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#Cursor

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10/5Mon
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9/23Wed
  1. 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.

9/22Tue
9/21Mon
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.

9/10Thu
  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
9/2Wed
  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

8/25Tue
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.

8/11Tue
8/5Wed
  1. 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.

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

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

2/26Thu
2/5Thu
  1. Hacker News · AI Code Review 讨论42

    Qodo 发布 AI 代码审查基准 1.0:100 个 PR、580 个问题

    Qodo 研究团队发布 AI 代码审查基准 1.0,向真实已合并 PR 注入缺陷,用 100 个 PR、580 个问题同时评测代码正确性与最佳实践合规性。在对比 Qodo 模型与 7 家主流 AI 代码审查平台的评测中,Qodo 以 60.1% 的 F1 分数领先,基准及评测结果已在 GitHub 公开。

    Awaiting translation