diff --git a/README.i18n.yaml b/README.i18n.yaml
index 75f61c7f43..ce57fc83eb 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: fb956dce51838438fb508db7ea9ebdf9e0b3a50b
-README.zh.md: aa80b744465d7d253a54fffeead7262a1fdf69eb
+README.md: 8ecd0928ee630eeca1cb8ce8b9c59d19f6984969
+README.zh.md: 9ffb3b3086415550df4a0f776c7b91c94122dd97
diff --git a/README.md b/README.md
index fb956dce51..8ecd0928ee 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ cd deepseek-harness
 scripts/install.sh
 ```
 
-The installer requires `git` and Node `^22.19 || >=24`, offers to install `pnpm` when it is missing, and prompts for a DeepSeek API key.
+The installer requires `git` and Node `^22.19 || >=24`, offers to install `pnpm` when it is missing, prompts for a DeepSeek API key, then lets you launch the Web UI or TUI. Choosing Web UI builds the required repository artifacts first.
 
 The installer keeps every checkout under `~/.dsh/source`: the master clone at `~/.dsh/source/master` and each install's staging checkout as a git worktree `~/.dsh/source/staging-<timestamp>`. The stable symlink `~/.dsh/source/current` points at the active staging worktree, and `dsh` in `~/.local/bin` links to `current/bin/dsh`, so an upgrade repoints one symlink and the `dsh` on PATH never moves. Re-running the command adds a fresh staging worktree from an updated master and repoints `current` at it. See [`scripts/install.sh`](scripts/install.sh) for alternate install locations and other options.
 
@@ -32,14 +32,14 @@ The installer keeps every checkout under `~/.dsh/source`: the master clone at `~
 
 ### Web UI
 
-For the recommended local interface, build the active checkout after installation and after each update, then start the Web UI:
+For the recommended local interface, choose Web UI when the installer finishes. To start it later, or after updating the active checkout, build the repository and run:
 
 ```sh
 (cd ~/.dsh/source/current && pnpm run build)
 dsh web
 ```
 
-The full build produces the library and client bundles plus the frontend dist. The path above is the installer's default. If you set `DSH_SOURCE` or `DSH_CURRENT`, or reused an existing checkout, replace `~/.dsh/source/current` with that checkout path; see [`scripts/install.sh`](scripts/install.sh) for details. The Web UI is served at `http://127.0.0.1:3080` by default.
+The path above is the installer's default. If you set `DSH_SOURCE` or `DSH_CURRENT`, or reused an existing checkout, replace `~/.dsh/source/current` with that checkout path; see [`scripts/install.sh`](scripts/install.sh) for details. The Web UI is served at `http://127.0.0.1:3080` by default.
 
 ### TUI
 
diff --git a/README.zh.md b/README.zh.md
index aa80b74446..9ffb3b3086 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -24,7 +24,7 @@ cd deepseek-harness
 scripts/install.sh
 ```
 
-安装器要求系统已安装 `git` 和 Node `^22.19 || >=24`，缺少 `pnpm` 时可代为安装，并会提示输入 DeepSeek API 密钥。
+安装器要求系统已安装 `git` 和 Node `^22.19 || >=24`，缺少 `pnpm` 时可代为安装，并会提示输入 DeepSeek API 密钥，随后让你选择启动 Web UI 或 TUI。选择 Web UI 时，安装器会先构建所需的仓库产物。
 
 安装器会把所有检出都放在 `~/.dsh/source` 下：master 克隆位于 `~/.dsh/source/master`，每次安装的 staging 检出是一个 git worktree `~/.dsh/source/staging-<时间戳>`。稳定符号链接 `~/.dsh/source/current` 指向当前生效的 staging worktree，`~/.local/bin` 中的 `dsh` 链接到 `current/bin/dsh`，因此升级只需重指一个符号链接，PATH 上的 `dsh` 从不移动。再次运行该命令会基于更新后的 master 新增一个 staging worktree，并把 `current` 重指到它。其他安装位置和选项见 [`scripts/install.sh`](scripts/install.sh)。
 
@@ -32,14 +32,14 @@ scripts/install.sh
 
 ### Web UI
 
-推荐在本地使用 Web UI。安装完成后以及每次更新后，请先构建当前生效的检出，再启动 Web UI：
+推荐在本地使用 Web UI；安装结束时，选择 Web UI 即可。以后需要启动时，或更新当前生效的检出后，请构建仓库并运行：
 
 ```sh
 (cd ~/.dsh/source/current && pnpm run build)
 dsh web
 ```
 
-完整构建会生成库与客户端 bundle，以及前端 dist。上述路径是安装器的默认位置。如果你设置过 `DSH_SOURCE` 或 `DSH_CURRENT`，或者复用了已有检出，请把 `~/.dsh/source/current` 换成该检出路径；详情见 [`scripts/install.sh`](scripts/install.sh)。Web UI 默认通过 `http://127.0.0.1:3080` 提供服务。
+上述路径是安装器的默认位置。如果你设置过 `DSH_SOURCE` 或 `DSH_CURRENT`，或者复用了已有检出，请把 `~/.dsh/source/current` 换成该检出路径；详情见 [`scripts/install.sh`](scripts/install.sh)。Web UI 默认通过 `http://127.0.0.1:3080` 提供服务。
 
