fix(web): 多 task 草稿自动保存后继续推进下一 task

useWorkbenchAiApplicationPreviewFlow 在自动保存草稿分支透传 onApplicationActionCompleted，确保草稿/提交完成后仍能按 remaining tasks 推进，修复多 task 报销场景后续步骤不启动。更新 application-context-submit/intent-planner-model 测试，补充 bug 日志与开发日志。
chore: 忽略 .zcode 本地目录并更新规则表与开发日志
2026-06-29 20:17:36 +08:00 · 2026-06-26 22:42:46 +08:00 · 2026-06-26 22:42:29 +08:00 · 2026-06-26 22:42:23 +08:00 · 2026-06-26 22:42:00 +08:00 · 2026-06-26 22:41:40 +08:00
78 changed files with 5069 additions and 844 deletions
--- a/.gitignore
+++ b/.gitignore
@@ -35,6 +35,7 @@ test-results/
 .codex-remote-attachments/
 tmp-*.png
 tmp/
+.zcode/
 .nezha/
 .omo/
 .env
--- a/document/development/2026-06-25/dev-logs/bugs/ai-approval-followup-context.md
+++ b/document/development/2026-06-25/dev-logs/bugs/ai-approval-followup-context.md
@@ -0,0 +1,12 @@
+# AI 工作台审核单二轮审核命令丢失候选上下文
+
+日期：2026-06-25
+文档路径：document/development/2026-06-25/dev-logs/bugs/ai-approval-followup-context.md
+
+## 修复记录
+- 16:24：记录 bug 修复：AI 工作台审核单二轮审核命令丢失候选上下文。（bug-log:8a2ae6eb）
+  - Git 提交检查：fetch 失败：fatal: unable to access 'https://www.caoxiaozhu.com:13002/YG-Soft/X-Financial.git/': LibreSSL SSL_connect: SSL_ERROR_SYSCALL in connection to www.caoxiaozhu.com:13002；upstream `origin/main`；upstream 新提交：未发现；本地 ahead 提交：8a2ae6eb (HEAD -> main) fix(server): gate_classify 复用 _classify_irrelevant_input 修复 off_topic 误杀；992cf71f refactor(server): Phase 1 图拓扑重构 - LangGraph 成为唯一编排者；54356ba8 refactor(server): scene 注册表骨架 + 统一门控管道设计文档；e9d7c56d feat(server): 会话上下文保留（LLM 历史 + 确定性兜底双保险）。
+  - 修改：`workbenchAiCommandIntentModel.js` 新增待审单据候选上下文解析与二轮审批命令提示；`useWorkbenchAiCommandIntents.js` 在 `query_candidates` 前优先复用上一轮待审候选；`workbench-ai-command-intent-model.test.mjs` 覆盖“我有哪些审核单”后继续说“审核通过”的候选承接。
+  - 操作：按 TDD 先补失败用例，再实现最小修复；执行 `tools/agent-change-log/update_change_log.py --kind bug` 创建当天 bug 记录，并手动补全真实修复细节。
+  - 验证：`node --test web/tests/workbench-ai-command-intent-model.test.mjs` 通过；`node --test web/tests/workbench-ai-command-intent-model.test.mjs web/tests/workbench-intent-frame-model.test.mjs web/tests/ai-document-query-model.test.mjs` 通过，31 项前端相关测试全部通过。
+  - 影响：用户在 AI 工作台先查询待审/审核单后，再说“请帮我审核通过”或类似审批命令时，系统会接上刚才候选并要求进入详情确认，不会把二轮命令当成孤立查询或静默失智；仍保留高风险审批动作不直接执行的安全边界。
--- a/document/development/2026-06-25/dev-logs/bugs/ai-enterprise-orb-frame.md
