diff --git a/README.i18n.yaml b/README.i18n.yaml
index 590995b989..7bf728a630 100644
--- a/README.i18n.yaml
+++ b/README.i18n.yaml
@@ -2,5 +2,5 @@
 # side as of the last confirmed-consistent state. Both languages carry equal authority;
 # after editing either side, bring the other along and re-record with:
 #   pnpm run verify-translation-pairing --write README.md
-README.md: 4f87a95ecd921748e5ac8b93884ffe1254cb3ddf
-README.zh.md: fee6e4ad1c08ac7a9b99e6d7479454e00cf431cf
+README.md: 169722e07c9505c457a0ab7dbdca4e22f1178c92
+README.zh.md: d67e21daa58d203c42eab5e01414e688f2c8d1d3
diff --git a/README.md b/README.md
index 4f87a95ecd..169722e07c 100644
--- a/README.md
+++ b/README.md
@@ -8,9 +8,11 @@ DeepSeek Harness is an open-source, plugin-native runtime for coding agents. Thi
 
 ## Before you begin, thank you
 
-Thank you for taking the time to try DeepSeek Harness. It is still in internal testing, and it is far from complete. It is nowhere near the product we want to ship. Some features are unfinished, and some parts are rough to use. Problems that show up in real use may lead us to rethink designs we have today.
+Thank you for taking the time to try DeepSeek Harness.
 
-We will keep working to get these parts right, and we want to hear what using it is actually like. Please tell us plainly where it fails. We also want to know what is confusing or gets in your way. If it does not help you, or makes your work harder, we have not done our job. The specific problems you run into and any suggestions you have will help us decide what to fix first. Thank you for spending time with it before it is ready, and for helping us make it better one step at a time.
+This version is for internal testing only. Overall, it is still far from complete and nowhere near what we want to deliver. Some features are unfinished, and some parts will feel rough. What we learn from real use may also lead us to rethink the designs we have today.
+
+We will keep working carefully on it, and we sincerely want direct feedback—especially about the moments when it fails, confuses you, or gets in your way. If it does not help you, or makes your work harder, please leave a message in our WeCom group and tell us plainly.
 
 > **Pre-release notice:** Package APIs, configuration, and persisted formats may change without compatibility shims until the first tagged release.
 
diff --git a/README.zh.md b/README.zh.md
index fee6e4ad1c..d67e21daa5 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -8,9 +8,11 @@ DeepSeek Harness 是一个面向 coding agent（智能体）的开源、插件
 
 ## 使用前，想先说声谢谢
 
-感谢你愿意花时间试用 DeepSeek Harness。它还在内测，整体完成度不高，也远没有达到我们想交付的样子。有些功能还没做完，有些地方用起来会很粗糙。真实使用中暴露出来的问题，也可能让我们推翻现在的设计。
+感谢你愿意花时间试用 DeepSeek Harness。
 
-我们会继续认真把这些地方做好，也希望你能把真实感受直接告诉我们。哪里失败了，哪里让你困惑或不好用，都请直说。如果它没有帮到你，反而给工作添了麻烦，那就是我们没有做好。你遇到的具体问题和任何建议，都会帮助我们判断接下来先改什么。谢谢你愿意在它还不成熟的时候花时间试用，也谢谢你愿意和我们一起把它一点点做好。
+目前版本仅供内测，整体完成度不高，也远没有达到我们想交付的样子。有些功能还没做完，有些地方用起来会很粗糙。真实使用中暴露出来的问题，也可能让我们推翻现在的设计。
+
+我们会继续认真打磨，也真诚希望听到直接的反馈——尤其是那些失败、困惑或不顺手的时刻。如果它没有帮到你，或者反而给工作添了麻烦，可以在企业微信群中留言，向我们反馈。
 
 > **预发布说明：** 在首个带标签的版本发布之前，包 API、配置和持久化格式可能直接变更，不提供兼容层。
 
diff --git a/scripts/snapshots/translation-prompt-v4/request-response.expected.json b/scripts/snapshots/translation-prompt-v4/request-response.expected.json