 ### TUI
 
diff --git a/apps/cli/src/app-cli-entry.ts b/apps/cli/src/app-cli-entry.ts
index 54ade122c7..218df73530 100644
--- a/apps/cli/src/app-cli-entry.ts
+++ b/apps/cli/src/app-cli-entry.ts
@@ -324,7 +324,7 @@ export class AppCLIEntry {
     try {
       return require.resolve('@deepseek-ai/dsh-frontend/dist/index.html')
     } catch {
-      throw new Error('dsh: frontend dist not built; run pnpm --filter @deepseek-ai/dsh-frontend build first')
+      throw new Error('dsh: frontend dist not built; run pnpm run build from the repository root first')
     }
   }
 }
diff --git a/apps/cli/tests/install-script.spec.ts b/apps/cli/tests/install-script.spec.ts
new file mode 100644
index 0000000000..8c25ff6891
--- /dev/null
+++ b/apps/cli/tests/install-script.spec.ts
@@ -0,0 +1,147 @@
+import { chmodSync, copyFileSync, mkdirSync, readFileSync, writeFileSync } from 'node:fs'
+import { mkdtemp, rm } from 'node:fs/promises'
+import { tmpdir } from 'node:os'
+import { join } from 'node:path'
+import { fileURLToPath } from 'node:url'
+import { execa } from 'execa'
+import { afterEach, describe, expect, it } from 'vitest'
+
+const installer = fileURLToPath(new URL('../../../scripts/install.sh', import.meta.url))
+const fixtures: string[] = []
+
+const PTY_DRIVER = String.raw`
+import errno, json, os, pty, select, signal, sys, time
+script, cwd, env_json, actions_json = sys.argv[1:]
+env = os.environ.copy()
+env.update(json.loads(env_json))
+actions = json.loads(actions_json)
+pid, fd = pty.fork()
+if pid == 0:
+    os.chdir(cwd)
+    os.execvpe("sh", ["sh", script], env)
+
+output = bytearray()
+action_index = 0
+deadline = time.monotonic() + 15
+status = None
+while time.monotonic() < deadline:
+    ready, _, _ = select.select([fd], [], [], 0.05)
+    if ready:
+        try:
+            chunk = os.read(fd, 65536)
+        except OSError as error:
+            if error.errno != errno.EIO:
+                raise
+            chunk = b""
+        output.extend(chunk)
+    while action_index < len(actions) and actions[action_index]["waitFor"].encode() in output:
+        os.write(fd, actions[action_index]["send"].encode())
+        action_index += 1
+    waited, candidate = os.waitpid(pid, os.WNOHANG)
+    if waited == pid:
+        status = candidate
+        break
+
+if status is None:
+    os.kill(pid, signal.SIGKILL)
+    _, status = os.waitpid(pid, 0)
+sys.stdout.buffer.write(output)
+if action_index != len(actions):
+    sys.stderr.write(f"completed {action_index}/{len(actions)} PTY actions\n")
+    sys.exit(124)
+sys.exit(os.waitstatus_to_exitcode(status))
+`
+
+interface Action {
+  readonly waitFor: string
+  readonly send: string
+}
+
+interface Fixture {
+  readonly binDirectory: string
+  readonly launchLog: string
+  readonly pnpmLog: string
+  readonly root: string
+  readonly script: string
+}
+
+afterEach(async () => {
+  await Promise.all(fixtures.splice(0).map(async (fixture) => { await rm(fixture, { force: true, recursive: true }) }))
+})
+
+function executable(path: string, content: string): void {
+  writeFileSync(path, content)
+  chmodSync(path, 0o755)
+}
+
+async function createFixture(): Promise<Fixture> {
+  const root = await mkdtemp(join(tmpdir(), 'dsh-install-'))
+  fixtures.push(root)
+  const scriptsDirectory = join(root, 'scripts')
+  const sourceBinDirectory = join(root, 'bin')
+  const fakeBinDirectory = join(root, 'fake-bin')
+  const binDirectory = join(root, 'path-bin')
+  for (const directory of [scriptsDirectory, sourceBinDirectory, fakeBinDirectory, binDirectory, join(root, 'home/.dsh')]) {
+    mkdirSync(directory, { recursive: true })
+  }
+  const script = join(scriptsDirectory, 'install.sh')
+  copyFileSync(installer, script)
+  const launchLog = join(root, 'launch.log')
+  const pnpmLog = join(root, 'pnpm.log')
+  executable(join(sourceBinDirectory, 'dsh'), '#!/bin/sh\nprintf \'%s\\n\' "$*" >"$DSH_TEST_LAUNCH_LOG"\n')
+  executable(join(fakeBinDirectory, 'pnpm'), `#!/bin/sh
