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Agent 线上出过的错,怎么自动变成以后每次改动都要重跑的测试? 结合 Kitaru 的 Replay、Evaluator 和 Regression Suite,说明怎样把线上失败固定成可重放的 Agent 回归测试,并用工具策略与评测结果接入 CI。
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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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What Tau solves by splitting an AI agent into three layers Tau separates model adapters, the agent core, and the application so tools and frontends can work together without depending on each other.
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把 AI Agent 拆成三层,Tau 架构解决了什么 以 Tau 为例,说明模型适配、Agent 核心和应用层的职责,以及工具和前端如何在不互相依赖的情况下协作。
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A reliable agent might leave the code alone today GitHub Agentic Workflows jsweep checks whether a change is worthwhile and treats noop as valid, instead of forcing automation to produce a diff.
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一个靠谱的 Agent,今天可能不改代码 从 GitHub Agentic Workflows 的 jsweep 看 Agent 如何先判断有没有值得修改的目标,把 noop 作为正式结果,而不是为了自动化强行制造改动。
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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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Herdr turns the terminal into an agent runtime How Herdr manages existing coding-agent terminals with persistent sessions, blocked states, cross-machine control, and agent coordination.
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Herdr 不替换 Agent,它把终端做成运行时 拆解 Herdr 如何接管现有 Coding Agent 所在终端,提供持久会话、阻塞状态、跨机器控制和 Agent 协作,而不重写底层 Agent。
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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.