index af62bdcdc1..c1928b047d 100644
--- a/scripts/snapshots/translation-prompt-v4/request-response.expected.json
+++ b/scripts/snapshots/translation-prompt-v4/request-response.expected.json
@@ -8,11 +8,11 @@
       },
       {
         "role": "user",
-        "content": "# DeepSeek Harness\n\nEnglish | [中文](README.zh.md)\n\nDeepSeek Harness is an open-source, plugin-native runtime for coding agents. This repository ships both the composable SDK and `dsh`, a working agent assembled from the same packages.\n\n**Mission.** Build capable agent products without hard-wiring product choices into one loop. Models, tools, policy, storage, context, interfaces, and even the loop are [Cordis plugins](docs/architecture.md); the session log is the authoritative record from which model history, persistence, replay, queries, telemetry, and UIs derive.\n\n## Before you begin, thank you\n\nThank you for taking the time to try DeepSeek Harness. It is still in internal testing, and it is far from complete. It is nowhere near the product we want to ship. Some features are unfinished, and some parts are rough to use. Problems that show up in real use may lead us to rethink designs we have today.\n\nWe will keep working to get these parts right, and we want to hear what using it is actually like. Please tell us plainly where it fails. We also want to know what is confusing or gets in your way. If it does not help you, or makes your work harder, we have not done our job. The specific problems you run into and any suggestions you have will help us decide what to fix first. Thank you for spending time with it before it is ready, and for helping us make it better one step at a time.\n\n> **Pre-release notice:** Package APIs, configuration, and persisted formats may change without compatibility shims until the first tagged release.\n\n## Start in one command\n\n```sh\ncurl -fsSL https://raw.githubusercontent.com/deepseek-harness/deepseek-harness/master/scripts/install.sh | sh\n```\n\nThe installer requires `git` and Node `^22.19 || >=24`, offers to install `pnpm`, prompts for a DeepSeek API key, and launches the TUI in the current directory. It keeps managed checkouts under `~/.dsh/source`; run the same command again to update. [`scripts/install.sh`](scripts/install.sh) documents alternate locations and non-interactive options.\n\n## Choose a surface\n\n| Surface | Entry point |\n|---|---|\n| Full-screen TUI | `dsh` |\n| Browser UI | `pnpm run demo:web` from a source checkout, or `dsh web` from a built checkout |\n| One-shot headless task | `pnpm run demo:headless \"summarize this workspace\"`, or `dsh -p \"summarize this workspace\"` from a built checkout |\n| ACP automation server | `pnpm run demo:acp` from a source checkout |\n| Python / JSON-RPC SDK | [`python/`](python/README.md) with its bundled runtime |\n\nThe one-line installer launches the source-running TUI without a build. The `dsh web` and `dsh -p` entries additionally need the frontend and client bundles from `pnpm run build`; `pnpm run demo:web` performs that build itself. The TUI, Web, and headless entries use the invoking directory as the workspace. See the [`dsh` CLI contract](apps/cli/README.md) for configuration, resume, provider, and workspace details; the [examples](examples/README.md) show the thinner ACP, JSON-RPC, Code Mode, and self-referential compositions.