+if [ "\${1:-}" = --version ]; then printf '11.7.0\\n'; exit 0; fi
+printf '%s\\n' "$*" >>"$DSH_TEST_PNPM_LOG"
+`)
+  writeFileSync(join(root, 'home/.dsh/.env'), 'DEEPSEEK_API_KEY=test\n')
+  return { binDirectory, launchLog, pnpmLog, root, script }
+}
+
+async function runInstaller(fixture: Fixture, actions: readonly Action[]): Promise<string> {
+  const result = await execa('python3', [
+    '-c',
+    PTY_DRIVER,
+    fixture.script,
+    fixture.root,
+    JSON.stringify({
+      DSH_BIN_DIR: fixture.binDirectory,
+      DSH_HOME: join(fixture.root, 'home/.dsh'),
+      DSH_TEST_LAUNCH_LOG: fixture.launchLog,
+      DSH_TEST_PNPM_LOG: fixture.pnpmLog,
+      HOME: join(fixture.root, 'home'),
+      PATH: `${join(fixture.root, 'fake-bin')}:${fixture.binDirectory}:${process.env.PATH ?? ''}`,
+    }),
+    JSON.stringify(actions),
+  ], { reject: false, stripFinalNewline: false, timeout: 20_000 })
+  expect(result.exitCode, result.stderr).toBe(0)
+  return result.stdout
+}
+
+describe.runIf(process.platform !== 'win32')('one-line installer interface choice', { timeout: 25_000 }, () => {
+  it('builds and launches the Web UI when the default choice is accepted', async () => {
+    const fixture = await createFixture()
+
+    const output = await runInstaller(fixture, [
+      { waitFor: 'Replace it?', send: '\n' },
+      { waitFor: 'Choose an interface [1/2]:', send: '\n' },
+    ])
+
+    expect(output).toContain('launching Web UI')
+    expect(readFileSync(fixture.pnpmLog, 'utf8')).toBe('install\nrun build\n')
+    expect(readFileSync(fixture.launchLog, 'utf8')).toBe('web\n')
+  })
+
+  it('rejects an unknown choice, then launches the TUI without building', async () => {
+    const fixture = await createFixture()
+
+    const output = await runInstaller(fixture, [
+      { waitFor: 'Replace it?', send: '\n' },
+      { waitFor: 'Choose an interface [1/2]:', send: 'terminal\n' },
+      { waitFor: 'choose 1 for Web UI or 2 for TUI', send: '2\n' },
+    ])
+
+    expect(output).toContain('launching TUI')
+    expect(readFileSync(fixture.pnpmLog, 'utf8')).toBe('install\n')
+    expect(readFileSync(fixture.launchLog, 'utf8')).toBe('\n')
+  })
+})
diff --git a/apps/web/tests/support.ts b/apps/web/tests/support.ts
index 4ccc18de9f..e42628c15b 100644
--- a/apps/web/tests/support.ts
+++ b/apps/web/tests/support.ts
@@ -35,7 +35,7 @@ export async function newEnglishPage(browser: Browser, height = 1000): Promise<P
 /** Fail loud on a stale checkout instead of testing yesterday's bundle. */
 export function requireDist(): void {
   if (!existsSync(DIST_INDEX)) {
-    throw new Error('web app dist not built — run `pnpm --filter @deepseek-ai/dsh-frontend build` (pnpm run test:web does this first)')
+    throw new Error('web app dist not built — run `pnpm run build` from the repository root (`pnpm run test:web` does this first)')
   }
 }
 
diff --git a/scripts/install.sh b/scripts/install.sh
index 41d5c749c1..0525da9e34 100755
--- a/scripts/install.sh
+++ b/scripts/install.sh
@@ -7,15 +7,16 @@
 # ~/.dsh/source/master), adds a per-install staging worktree at
 # ~/.dsh/source/staging-<timestamp> on branch dsh-staging/<timestamp>, checks
 # host dependencies (git, Node, pnpm) and offers to install a missing pnpm, runs
-# `pnpm install` (no build — the `bin/dsh` launcher runs the TypeScript source
-# through the repo's own tsx), points the stable `~/.dsh/source/current` symlink
+# `pnpm install`, points the stable `~/.dsh/source/current` symlink
 # at that staging worktree and symlinks `dsh` onto PATH at `current/bin/dsh`,
 # records your API credentials in the Harness home (`~/.dsh`) dsh reads at boot,
-# and drops you into `dsh`. Keeping every checkout under ~/.dsh/source keeps
-# successive upgrades in one place instead of scattered sibling clones, and lets
-# staging worktrees share the master clone's object store. The PATH symlink
-# resolves through `current`, so an upgrade repoints one stable symlink instead
-# of relinking PATH: the `dsh` on PATH never moves and can never dangle.
