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项目与实践
筛选文章 项目与实践
项目与实践
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OpenCloak：发给 AI 之前，先在本地把个人信息换成假值 OpenCloak 在本地把姓名、邮箱等敏感字段替换成稳定假值，模型响应回来后再恢复，减少个人信息直接发送给 AI 服务。
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Splash: a local LLM inference stack built for each model Splash combines model packages, kernels, memory planning, and compatible local APIs into a model-specific inference stack for coding agents.
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Splash：把本地 LLM 推理栈按模型重做 Splash 把模型包、Kernel、内存计划和本地兼容 API 组合成按模型定制的推理栈，面向 Coding Agent 的本机模型运行。
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Foreman: an independent supervisor for coding agents How Foreman separates a coding agent from supervision, using runtime evidence, Jev judgments, and deterministic policy to continue, verify, stop, or escalate.
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Foreman：给 Coding Agent 加一个独立监工 拆解 Foreman 如何把 Coding Agent 的执行循环与独立监督分开，用运行证据、Jev 判断和确定性 policy 决定继续、验证、停止或交给人工。
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Skills Manager: sync one skill to multiple coding agents Skills Manager distributes a local skill library to Claude Code, Codex, Cursor, and Gemini CLI while managing version and configuration consistency.
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Skills Manager：把一份 Skill 同步给多个 Coding Agent 介绍 Skills Manager 如何用本地 Skill Library 统一分发到 Claude Code、Codex、Cursor 和 Gemini CLI，并处理版本与配置一致性。
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HyperFrames makes video a buildable HTML project How HyperFrames gives agent-generated video an inspectable workflow of HTML, animation, assets, lint, preview, and rendering.
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HyperFrames：把视频做成可构建的 HTML 工程 介绍 HyperFrames 如何把 Agent 生成视频拆成 HTML、动画、素材、lint、preview 和 render 可检查流程，让视频生产进入工程循环。
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RTK: filter shell output before it reaches a coding agent RTK filters test, Git, search, and build noise before command output enters model context, applying context engineering at the tool-output boundary.
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RTK：Coding Agent 不该把整段 Shell 输出塞进上下文 介绍 RTK 如何在命令输出进入模型上下文前过滤测试、Git、搜索和构建噪声，把 Context Engineering 做到工具输出边界。
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OpenCompany: version-controlled agent configuration OpenCompany uses company.toml, agent teams, and human sign-off to put organizational structure and agent configuration into version-controlled files.