\n\n## What ships\n\nCapabilities are selected by composition. The repository's shipped plugins cover:\n\n- **Coding:** filesystem read/write/edit and search, shell and persistent PTY execution, LSP navigation, web search/fetch, reusable skills, and model-written Code Mode programs.\n- **Orchestration:** subagents, background tasks, worker-thread workflows, same-session goals, plan state, todos, and user questions.\n- **Operations:** workspace sandboxing and approvals, session persistence/resume/fork/query, compaction and spill, projections, titles, and OpenTelemetry export.\n\nAnything visible to the model must be reconstructable from the session log. That makes alternate UIs, persistence backends, replay, and operational tooling consumers of one event stream instead of parallel sources of truth.\n\n## Extend the harness\n\nA swappable capability normally separates its interface, implementation, and consumer. Add or replace a provider behind a service such as `ctx.llm`, `ctx.fs`, `ctx.pty`, `ctx.web`, or `ctx.subagents`; register model-facing behavior through `ctx.tools`; attach policy and request shaping through typed events; compose the result in `cordis.yml` without forking the agent loop.\n\nStart with the [first-plugin guide](docs/user/develop/basic/index.md) and [extension cookbook](docs/cookbook/extension-cookbook.md). Use the [architecture](docs/architecture.md) for the system map, the generated [capability graph](docs/capability-seams.md) for current service relationships, and the [package map](packages/README.md) when you need ownership details.\n\n## Develop\n\n```sh\npnpm install\npnpm run demo:tui\n```\n\nSet `DEEPSEEK_API_KEY` in the environment or root `.env`. The [development guide](docs/development.md) owns setup and validation; read the [architecture](docs/architecture.md) before changing `packages/`, and follow [AGENTS.md](AGENTS.md) when working in this repository.\n\n## Community\n\nFollow <a href=\"https://x.com/Deepseekharness\">DeepSeek Harness on X</a> for project updates.\n\n## License\n\n[BSD 3-Clause](LICENSE)\n"
+        "content": "# DeepSeek Harness\n\nEnglish | [中文](README.zh.md)\n\nDeepSeek Harness is an open-source, plugin-native runtime for coding agents. This repository ships both the composable SDK and `dsh`, a working agent assembled from the same packages.\n\n**Mission.** Build capable agent products without hard-wiring product choices into one loop. Models, tools, policy, storage, context, interfaces, and even the loop are [Cordis plugins](docs/architecture.md); the session log is the authoritative record from which model history, persistence, replay, queries, telemetry, and UIs derive.\n\n## Before you begin, thank you\n\nThank you for taking the time to try DeepSeek Harness.\n\nThis version is for internal testing only. Overall, it is still far from complete and nowhere near what we want to deliver. Some features are unfinished, and some parts will feel rough. What we learn from real use may also lead us to rethink the designs we have today.