge how to wire it into their own product or agent workflow.

7/25Sat
  1. Cline · Blog79

    Cline 用递归自我改进让智能体自主把 Kimi K3 在 Terminal-Bench 2.1 提到 88.8%

    Cline 用一条提示词启动 17 小时连续运行的编码智能体，以 GPT-5.6-Sol 为 leader 模型，把 Kimi K3 在 Terminal-Bench 2.1 上的成绩从基线 69/89（77.5%，$79）提升到确认运行 79/89（88.8%，$49.8），超过 Moonshot 自报的 88.3%。

    Awaiting translation

    Why it matters: Cline 用一条提示词让智能体自主完成 17 小时爬山，把 Terminal-Bench 2.1 从 77.5% 提到 88.8%，可看具体修了哪些 harness 问题。

7/18Sat
  1. Thorsten Ball · Register Spill22

    Joy & Curiosity #92：Amp 推出订阅与智能体间通信

    Amp 现已推出订阅服务，可与 ChatGPT 订阅搭配获得无限 GPT-5.6 token；同时 Amp 上线智能体间通信，智能体能在任意 Amp 实例或 orb 中派生其他智能体并互发消息与文件。作者还分享了新一季 Raising An Agent 播客、与 Evan Phoenix 等人的对谈，以及 antirez 关于“控制想法而非代码”的观点。

    Awaiting translation

7/11Sat
6/15Mon
  1. Cline · Blog71

    用插件和 Hook 扩展 Cline 智能体循环

    Cline 官方博客介绍如何用插件和 Hook 给智能体循环加上确定性行为与护栏。插件是单个对象文件，可复用在同一份代码的 CLI、VS Code、JetBrains 和 SDK 上。

    Awaiting translation

    Why it matters: 原文给出 Cline 插件与 Hook 的完整代码示例，读者可据此为智能体循环加上日志记录和危险命令拦截。

5/10Sun
  1. Thorsten Ball · Register Spill48

    Amp 发布完全重构版 Amp Neo：远程可控、支持插件、更快更高效

    Amp 本周发布完全重构版本 Amp Neo，支持远程控制，将插件作为一等功能，并内置无需操心的上下文压缩，比旧版 Amp 更快更高效。该编码智能体被拆分为工具、界面和循环三部分，运行在可无限扩展的系统中；团队整周都在为需求扩容，目前仍在处理扩展问题。

    Awaiting translation

5/2Sat
4/22Wed
  1. Lovable · Blog71

    Lovable 回应 2026 年 4 月安全事件：公开项目聊天记录与源码曾被越权访问

    Lovable 官方回应 2026 年 4 月安全事件：2026 年 2 月 3 日至 4 月 20 日期间，任何持有项目链接的 Lovable 用户都可能访问公开项目的聊天记录和源码，私有项目与 Lovable Cloud 未受影响。

    Awaiting translation

    Why it matters: Lovable 官方复盘公开项目聊天记录与源码被越权访问的完整时间线，并给出产品与流程层面的整改清单。

4/18Sat
  1. Lovable · Blog38

    Claude Opus 4.7 现已接入 Lovable

    Claude Opus 4.7 已接入 Lovable，Lovable 基准测试显示其日常任务效率明显提升。相比 Opus 4.6，它完成任务所需轮次减少 40%，token 用量减少 10–20%，速度提升 15%，性能得分高 2–3%。对开发者而言，这意味着更快的迭代和更少的来回返工。

    Awaiting translation

4/13Mon
  1. Lovable · Blog22

    如何在 Lovable 上构建安全、可扩展的业务

    Lovable 发布指南，教创始人用内置安全扫描器在发布时检查项目漏洞，并持续修复发现的问题。指南建议对登录流程、数据库、用户权限、支付集成和错误处理做针对性安全审查，并可通过 Aikido 集成做渗透测试。应对流量高峰时，可让智能体优化代码，并在 Cloud 高级设置中升级数据库实例规格。

    Awaiting translation

4/7Tue
  1. Augment Code · Blog38

    Augment Code 谈单模型工程时代终结：已接入 Gemini 3.1 Pro，与 Claude、GPT-5 并列

    Augment Code 本月新增 Gemini 3.1 Pro，成为其继 Claude、GPT-5 之后的第三个可选模型。作者认为模型、harness 与 orchestration 三层解耦后，切换模型只是改一个设置而非迁移，因此单模型押注已不再成立。文中提到 GPT-5.4 每消息价格比此前所用模型便宜约 2.6 倍，且过去十三个月里领先模型已三次易主。

    Awaiting translation

3/20Fri
  1. Lovable · Blog38

    Lovable 从建应用扩展到文档、表格、图片与视频生成

    Lovable 不再只构建全栈应用，其 AI 智能体现在能运行代码和 Python 脚本，直接分析文件与数据，并生成可下载的表格、PDF、幻灯片、Word 文档、图片和视频。它支持将 CSV、PDF 或截图转成可用的应用，也能生成营销报告、投资人 deck 和发票等专业文档，并导出为 PDF、PowerPoint、Excel、Word 或 CSV。

    Awaiting translation

3/11Wed
  1. Lovable · Blog36

    Lovable Workspace Knowledge 的 9 种团队用法

    Lovable 的 Workspace Knowledge 允许管理员定义持久化指令，自动应用到工作区内的每个项目，覆盖编码规范、测试要求、库偏好和架构边界。官方给出 9 种用法，包括强制 TypeScript strict 模式、统一使用 shadcn/ui、Zustand、Zod 与 Tailwind CSS，并默认执行 Bun 前端测试、Deno 后端测试和浏览器端到端验证。

    Awaiting translation

3/5Thu
  1. Lovable · Blog22

    Lovable 如何用不到一天搭建行业情报工具

    Lovable 的产品营销经理和解决方案架构师在不到一天内搭出一个竞争情报中心，无需工程师参与。该工具从 Slack 自动同步竞争信号并打标签，追踪竞品提及频率，还从通话记录和交易数据中自动关联赢单/输单分析。Lovable 同时发布了可用的起步模板。

    Awaiting translation

2/26Thu