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DeepSeek 账号或填写 API Key，再选择本地文件夹作为工作区，不需要自己先启动 Web 服务。\n官方仓库最近也在密集补齐桌面端功能。最新的 dsh v0.1.7-rc.2 加入首次使用引导、快捷键管理和后台运行任务，还修复了 Windows 安装包启动和 macOS 窗口等问题。\n目前能找到的官方安装包只有 macOS Apple Silicon 和 Windows x64。Mac 版使用杭州深度求索的 Developer ID 签名，并已通过 Apple 公证。",1790306220000,null,"Fri Sep 25 2026 03:17:00 GMT+0000 (Coordinated Universal Time)",{"id":21,"title":22,"content":23,"publishTime":24,"important":9,"sourceName":10,"language":18,"dateString":25},194442,"DeepSeek Harness补上Browser Use和Computer Use：现在能操作网页，也能接管本机App","动察 Beating AI 快讯，DeepSeek Harness 最新的 v0.1.6-alpha.1 同时新增实验性 Browser Use 和 Computer Use。模型现在既能直接操作网页，也能查看并控制本地桌面。\nBrowser Use 支持 Playwright MCP、Chrome DevTools MCP 和 Stagehand，可以直接操作网页。Computer Use 则接入 Cua Driver，可找到具体 App 和窗口、获取当前界面截图，再根据界面元素或坐标执行点击和输入。官方提供 MCP 和原生两种 Computer Use 接入方式。\n两项能力目前都属于实验性功能，需要手动启用。Computer Use 还需要给实际运行它的应用授予屏幕读取和电脑操作权限。",1789470960000,"Tue Sep 15 2026 11:16:00 GMT+0000 (Coordinated Universal Time)",{"id":27,"title":28,"content":29,"publishTime":30,"important":9,"sourceName":31,"language":18,"dateString":32},199441,"DeepSeek Harness v0.2预览版正式发布","PANews 9月29日消息，DeepSeek Harness v0.2预览版正式发布，并提供开箱即用的macOS和Windows桌面端安装包。据介绍，新版本预置了面向日常办公和开发的常用功能，让常用能力开箱即用。同时，新增插件安装与管理页面，并提供更多灵活配置选项，方便按需扩展功能，打造更适合自己的智能产品。",1790684520000,"PANews","Tue Sep 29 2026 12:22:00 GMT+0000 (Coordinated Universal Time)",{"id":34,"title":35,"content":36,"publishTime":37,"important":9,"sourceName":10,"language":18,"dateString":38},192308,"DeepSeek开始模型和Agent一起训：V4.1 Flash为Harness专项优化","动察 Beating AI 快讯，DeepSeek Harness v0.1.5 发布。V4.1 Flash 在训练阶段就针对 Harness 做了专项训练和优化，覆盖标准、PTC 和极简三种模式。Harness 已经直接进入模型训练环节，不再只是模型发布后再接一个 Agent 外壳。\n新版还加入实验性的 Agent Teams。父子 Agent 可以双向通信，主 Agent 能给不同子 Agent 指定模型和推理强度；多个 Agent 还能共享任务、互相发消息，最后由主 Agent 汇总。\nV4.1 Flash 还有一个很特别的长任务优化：Agent 跑到一半修改系统提示词，也可以尽量保留已有 KV Cache。长任务不用因为前面的规则改了一点，就把后面大段上下文重新计算。\nWeb 端也加入文件上传和预览，支持 PDF、图片、代码等格式。插件可以往左右 Sidebar 和内容区接入自己的 UI，长会话的加载、恢复和内存占用也一起做了优化。",1789022580000,"Thu Sep 10 2026 06:43:00 GMT+0000 (Coordinated Universal Time)",{"id":40,"title":41,"content":42,"publishTime":43,"important":9,"sourceName":10,"language":18,"dateString":44},207552,"DeepSeek Harness底座Cordis有了Rust实现：DimAgent准备用它重构","动察 Beating AI 快讯，DimAgent 创始人 Han Cheng 开源插件运行时 Rutis，并表示接下来会用它支撑 DimAgent 的新架构。Rutis 用 Rust 重新实现了 Cordis 的核心设计，后者正是 DeepSeek Harness 使用的底层插件框架。\nDeepSeek Harness 用 Cordis 管理模型、工具、会话、Agent Loop 等组件。每个组件都可以做成插件，只声明自己需要和提供哪些服务，Cordis 负责启动、卸载、依赖变化和资源清理。\nRutis 把这套机制搬到了 Rust，同时支持 TypeScript、JavaScript 和 Python 插件。不同语言的插件可以互相调用，也可以分布在不同进程和机器上运行。现有 Cordis 插件也可以直接接入，不需要全部重写。",1791349620000,"Wed Oct 07 2026 05:07:00 GMT+0000 (Coordinated Universal Time)",{"id":46,"title":47,"content":48,"publishTime":49,"important":9,"sourceName":10,"language":18,"dateString":50},197319,"阶跃星辰开源Step Code：自测追平DeepSeek Harness，token更省","动察 Beating AI 快讯，阶跃星辰开源 AI 编程工具 Step Code v0.1.0，采用 MIT 许可证。它直接跑在终端里，可以读写代码、跑测试和执行开发任务，还支持 MCP、Agent Skills 和 Claude Code 插件。内置的 StepPage 可以一条命令把本地静态网站发布到线上。\nStep Code 主打少用 token。在阶跃自己的 Terminal-Bench 2.1 横评中，它完成 72\u002F89 个任务，得分 80.9%，与 DeepSeek Harness 并列最高，但 token 用量更低。\n阶跃自建的 Multi-Frame 长任务测试共有 150 道题，Step Code 完成 110 道，得分 73.3%，平均每题消耗 509 万 token，在对比的 6 款 harness 中同时拿到最高通过率和最低 token 用量。\n不过阶跃没有公布这轮横评具体用了哪个底层模型，也没有拆解这些 token 是怎么省下来的。官方只提到 Step Code 与 Step 系列模型一起针对 token 消耗做过调优。\n源码里也能看到不少「节流」设计：文件读取和命令输出会限长，搜索尽量缩小返回范围，长对话默认会压缩上下文，system prompt 也要求能直接调用工具就不要额外开 Agent。\n还有一套更激进的 contextProjection，可以裁掉旧工具输出、重复结果和历史 reasoning，不过默认关闭。\n综合来看，它的 token 优势来自模型和 harness 多处优化叠加。",1790133120000,"Wed Sep 23 2026 03:12:00 GMT+0000 (Coordinated Universal 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