\n\nWe will keep working carefully on it, and we sincerely want direct feedback—especially about the moments when it fails, confuses you, or gets in your way. If it does not help you, or makes your work harder, please leave a message in our WeCom group and tell us plainly.\n\n> **Pre-release notice:** Package APIs, configuration, and persisted formats may change without compatibility shims until the first tagged release.\n\n## Start in one command\n\n```sh\ncurl -fsSL https://raw.githubusercontent.com/deepseek-harness/deepseek-harness/master/scripts/install.sh | sh\n```\n\nThe installer requires `git` and Node `^22.19 || >=24`, offers to install `pnpm`, prompts for a DeepSeek API key, and launches the TUI in the current directory. It keeps managed checkouts under `~/.dsh/source`; run the same command again to update. [`scripts/install.sh`](scripts/install.sh) documents alternate locations and non-interactive options.\n\n## Choose a surface\n\n| Surface | Entry point |\n|---|---|\n| Full-screen TUI | `dsh` |\n| Browser UI | `pnpm run demo:web` from a source checkout, or `dsh web` from a built checkout |\n| One-shot headless task | `pnpm run demo:headless \"summarize this workspace\"`, or `dsh -p \"summarize this workspace\"` from a built checkout |\n| ACP automation server | `pnpm run demo:acp` from a source checkout |\n| Python / JSON-RPC SDK | [`python/`](python/README.md) with its bundled runtime |\n\nThe one-line installer launches the source-running TUI without a build. The `dsh web` and `dsh -p` entries additionally need the frontend and client bundles from `pnpm run build`; `pnpm run demo:web` performs that build itself. The TUI, Web, and headless entries use the invoking directory as the workspace. See the [`dsh` CLI contract](apps/cli/README.md) for configuration, resume, provider, and workspace details; the [examples](examples/README.md) show the thinner ACP, JSON-RPC, Code Mode, and self-referential compositions.\n\n## What ships\n\nCapabilities are selected by composition. The repository's shipped plugins cover:\n\n- **Coding:** filesystem read/write/edit and search, shell and persistent PTY execution, LSP navigation, web search/fetch, reusable skills, and model-written Code Mode programs.\n- **Orchestration:** subagents, background tasks, worker-thread workflows, same-session goals, plan state, todos, and user questions.\n- **Operations:** workspace sandboxing and approvals, session persistence/resume/fork/query, compaction and spill, projections, titles, and OpenTelemetry export.\n\nAnything visible to the model must be reconstructable from the session log. That makes alternate UIs, persistence backends, replay, and operational tooling consumers of one event stream instead of parallel sources of truth.\n\n## Extend the harness\n\nA swappable capability normally separates its interface, implementation, and consumer. Add or replace a provider behind a service such as `ctx.llm`, `ctx.fs`, `ctx.pty`, `ctx.web`, or `ctx.subagents`; register model-facing behavior through `ctx.tools`; attach policy and request shaping through typed events; compose the result in `cordis.yml` without forking the agent loop.