+# and lets you launch the Web UI or TUI. The Web choice builds the repository
+# artifacts first; the TUI runs directly from TypeScript source through the
+# repo's own tsx. Keeping every checkout under ~/.dsh/source keeps successive
+# upgrades in one place instead of scattered sibling clones, and lets staging
+# worktrees share the master clone's object store. The PATH symlink resolves through
+# `current`, so an upgrade repoints one stable symlink instead of relinking PATH:
+# the `dsh` on PATH never moves and can never dangle.
 #
 # When run from inside an existing checkout (e.g. `sh scripts/install.sh` rather
 # than `curl ... | sh`) it reuses that checkout in place and skips the
@@ -343,12 +344,33 @@ if [ "${SKIP_CREDS:-0}" != 1 ]; then
   fi
 fi
 
-# --- 6. launch -----------------------------------------------------------------
+# --- 6. choose and launch an interface -----------------------------------------
 step "Done"
 if [ "$HAS_TTY" = 1 ]; then
-  info "launching dsh — run 'dsh' anytime to start again"
-  exec "$DSH_BIN_DIR/dsh" </dev/tty
+  printf '    1) Web UI (recommended)\n'
+  printf '    2) TUI\n'
+  while :; do
+    LAUNCH_INTERFACE=$(ask "Choose an interface [1/2]:" 1)
+    case "$LAUNCH_INTERFACE" in
+      1|web|Web|WEB)
+        step "Building DeepSeek Harness for Web UI"
+        ( cd "$DSH_STAGING" && pnpm run build )
+        info "launching Web UI — run 'dsh web' anytime to start again"
+        exec "$DSH_BIN_DIR/dsh" web </dev/tty
+        ;;
+      2|tui|Tui|TUI)
+        info "launching TUI — run 'dsh' anytime to start again"
+        exec "$DSH_BIN_DIR/dsh" </dev/tty
+        ;;
+      *)
+        warn "choose 1 for Web UI or 2 for TUI"
+        ;;
+    esac
+  done
 else
-  info "install complete. Start it with:"
+  info "install complete. Build and start the Web UI with:"
+  printf '    (cd %s && pnpm run build)\n' "$DSH_STAGING"
+  printf '    %s web\n' "$DSH_BIN_DIR/dsh"
+  info "or start the TUI with:"
   printf '    %s\n' "$DSH_BIN_DIR/dsh"
 fi
diff --git a/scripts/snapshots/translation-prompt-v4/request-response.expected.json b/scripts/snapshots/translation-prompt-v4/request-response.expected.json
index d6aa4708ea..6b5062c0bd 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 (`dsh`) is an open-source coding agent built on the DeepSeek Harness SDK.\n\nIt uses an architecture where **everything is a plugin**.\n\n## Internal testing notice\n\n感谢您愿意拨冗试用 DeepSeek Harness。当前版本仍处于内部测试阶段，功能仍待完善，体验难免有些粗糙。\n\n“如切如磋，如琢如磨。” 产品的成长，离不开一次次真实的碰撞与坦诚的反馈。您在真实使用中发现的问题，也可能促使我们重新审视，甚至推翻已有的设计。\n\n为了帮助我们更准确地还原您真实使用中的问题，内测版本默认会上传所有 Session Log；如需关闭，可以设置环境变量 `DSH_TELEMETRY_DISABLED=1`。另外，如果您有任何反馈与建议，请在企业微信群中留言告诉我们。每一条反馈，都会帮助我们把它打磨得更好。\n\n## Install\n\nClone the repository, then run the installer:\n\n```sh\ngit clone <repo-url>\ncd deepseek-harness\nscripts/install.sh\n```\n\nThe installer requires `git` and Node `^22.19 || >=24`, offers to install `pnpm` when it is missing, and prompts for a DeepSeek API key.\n\nThe installer keeps every checkout under `~/.dsh/source`: the master clone at `~/.dsh/source/master` and each install's staging checkout as a git worktree `~/.dsh/source/staging-<timestamp>`. The stable symlink `~/.dsh/source/current` points at the active staging worktree, and `dsh` in `~/.local/bin` links to `current/bin/dsh`, so an upgrade repoints one symlink and the `dsh` on PATH never moves. Re-running the command adds a fresh staging worktree from an updated master and repoints `current` at it. See [`scripts/install.sh`](scripts/install.sh) for alternate install locations and other options.