+++ b/document/development/2026-06-25/dev-logs/bugs/ai-enterprise-orb-frame.md
@@ -0,0 +1,12 @@
+# AI模式企业主题光球出现矩形闪动边框
+
+日期：2026-06-25
+文档路径：document/development/2026-06-25/dev-logs/bugs/ai-enterprise-orb-frame.md
+
+## 修复记录
+- 15:02：记录 bug 修复：AI模式企业主题光球出现矩形闪动边框。（bug-log:2ebc2756）
+  - Git 提交检查：15:01 执行 `git fetch --all --prune` 成功；upstream `origin/main`；upstream 新提交：未发现；本地 ahead 提交：未发现。
+  - 修改：`personal-workbench-ai-mode.css`，把企业主题下 `.workbench-ai-orb` 从白底圆角矩形容器改回透明圆形承载，移除边框与阴影；`settings-theme-section.test.mjs` 增加断言锁定 `border: 0`、`border-radius: 50%`、`background: transparent`、`box-shadow: none`。
+  - 操作：复现时确认企业主题覆盖块把光球容器设置为 `border-radius: 18px`、白底、阴影，导致 GIF 光球外层出现明显闪动方框；修复后用浏览器读取已加载 CSSOM，确认企业主题规则已变为透明圆形版本。
+  - 验证：`node web/tests/settings-theme-section.test.mjs`、`node web/tests/settings-llm-section.test.mjs`、`node web/tests/settings-rendering-section.test.mjs`、`git diff --check`、`npm --prefix web run build` 均通过；本地工作台页面可加载，光球元素存在，页面无 error，浏览器 CSSOM 中企业主题光球规则为 `border: 0px`、`border-radius: 50%`、`background: transparent`、`box-shadow: none`。
+  - 影响：企业沉稳主题下 AI 模式欢迎区光球不再显示矩形闪动边框，动感/专业智能主题保持原有光球表现。
--- a/document/development/2026-06-25/dev-logs/bugs/application-detail-edit-returned-draft.md
+++ b/document/development/2026-06-25/dev-logs/bugs/application-detail-edit-returned-draft.md
@@ -0,0 +1,27 @@
+# 申请详情退回/草稿状态修改申请卡壳
+
+日期：2026-06-25
+文档路径：document/development/2026-06-25/dev-logs/bugs/application-detail-edit-returned-draft.md
+
+## 修复记录
+- 16:40：记录 bug 修复：申请详情退回/草稿状态修改申请卡壳。（bug-log:8a2ae6eb）
+  - Git 提交检查：fetch 失败：fatal: unable to access 'https://www.caoxiaozhu.com:13002/YG-Soft/X-Financial.git/': LibreSSL SSL_connect: SSL_ERROR_SYSCALL in connection to www.caoxiaozhu.com:13002；upstream `origin/main`；upstream 新提交：未发现；本地 ahead 提交：8a2ae6eb (HEAD -> main) fix(server): gate_classify 复用 _classify_irrelevant_input 修复 off_topic 误杀；992cf71f refactor(server): Phase 1 图拓扑重构 - LangGraph 成为唯一编排者；54356ba8 refactor(server): scene 注册表骨架 + 统一门控管道设计文档；e9d7c56d feat(server): 会话上下文保留（LLM 历史 + 确定性兜底双保险）。
+  - 修改：`travelRequestDetailSetup.js` 和 `TravelRequestDetailView.vue` 将“修改申请”入口从仅退回态放宽为申请单草稿/退回归一后的可编辑态，仍要求当前用户是申请人；打开助手时补齐原申请 `draftPayload`、`applicationEditMode` 和可编辑字段白名单。
+  - 修改：`useAppShell.js`、`AppShellRouteView.vue`、`TravelReimbursementCreateView.js`、`useTravelReimbursementCreateViewLifecycle.js` 贯通 `initialDraftPayload`，让申请详情带出的核对表首条消息保留原 `claim_id`，保存草稿/直接提交时走已有 `application_edit_claim_id` 更新链路，不再新建或卡在无上下文状态。