\n\nStart with the [first-plugin guide](docs/user/develop/basic/index.md) and [extension cookbook](docs/cookbook/extension-cookbook.md). Use the [architecture](docs/architecture.md) for the system map, the generated [capability graph](docs/capability-seams.md) for current service relationships, and the [package map](packages/README.md) when you need ownership details.\n\n## Develop\n\n```sh\npnpm install\npnpm run demo:tui\n```\n\nSet `DEEPSEEK_API_KEY` in the environment or root `.env`. The [development guide](docs/development.md) owns setup and validation; read the [architecture](docs/architecture.md) before changing `packages/`, and follow [AGENTS.md](AGENTS.md) when working in this repository.\n\n## Community\n\nFollow <a href=\"https://x.com/Deepseekharness\">DeepSeek Harness on X</a> for project updates.\n\n## License\n\n[BSD 3-Clause](LICENSE)\n"
       },
       {
         "role": "assistant",
-        "content": "# DeepSeek Harness\n\n[English](README.md) | 中文\n\nDeepSeek Harness 是一个面向 coding agent（智能体）的开源、插件原生运行时。本仓库同时提供可组合的 SDK，以及由同一组包（package）组装而成、可直接运行的 agent `dsh`。\n\n**使命。** 构建能力强大的 agent 产品，而不把产品选择硬编码到单一循环中。模型、工具、策略、存储、上下文、接口，乃至循环本身，都是 [Cordis 插件](docs/architecture.md)；会话日志是权威记录，模型历史、持久化、回放、查询、遥测和 UI 均从中派生。\n\n## 使用前，想先说声谢谢\n\n感谢你愿意花时间试用 DeepSeek Harness。它还在内测，整体完成度不高，也远没有达到我们想交付的样子。有些功能还没做完，有些地方用起来会很粗糙。真实使用中暴露出来的问题，也可能让我们推翻现在的设计。\n\n我们会继续认真把这些地方做好，也希望你能把真实感受直接告诉我们。哪里失败了，哪里让你困惑或不好用，都请直说。如果它没有帮到你，反而给工作添了麻烦，那就是我们没有做好。你遇到的具体问题和任何建议，都会帮助我们判断接下来先改什么。谢谢你愿意在它还不成熟的时候花时间试用，也谢谢你愿意和我们一起把它一点点做好。\n\n> **预发布说明：** 在首个带标签的版本发布之前，包 API、配置和持久化格式可能直接变更，不提供兼容层。\n\n## 一条命令开始\n\n```sh\ncurl -fsSL https://raw.githubusercontent.com/deepseek-harness/deepseek-harness/master/scripts/install.sh | sh\n```\n\n安装器要求系统已安装 `git` 和 Node `^22.19 || >=24`，可代为安装 `pnpm`，会提示输入 DeepSeek API 密钥，并在当前目录启动 TUI。它把受管检出放在 `~/.dsh/source` 下；再次运行同一命令即可更新。其他安装位置和非交互选项见 [`scripts/install.sh`](scripts/install.sh)。\n\n## 选择使用方式\n\n| 使用方式 | 入口 |\n|---|---|\n| 全屏 TUI | `dsh` |\n| 浏览器 UI | 在源码检出中运行 `pnpm run demo:web`，或在已构建的检出中运行 `dsh web` |\n| 一次性无头任务 | 运行 `pnpm run demo:headless \"summarize this workspace\"`，或在已构建的检出中运行 `dsh -p \"summarize this workspace\"` |\n| ACP（Agent Client Protocol）自动化服务器 | 在源码检出中运行 `pnpm run demo:acp` |\n| Python / JSON-RPC SDK | [`python/`](python/README.md) 及其自带的运行时 |\n\n一行安装命令可直接启动从源码运行的 TUI，无需构建。`dsh web` 和 `dsh -p` 入口还需要先通过 `pnpm run build` 生成前端与客户端构建产物；`pnpm run demo:web` 会自行执行该构建。TUI、Web 和无头入口都把调用命令时的目录用作工作区。配置、会话恢复、提供方及工作区细节见 [`dsh` CLI（命令行界面）契约](apps/cli/README.md)；[示例](examples/README.md)展示了更精简的 ACP、JSON-RPC、Code Mode 和自指组合。\n\n## 当前提供的能力\n\n能力由组合决定。本仓库交付的插件涵盖：\n\n- **编程：** 文件系统读写、编辑与搜索，shell 和持久 PTY 执行，LSP 导航，Web 搜索与抓取，可复用 skill（技能），以及由模型编写的 Code Mode 程序。\n- **编排：** subagent、后台任务、工作线程工作流、同一会话内的目标、计划状态、待办事项，以及向用户提问。\n- **运维：** 工作区沙箱与审批、会话持久化／恢复／fork／查询、压缩（compaction）与 spill、投影、标题，以及 OpenTelemetry 导出。\n\n凡是模型可见的内容，都必须能从会话日志中重建。这样一来，不同 UI、持久化后端、回放和运维工具都成为同一事件流的消费方，而不是彼此并行的真源。\n\n## 扩展 harness\n\n一项可替换能力通常会将接口、实现和消费方彼此分离。你可以为 `ctx.llm`、`ctx.fs`、`ctx.pty`、`ctx.web` 或 `ctx.subagents` 等服务添加或替换提供方；通过 `ctx.tools` 注册面向模型的行为；通过类型化事件挂接策略和请求整形；再在 `cordis.yml` 中组合这些部分，无需 fork agent loop（智能体循环）。\n\n从[第一个插件指南](docs/user/develop/basic/index.md)和[扩展实操手册](docs/cookbook/extension-cookbook.md)开始。需要系统图时查看[架构](docs/architecture.md)，需要当前服务关系时查看生成的[能力图](docs/capability-seams.md)，需要所有权细节时查看[包图](packages/README.md)。\n\n## 开发\n\n```sh\npnpm install\npnpm run demo:tui\n```\n\n将 `DEEPSEEK_API_KEY` 设置在环境变量或根目录 `.env` 中。环境搭建和验证由[开发指南](docs/development.md)统一说明；修改 `packages/` 前请阅读[架构](docs/architecture.md)，在本仓库工作时请遵循 [AGENTS.md](AGENTS.md)。\n\n## 社区\n\n前往 <a href=\"https://wj.qq.com/s2/27234598/03eb/\">DeepSeek Harness 微信社区</a>关注项目动态。\n\n## 许可证\n\n[BSD 3-Clause](LICENSE)\n"