\n\n## Use DeepSeek Harness\n\n### Web UI\n\nFor the recommended local interface, build the active checkout after installation and after each update, then start the Web UI:\n\n```sh\n(cd ~/.dsh/source/current && pnpm run build)\ndsh web\n```\n\nThe full build produces the library and client bundles plus the frontend dist. The path above is the installer's default. If you set `DSH_SOURCE` or `DSH_CURRENT`, or reused an existing checkout, replace `~/.dsh/source/current` with that checkout path; see [`scripts/install.sh`](scripts/install.sh) for details. The Web UI is served at `http://127.0.0.1:3080` by default.\n\n### TUI\n\nStart the full-screen terminal interface:\n\n```sh\ndsh\n```\n\n### Headless\n\nRun one task, print the final answer, and exit:\n\n```sh\ndsh -p \"summarize this workspace\"\n```\n\n### Automation and SDKs\n\nFrom a source checkout with `DEEPSEEK_API_KEY` in the environment or its root `.env`, start the ACP automation server:\n\n```sh\npnpm run demo:acp\n```\n\nThe [Python SDK](python/README.md) drives a bundled JSON-RPC runtime. The [examples](examples/README.md) cover the runnable headless, ACP, JSON-RPC, Code Mode, and self-referential compositions.\n\n## Why DeepSeek Harness\n\nBuilt-in capabilities cover file reading, editing, and search; shell and persistent PTY execution; reusable skills; task tracking, goals, plans, todos, and background tasks; subagents and workflows; sandboxing and approvals; settings and credentials; persistent, resumable, forkable, and queryable sessions; LSP and web access; context compaction; and telemetry. Each composition selects the subset appropriate to its surface. The TUI and Web UI both include Plan Mode.\n\n- **Everything is a plugin.** Models, tools, policies, storage, context management, and interfaces are composable [Cordis plugins](docs/user/develop/basic/index.md), so deployments can extend or replace behavior without forking the agent loop. See the [architecture](docs/architecture.md) for the underlying design.\n- **Runs are reconstructable.** Anything visible to the model is logged in the authoritative session stream; persistence, resume/fork/query, replay, telemetry, and UIs derive from the same events. See the [session-log architecture](docs/architecture.md#session-log).\n- **Code Mode (opt-in).** It exposes a `run_code` tool and a generated TypeScript SDK; only program output re-enters model context. See [Code Mode](packages/core/tools/README.md#code-mode).\n- **Self-referential Cordis tools are opt-in.** They let the agent inspect its live runtime and mount or unmount plugins while it runs. See the [Cordis tools](packages/cordis/tool-cordis/README.md).\n\n## Community\n\nFollow <a href=\"https://x.com/Deepseekharness\">DeepSeek Harness on Twitter</a> for project updates.\n\n## Development\n\n```sh\npnpm install\npnpm run test:coverage\n```\n\nStart with the [development guide](docs/development.md) and read the [architecture](docs/architecture.md) before changing packages.\n\nFor agents, follow [AGENTS.md](AGENTS.md).\n\nDeepSeek Harness is currently in internal testing.\n\n## License\n\n[BSD 3-Clause](LICENSE)\n\nThird-party dependencies and their licenses are disclosed in [THIRD_PARTY_NOTICES.md](THIRD_PARTY_NOTICES.md).\n"