+  - 修改：`expenseApplicationPreview.js` 支持 `editableFields`，在修改申请场景只开放事由、时间、地点、出行方式；`aiApplicationPreviewActions.js` 将白名单写入 `application_editable_fields`，便于后续服务端字段级约束。
+  - 操作：manual 触发 `tools/agent-change-log/update_change_log.py --kind bug` 生成日志后补充真实修复记录；未修改后端接口逻辑，因为 `user_agent_application.py` 已允许 `draft/returned/supplement` 申请按 `application_edit_claim_id` 更新。
+  - 验证：`node --test web/tests/travel-request-detail-risk-advice.test.mjs` 通过；`node --test --test-name-pattern "application edit prefill opens assistant without auto submit" web/tests/app-shell-financial-assistant-entry.test.mjs` 通过；`node --test --test-name-pattern "application edit preview only allows reason time location and transport changes" web/tests/expense-application-fast-preview.test.mjs` 通过；`node web/tests/ai-application-preview-actions.test.mjs` 通过；`git diff --check` 通过；`npm --prefix web run build` 通过。全量跑 `app-shell-financial-assistant-entry.test.mjs` 与 `expense-application-fast-preview.test.mjs` 时仍有既有结构断言漂移，失败点与本次修改无关。
+  - 影响：用户在申请详情里看到草稿和退回申请都能继续修改；修改面被限制在事由、时间、地点、出行方式，其他职级、负责人、费用标准和金额仍由原单或规则测算带入。
+- 16:51：补充修复：取消底部“修改申请”按钮，改为申请详情格子内联铅笔编辑。
+  - Git 提交检查：fetch 仍失败：fatal: unable to access 'https://www.caoxiaozhu.com:13002/YG-Soft/X-Financial.git/': LibreSSL SSL_connect: SSL_ERROR_SYSCALL in connection to www.caoxiaozhu.com:13002；upstream `origin/main`；upstream 新提交：未发现；本地 ahead 提交仍为 8a2ae6eb、992cf71f、54356ba8、e9d7c56d。
+  - 修改：`TravelRequestDetailView.vue` 移除底部“修改申请”按钮，在申请详情事实格子的值旁显示小铅笔；点击后根据字段类型切换为日期框、下拉框或文本输入，并提供保存/取消按钮。
+  - 修改：`travelRequestDetailSetup.js` 新增 `applicationDetailEditor` 状态、`canEditApplicationDetailItem`、`openApplicationDetailEditor`、`saveApplicationDetailEdit` 等内联编辑流程；保存时复用 `runAiApplicationPreviewAction` 的 `save_draft` 路径和 `application_edit_claim_id`，保持更新原申请单。
+  - 修改：`travel-request-detail-view.css` 收窄申请详情标签选择器，避免内联编辑内部 `span` 被误当字段名，并补充铅笔、确认、取消、编辑控件样式。
+  - 验证：先运行新增目标断言失败，确认旧按钮仍存在；实现后 `node --test --test-name-pattern "draft or returned application detail edits allowed facts inline" web/tests/travel-request-detail-risk-advice.test.mjs` 通过；`node --test web/tests/travel-request-detail-risk-advice.test.mjs` 62 条通过；`node web/tests/ai-application-preview-actions.test.mjs` 通过；`git diff --check` 通过；`npm --prefix web run build` 通过。本地 `http://[::1]:5173/app/documents` 可达但跳转登录页，因无登录态未继续真实详情点击。