+        "content": "# DeepSeek Harness\n\n[English](README.md) | 中文\n\nDeepSeek Harness 是一个面向 coding agent（智能体）的开源、插件原生运行时。本仓库同时提供可组合的 SDK，以及由同一组包（package）组装而成、可直接运行的 agent `dsh`。\n\n**使命。** 构建能力强大的 agent 产品，而不把产品选择硬编码到单一循环中。模型、工具、策略、存储、上下文、接口，乃至循环本身，都是 [Cordis 插件](docs/architecture.md)；会话日志是权威记录，模型历史、持久化、回放、查询、遥测和 UI 均从中派生。\n\n## 使用前，想先说声谢谢\n\n感谢你愿意花时间试用 DeepSeek Harness。\n\n目前版本仅供内测，整体完成度不高，也远没有达到我们想交付的样子。有些功能还没做完，有些地方用起来会很粗糙。真实使用中暴露出来的问题，也可能让我们推翻现在的设计。\n\n我们会继续认真打磨，也真诚希望听到直接的反馈——尤其是那些失败、困惑或不顺手的时刻。如果它没有帮到你，或者反而给工作添了麻烦，可以在企业微信群中留言，向我们反馈。\n\n> **预发布说明：** 在首个带标签的版本发布之前，包 API、配置和持久化格式可能直接变更，不提供兼容层。\n\n## 一条命令开始\n\n```sh\ncurl -fsSL https://raw.githubusercontent.com/deepseek-harness/deepseek-harness/master/scripts/install.sh | sh\n```\n\n安装器要求系统已安装 `git` 和 Node `^22.19 || >=24`，可代为安装 `pnpm`，会提示输入 DeepSeek API 密钥，并在当前目录启动 TUI。它把受管检出放在 `~/.dsh/source` 下；再次运行同一命令即可更新。其他安装位置和非交互选项见 [`scripts/install.sh`](scripts/install.sh)。\n\n## 选择使用方式\n\n| 使用方式 | 入口 |\n|---|---|\n| 全屏 TUI | `dsh` |\n| 浏览器 UI | 在源码检出中运行 `pnpm run demo:web`，或在已构建的检出中运行 `dsh web` |\n| 一次性无头任务 | 运行 `pnpm run demo:headless \"summarize this workspace\"`，或在已构建的检出中运行 `dsh -p \"summarize this workspace\"` |\n| ACP（Agent Client Protocol）自动化服务器 | 在源码检出中运行 `pnpm run demo:acp` |\n| Python / JSON-RPC SDK | [`python/`](python/README.md) 及其自带的运行时 |\n\n一行安装命令可直接启动从源码运行的 TUI，无需构建。`dsh web` 和 `dsh -p` 入口还需要先通过 `pnpm run build` 生成前端与客户端构建产物；`pnpm run demo:web` 会自行执行该构建。TUI、Web 和无头入口都把调用命令时的目录用作工作区。配置、会话恢复、提供方及工作区细节见 [`dsh` CLI（命令行界面）契约](apps/cli/README.md)；[示例](examples/README.md)展示了更精简的 ACP、JSON-RPC、Code Mode 和自指组合。\n\n## 当前提供的能力\n\n能力由组合决定。本仓库交付的插件涵盖：\n\n- **编程：** 文件系统读写、编辑与搜索，shell 和持久 PTY 执行，LSP 导航，Web 搜索与抓取，可复用 skill（技能），以及由模型编写的 Code Mode 程序。\n- **编排：** subagent、后台任务、工作线程工作流、同一会话内的目标、计划状态、待办事项，以及向用户提问。\n- **运维：** 工作区沙箱与审批、会话持久化／恢复／fork／查询、压缩（compaction）与 spill、投影、标题，以及 OpenTelemetry 导出。\n\n凡是模型可见的内容，都必须能从会话日志中重建。这样一来，不同 UI、持久化后端、回放和运维工具都成为同一事件流的消费方，而不是彼此并行的真源。\n\n## 扩展 harness\n\n一项可替换能力通常会将接口、实现和消费方彼此分离。你可以为 `ctx.llm`、`ctx.fs`、`ctx.pty`、`ctx.web` 或 `ctx.subagents` 等服务添加或替换提供方；通过 `ctx.tools` 注册面向模型的行为；通过类型化事件挂接策略和请求整形；再在 `cordis.yml` 中组合这些部分，无需 fork agent loop（智能体循环）。\n\n从[第一个插件指南](docs/user/develop/basic/index.md)和[扩展实操手册](docs/cookbook/extension-cookbook.md)开始。需要系统图时查看[架构](docs/architecture.md)，需要当前服务关系时查看生成的[能力图](docs/capability-seams.md)，需要所有权细节时查看[包图](packages/README.md)。\n\n## 开发\n\n```sh\npnpm install\npnpm run demo:tui\n```\n\n将 `DEEPSEEK_API_KEY` 设置在环境变量或根目录 `.env` 中。环境搭建和验证由[开发指南](docs/development.md)统一说明；修改 `packages/` 前请阅读[架构](docs/architecture.md)，在本仓库工作时请遵循 [AGENTS.md](AGENTS.md)。\n\n## 社区\n\n前往 <a href=\"https://wj.qq.com/s2/27234598/03eb/\">DeepSeek Harness 微信社区</a>关注项目动态。\n\n## 许可证\n\n[BSD 3-Clause](LICENSE)\n"
       },
       {
         "role": "user",