+        "content": "# DeepSeek Harness\n\nEnglish | [中文](README.zh.md)\n\nDeepSeek Harness (`dsh`) is an open-source coding agent built on the DeepSeek Harness SDK.\n\nIt uses an architecture where **everything is a plugin**.\n\n## Internal testing notice\n\n感谢您愿意拨冗试用 DeepSeek Harness。当前版本仍处于内部测试阶段，功能仍待完善，体验难免有些粗糙。\n\n“如切如磋，如琢如磨。” 产品的成长，离不开一次次真实的碰撞与坦诚的反馈。您在真实使用中发现的问题，也可能促使我们重新审视，甚至推翻已有的设计。\n\n为了帮助我们更准确地还原您真实使用中的问题，内测版本默认会上传所有 Session Log；如需关闭，可以设置环境变量 `DSH_TELEMETRY_DISABLED=1`。另外，如果您有任何反馈与建议，请在企业微信群中留言告诉我们。每一条反馈，都会帮助我们把它打磨得更好。\n\n## Install\n\nClone the repository, then run the installer:\n\n```sh\ngit clone <repo-url>\ncd deepseek-harness\nscripts/install.sh\n```\n\nThe installer requires `git` and Node `^22.19 || >=24`, offers to install `pnpm` when it is missing, prompts for a DeepSeek API key, then lets you launch the Web UI or TUI. Choosing Web UI builds the required repository artifacts first.\n\nThe installer keeps every checkout under `~/.dsh/source`: the master clone at `~/.dsh/source/master` and each install's staging checkout as a git worktree `~/.dsh/source/staging-<timestamp>`. The stable symlink `~/.dsh/source/current` points at the active staging worktree, and `dsh` in `~/.local/bin` links to `current/bin/dsh`, so an upgrade repoints one symlink and the `dsh` on PATH never moves. Re-running the command adds a fresh staging worktree from an updated master and repoints `current` at it. See [`scripts/install.sh`](scripts/install.sh) for alternate install locations and other options.\n\n## Use DeepSeek Harness\n\n### Web UI\n\nFor the recommended local interface, choose Web UI when the installer finishes. To start it later, or after updating the active checkout, build the repository and run:\n\n```sh\n(cd ~/.dsh/source/current && pnpm run build)\ndsh web\n```\n\nThe path above is the installer's default. If you set `DSH_SOURCE` or `DSH_CURRENT`, or reused an existing checkout, replace `~/.dsh/source/current` with that checkout path; see [`scripts/install.sh`](scripts/install.sh) for details. The Web UI is served at `http://127.0.0.1:3080` by default.\n\n### TUI\n\nStart the full-screen terminal interface:\n\n```sh\ndsh\n```\n\n### Headless\n\nRun one task, print the final answer, and exit:\n\n```sh\ndsh -p \"summarize this workspace\"\n```\n\n### Automation and SDKs\n\nFrom a source checkout with `DEEPSEEK_API_KEY` in the environment or its root `.env`, start the ACP automation server:\n\n```sh\npnpm run demo:acp\n```\n\nThe [Python SDK](python/README.md) drives a bundled JSON-RPC runtime. The [examples](examples/README.md) cover the runnable headless, ACP, JSON-RPC, Code Mode, and self-referential compositions.\n\n## Why DeepSeek Harness\n\nBuilt-in capabilities cover file reading, editing, and search; shell and persistent PTY execution; reusable skills; task tracking, goals, plans, todos, and background tasks; subagents and workflows; sandboxing and approvals; settings and credentials; persistent, resumable, forkable, and queryable sessions; LSP and web access; context compaction; and telemetry. Each composition selects the subset appropriate to its surface. The TUI and Web UI both include Plan Mode.\n\n- **Everything is a plugin.** Models, tools, policies, storage, context management, and interfaces are composable [Cordis plugins](docs/user/develop/basic/index.md), so deployments can extend or replace behavior without forking the agent loop. See the [architecture](docs/architecture.md) for the underlying design.\n- **Runs are reconstructable.** Anything visible to the model is logged in the authoritative session stream; persistence, resume/fork/query, replay, telemetry, and UIs derive from the same events. See the [session-log architecture](docs/architecture.md#session-log).\n- **Code Mode (opt-in).** It exposes a `run_code` tool and a generated TypeScript SDK; only program output re-enters model context. See [Code Mode](packages/core/tools/README.md#code-mode).