+  - 影响：草稿/退回申请不再需要先打开 AI 助手才能改，用户可以直接在详情表格中改事由、时间、地点、出行方式；其它字段仍不可编辑，由原单或规则测算带入。
+- 17:02：补充修复：详情页因残留 `handleModifyApplication` 返回项导致 setup 阶段崩溃。
+  - Git 提交检查：fetch 仍失败：fatal: unable to access 'https://www.caoxiaozhu.com:13002/YG-Soft/X-Financial.git/': LibreSSL SSL_connect: SSL_ERROR_SYSCALL in connection to www.caoxiaozhu.com:13002；upstream `origin/main`；upstream 新提交：未发现；本地 ahead 提交仍为 8a2ae6eb、992cf71f、54356ba8、e9d7c56d。
+  - 修改：`travelRequestDetailSetup.js` 删除 return 对象里已经不存在的 `handleModifyApplication`，避免详情页初始化时抛 `ReferenceError`。
+  - 修改：`travel-request-detail-risk-advice.test.mjs` 为内联编辑回归用例增加 `handleModifyApplication` 不得残留的断言；先运行目标用例确认失败，再删除残留返回项后确认转绿。
+  - 验证：`node --test --test-name-pattern "draft or returned application detail edits allowed facts inline" web/tests/travel-request-detail-risk-advice.test.mjs` 先失败后通过；`node --test web/tests/travel-request-detail-risk-advice.test.mjs` 62 条通过；`node web/tests/ai-application-preview-actions.test.mjs` 通过；`git diff --check` 通过；`npm --prefix web run build` 通过。真实本地 `[::1]:5173` 以管理员打开 `AG2YUJ9FB` 详情页无控制台错误；切换申请人 `caoxiaozhu@xf.com` 后同页可见 `申请详情` 和单号，铅笔按钮 5 个，点击后出现 1 个编辑控件，取消后无保存副作用。
+  - 影响：申请/报销详情页 setup 不再因为旧按钮处理函数缺失而白屏，内联铅笔编辑入口保留。
--- a/document/development/2026-06-25/feature/chat-ui-saas-styling/CONCEPT.md
+++ b/document/development/2026-06-25/feature/chat-ui-saas-styling/CONCEPT.md
@@ -0,0 +1,31 @@
+# AI 对话 UI 样式重构与 SaaS 化设计方案
+
+为了让 X-Financial AI 助手的对话界面展现更专业的金融与 SaaS 企业化视觉，我们对前端全局的 Markdown 渲染样式进行了重构。
+
+## 设计目标
+- **中性色打底**：对话块背景、边框移除饱和偏色，统一采用 Slate/Neutral 冷灰色调（如 `#f8fafc` 和 `#cbd5e1`）。
+- **降低色彩冗余**：将非必须的高亮蓝色改为中性灰色，各单据卡片仅在状态字样与极淡头部透明底中体现状态点缀，避免彩色杂乱堆积。
+- **界面扁平微阴影**：移除带有斜向彩色发光的阴影与复杂的背景图案，采用 1px 实线描边配合微阴影，契合 Stripe, Jira 等现代 SaaS 产品规范。
+
+## 详细参数定义
+- **引用块 (`blockquote` / `.ai-html-callout`)**：
+  - 边框：`3px solid #cbd5e1`
+  - 背景：`#f8fafc`
+  - 文字：`#334155`
+- **信息网格 (`.ai-html-focus-grid`)**：
+  - 边框：`3px solid #cbd5e1`
+  - 标题颜色：`#475569` (Slate-600)
+- **单据卡片 (`.ai-document-card`)**：
+  - 描边：`1px solid #e2e8f0`
+  - 投影：`0 1px 2px 0 rgba(15, 23, 42, 0.05)`
+  - 头部默认背景：`rgba(241, 245, 249, 0.5)`
+  - 状态点缀色：
+    - `is-success` (Teal-700): `#0f766e`
+    - `is-warning` (Amber-700): `#b45309`
+    - `is-danger` (Red-700): `#b91c1c`