\n- **Self-referential Cordis tools are opt-in.** They let the agent inspect its live runtime and mount or unmount plugins while it runs. See the [Cordis tools](packages/cordis/tool-cordis/README.md).\n\n## Community\n\nFollow <a href=\"https://x.com/Deepseekharness\">DeepSeek Harness on Twitter</a> for project updates.\n\n## Development\n\n```sh\npnpm install\npnpm run test:coverage\n```\n\nStart with the [development guide](docs/development.md) and read the [architecture](docs/architecture.md) before changing packages.\n\nFor agents, follow [AGENTS.md](AGENTS.md).\n\nDeepSeek Harness is currently in internal testing.\n\n## License\n\n[BSD 3-Clause](LICENSE)\n\nThird-party dependencies and their licenses are disclosed in [THIRD_PARTY_NOTICES.md](THIRD_PARTY_NOTICES.md).\n"
       },
       {
         "role": "assistant",
-        "content": "# DeepSeek Harness\n\n[English](README.md) | 中文\n\nDeepSeek Harness（`dsh`）是一款基于 DeepSeek Harness SDK 构建的开源 coding agent（编程智能体）。\n\n它采用了**一切皆插件**的架构。\n\n## 内测声明\n\n感谢您愿意拨冗试用 DeepSeek Harness。当前版本仍处于内部测试阶段，功能仍待完善，体验难免有些粗糙。\n\n“如切如磋，如琢如磨。” 产品的成长，离不开一次次真实的碰撞与坦诚的反馈。您在真实使用中发现的问题，也可能促使我们重新审视，甚至推翻已有的设计。\n\n为了帮助我们更准确地还原您真实使用中的问题，内测版本默认会上传所有 Session Log；如需关闭，可以设置环境变量 `DSH_TELEMETRY_DISABLED=1`。另外，如果您有任何反馈与建议，请在企业微信群中留言告诉我们。每一条反馈，都会帮助我们把它打磨得更好。\n\n## 安装\n\n克隆仓库，然后运行安装器：\n\n```sh\ngit clone <repo-url>\ncd deepseek-harness\nscripts/install.sh\n```\n\n安装器要求系统已安装 `git` 和 Node `^22.19 || >=24`，缺少 `pnpm` 时可代为安装，并会提示输入 DeepSeek API 密钥。\n\n安装器会把所有检出都放在 `~/.dsh/source` 下：master 克隆位于 `~/.dsh/source/master`，每次安装的 staging 检出是一个 git worktree `~/.dsh/source/staging-<时间戳>`。稳定符号链接 `~/.dsh/source/current` 指向当前生效的 staging worktree，`~/.local/bin` 中的 `dsh` 链接到 `current/bin/dsh`，因此升级只需重指一个符号链接，PATH 上的 `dsh` 从不移动。再次运行该命令会基于更新后的 master 新增一个 staging worktree，并把 `current` 重指到它。其他安装位置和选项见 [`scripts/install.sh`](scripts/install.sh)。\n\n## 使用 DeepSeek Harness\n\n### Web UI\n\n推荐在本地使用 Web UI。安装完成后以及每次更新后，请先构建当前生效的检出，再启动 Web UI：\n\n```sh\n(cd ~/.dsh/source/current && pnpm run build)\ndsh web\n```\n\n完整构建会生成库与客户端 bundle，以及前端 dist。上述路径是安装器的默认位置。如果你设置过 `DSH_SOURCE` 或 `DSH_CURRENT`，或者复用了已有检出，请把 `~/.dsh/source/current` 换成该检出路径；详情见 [`scripts/install.sh`](scripts/install.sh)。Web UI 默认通过 `http://127.0.0.1:3080` 提供服务。\n\n### TUI\n\n启动全屏终端界面：\n\n```sh\ndsh\n```\n\n### Headless\n\n运行一项任务，打印最终答案后退出：\n\n```sh\ndsh -p \"summarize this workspace\"\n```\n\n### 自动化与 SDK\n\n在源码检出中通过环境变量或根目录 `.env` 设置 `DEEPSEEK_API_KEY`，然后启动 ACP（Agent Client Protocol）自动化服务器：\n\n```sh\npnpm run demo:acp\n```\n\n[Python SDK](python/README.md) 驱动随附的 JSON-RPC 运行时。[示例](examples/README.md)涵盖可运行的 headless、ACP、JSON-RPC、Code Mode 和自指组合。\n\n## 为什么选择 DeepSeek Harness\n\n内置功能涵盖文件读取、编辑与搜索、shell 和持久 PTY 执行、可复用 skill（技能）、任务跟踪、目标、计划、待办事项与后台任务、subagent 与工作流、沙箱与审批、设置与凭据、可持久化、恢复、fork 与查询的会话、LSP 与 Web 访问、上下文压缩（context compaction），以及遥测。每个组合只选用适合其使用方式的能力子集。TUI 与 Web UI 均包含 Plan Mode。\n\n- **一切皆插件。** 模型、工具、策略、存储、上下文管理和界面均可组合为 [Cordis 插件](docs/user/develop/basic/index.md)，部署方无需 fork agent loop（智能体循环）即可扩展或替换行为。底层设计见[架构文档](docs/architecture.md)。\n- **运行可重建。** 凡是模型可见的内容，都会记录在权威会话流中；持久化、恢复／fork／查询、回放、遥测和 UI 均从同一组事件派生。参见[会话日志架构](docs/architecture.md#session-log)。\n- **Code Mode（需显式启用）。** 它会提供 `run_code` 工具和生成的 TypeScript SDK，只有程序输出会重新进入模型上下文。参见 [Code Mode](packages/core/tools/README.md#code-mode)。\n- **自指 Cordis 工具需显式启用。** 这些工具可让 agent 检查自身的实时运行时，并在运行中挂载或卸载插件。参见 [Cordis 工具](packages/cordis/tool-cordis/README.md)。\n\n## 社区\n\n扫描二维码，或打开 <a href=\"https://wj.qq.com/s2/27234598/03eb/\">DeepSeek Harness 微信社区申请页面</a> 申请加入。\n\n<p>\n  <img src=\"assets/community-wecom-survey.png\" alt=\"DeepSeek Harness 微信社区二维码\" width=\"240\">\n</p>\n\n## 开发\n\n```sh\npnpm install\npnpm run test:coverage\n```\n\n请先阅读[开发指南](docs/development.md)；修改包之前，请阅读[架构文档](docs/architecture.md)。\n\n面向 agent：遵循 [AGENTS.md](AGENTS.md)。\n\nDeepSeek Harness 目前处于内测阶段。\n\n## 许可证\n\n[BSD 3-Clause](LICENSE)\n\n第三方依赖及其许可证在 [THIRD_PARTY_NOTICES.md](THIRD_PARTY_NOTICES.md) 中披露。\n"
+        "content": "# DeepSeek Harness\n\n[English](README.md) | 中文\n\nDeepSeek Harness（`dsh`）是一款基于 DeepSeek Harness SDK 构建的开源 coding agent（编程智能体）。\n\n它采用了**一切皆插件**的架构。\n\n## 内测声明\n\n感谢您愿意拨冗试用 DeepSeek Harness。当前版本仍处于内部测试阶段，功能仍待完善，体验难免有些粗糙。\n\n“如切如磋，如琢如磨。” 产品的成长，离不开一次次真实的碰撞与坦诚的反馈。您在真实使用中发现的问题，也可能促使我们重新审视，甚至推翻已有的设计。\n\n为了帮助我们更准确地还原您真实使用中的问题，内测版本默认会上传所有 Session Log；如需关闭，可以设置环境变量 `DSH_TELEMETRY_DISABLED=1`。另外，如果您有任何反馈与建议，请在企业微信群中留言告诉我们。每一条反馈，都会帮助我们把它打磨得更好。\n\n## 安装\n\n克隆仓库，然后运行安装器：\n\n```sh\ngit clone <repo-url>\ncd deepseek-harness\nscripts/install.sh\n```\n\n安装器要求系统已安装 `git` 和 Node `^22.19 || >=24`，缺少 `pnpm` 时可代为安装，并会提示输入 DeepSeek API 密钥，随后让你选择启动 Web UI 或 TUI。选择 Web UI 时，安装器会先构建所需的仓库产物。\n\n安装器会把所有检出都放在 `~/.dsh/source` 下：master 克隆位于 `~/.dsh/source/master`，每次安装的 staging 检出是一个 git worktree `~/.dsh/source/staging-<时间戳>`。稳定符号链接 `~/.dsh/source/current` 指向当前生效的 staging worktree，`~/.local/bin` 中的 `dsh` 链接到 `current/bin/dsh`，因此升级只需重指一个符号链接，PATH 上的 `dsh` 从不移动。再次运行该命令会基于更新后的 master 新增一个 staging worktree，并把 `current` 重指到它。其他安装位置和选项见 [`scripts/install.sh`](scripts/install.sh)。\n\n## 使用 DeepSeek Harness\n\n### Web UI\n\n推荐在本地使用 Web UI；安装结束时，选择 Web UI 即可。以后需要启动时，或更新当前生效的检出后，请构建仓库并运行：\n\n```sh\n(cd ~/.dsh/source/current && pnpm run build)\ndsh web\n```\n\n上述路径是安装器的默认位置。如果你设置过 `DSH_SOURCE` 或 `DSH_CURRENT`，或者复用了已有检出，请把 `~/.dsh/source/current` 换成该检出路径；详情见 [`scripts/install.sh`](scripts/install.sh)。Web UI 默认通过 `http://127.0.0.1:3080` 提供服务。\n\n### TUI\n\n启动全屏终端界面：\n\n```sh\ndsh\n```\n\n### Headless\n\n运行一项任务，打印最终答案后退出：\n\n```sh\ndsh -p \"summarize this workspace\"\n```\n\n### 自动化与 SDK\n\n在源码检出中通过环境变量或根目录 `.env` 设置 `DEEPSEEK_API_KEY`，然后启动 ACP（Agent Client Protocol）自动化服务器：\n\n```sh\npnpm run demo:acp\n```\n\n[Python SDK](python/README.md) 驱动随附的 JSON-RPC 运行时。[示例](examples/README.md)涵盖可运行的 headless、ACP、JSON-RPC、Code Mode 和自指组合。\n\n## 为什么选择 DeepSeek Harness\n\n内置功能涵盖文件读取、编辑与搜索、shell 和持久 PTY 执行、可复用 skill（技能）、任务跟踪、目标、计划、待办事项与后台任务、subagent 与工作流、沙箱与审批、设置与凭据、可持久化、恢复、fork 与查询的会话、LSP 与 Web 访问、上下文压缩（context compaction），以及遥测。每个组合只选用适合其使用方式的能力子集。TUI 与 Web UI 均包含 Plan Mode。\n\n- **一切皆插件。** 模型、工具、策略、存储、上下文管理和界面均可组合为 [Cordis 插件](docs/user/develop/basic/index.md)，部署方无需 fork agent loop（智能体循环）即可扩展或替换行为。底层设计见[架构文档](docs/architecture.md)。\n- **运行可重建。** 凡是模型可见的内容，都会记录在权威会话流中；持久化、恢复／fork／查询、回放、遥测和 UI 均从同一组事件派生。参见[会话日志架构](docs/architecture.md#session-log)。\n- **Code Mode（需显式启用）。** 它会提供 `run_code` 工具和生成的 TypeScript SDK，只有程序输出会重新进入模型上下文。参见 [Code Mode](packages/core/tools/README.md#code-mode)。\n- **自指 Cordis 工具需显式启用。** 这些工具可让 agent 检查自身的实时运行时，并在运行中挂载或卸载插件。参见 [Cordis 工具](packages/cordis/tool-cordis/README.md)。\n\n## 社区\n\n扫描二维码，或打开 <a href=\"https://wj.qq.com/s2/27234598/03eb/\">DeepSeek Harness 微信社区申请页面</a> 申请加入。\n\n<p>\n  <img src=\"assets/community-wecom-survey.png\" alt=\"DeepSeek Harness 微信社区二维码\" width=\"240\">\n</p>\n\n## 开发\n\n```sh\npnpm install\npnpm run test:coverage\n```\n\n请先阅读[开发指南](docs/development.md)；修改包之前，请阅读[架构文档](docs/architecture.md)。\n\n面向 agent：遵循 [AGENTS.md](AGENTS.md)。\n\nDeepSeek Harness 目前处于内测阶段。\n\n## 许可证\n\n[BSD 3-Clause](LICENSE)\n\n第三方依赖及其许可证在 [THIRD_PARTY_NOTICES.md](THIRD_PARTY_NOTICES.md) 中披露。\n"
       },
       {
         "role": "user",