+    - is-pending (Blue-600): `#2563eb`
+
+## 消息排版格式规范
+- **限制 Alert 引用块为单条**：在警示/阻塞状态下，只允许包含一条 `>` 引用块用作 Alert 提示。
+- **列表扁平化**：发起前核对结果等普通多维状态信息，一律不使用 `>` 引用块，合并为标准的无序列表展示，保持界面视觉扁平、整洁。
+- **常规表单数据平铺**：时间、单据编号等字段，均采用扁平加粗文本平铺，不再触发 focus-grid 等具有边框线的额外容器。
--- a/document/development/2026-06-25/feature/chat-ui-saas-styling/TODO.md
+++ b/document/development/2026-06-25/feature/chat-ui-saas-styling/TODO.md
@@ -0,0 +1,9 @@
+# 任务计划 (SaaS 风格视觉优化)
+
+- [x] 优化全局 `blockquote` 与 `.ai-html-callout` 的色彩饱和度，改用 Slate 灰蓝色系打底。
+- [x] 优化 `.ai-html-focus-grid` 信息网格与竖线的亮蓝色调。
+- [x] 移除单据卡片上的 `ai-document-card-bg.png` 渐变背景图。
+- [x] 扁平化单据卡片的描边与中性阴影。
+- [x] 优化卡片语义状态角标与操作链接的 SaaS 蓝及点缀。
+- [x] 优化原生 Markdown 列表 `li::marker` 与表格外包边框的色彩层级。
+- [x] 重构预审与冲突消息的 Markdown 输出格式，消除不必要的 `>` 引用块，攻克“三条大竖杠”的排版痛点。
--- a/document/development/2026-06-25/feature/theme-settings-enterprise-ai-style/CONCEPT.md
+++ b/document/development/2026-06-25/feature/theme-settings-enterprise-ai-style/CONCEPT.md
@@ -0,0 +1,207 @@
+# 主题设置与企业沉稳 AI 模式 概念文档
+
+更新时间：2026-06-25
+
+文档路径：document/development/2026-06-25/feature/theme-settings-enterprise-ai-style/CONCEPT.md
+
+## 功能一句话
+
+将系统设置中的“界面皮肤”升级为“主题设置”，从单纯色板选择扩展为产品体验风格选择，并让 AI 模式在“企业沉稳”主题下呈现更符合企业级 SaaS 的低噪声、结构化、克制风格。
+
+## 背景与问题
+
+当前系统设置里的外观入口仍偏向“界面皮肤”语义，主要表达颜色和视觉皮肤选择。这个命名过窄，无法承载用户希望配置的完整体验风格。
+
+现有 AI 模式默认更接近动感活泼风格，使用较多渐变、明亮色块和活跃视觉标识。它适合演示和助手化体验，但在企业级财务、审批、风控、报销场景中，容易显得色彩过重，不够沉稳。
+
+用户希望在系统设置中明确提供主题类型，至少覆盖：
+
+1. 动感活泼：保留当前这种更有活力、更有 AI 助手感的主题。
+2. 企业沉稳：符合企业 SaaS 风格，尤其 AI 模式下的对话图标、样式和整体风格需要克制、稳定，减少颜色渲染。
+3. 专业智能：作为第三类默认方案，介于前两者之间，保留少量智能化识别感，但整体更收敛。
+
+## 目标与非目标
+
+目标：
+
+- 将“界面皮肤”入口重命名为“主题设置”，让用户理解这里配置的是整体体验风格。
+- 将主题从一组颜色选项收敛成三类可理解的主题类型。
+- 在“企业沉稳”主题下，让 AI 模式呈现企业后台应用的专业感。
+- 保持现有设置保存链路稳定，优先复用当前 appearance 配置和主题变量机制。
+- 为后续进一步扩展租户品牌色、暗色模式、组件密度预留结构边界。
+
+非目标：
+
+- 不重做整个系统设置信息架构。
+- 不一次性重写所有业务页面的视觉风格。
+- 不改变 AI 意图识别、报销流程、审批逻辑和后端业务规则。
+- 不新增复杂的租户级主题发布、审批或版本管理能力。
+- 不引入新的前端主题框架或额外依赖。
+
+## 用户与场景
+
+管理员在系统设置中进入“主题设置”，选择适合当前组织的产品体验风格。
+
+演示、培训、轻量工作台场景可以使用“动感活泼”，保留当前更有活力的 AI 交互表达。
+
+企业正式生产环境可以使用“企业沉稳”，让财务、审批、风控和 AI 对话看起来像成熟的企业应用，而不是营销页或玩具化助手。
+
+希望保留智能化识别但又不希望过度活泼的组织，可以使用“专业智能”。
+
+## 功能能力
+
+主题设置页面需要提供三类主题：
+
+- 动感活泼：当前风格延续，允许渐变、轻动效和更明显的 AI 识别色。
+- 企业沉稳：低饱和色、白灰底、轻描边、少阴影、少渐变，强调信息层级和业务可信度。
+- 专业智能：更克制的智能风格，允许小面积蓝灰、紫灰或品牌色点缀，但避免大面积彩色渲染。
+
+页面文案调整：
+
+- 左侧菜单从“界面皮肤”调整为“主题设置”。
+- 页面标题从“界面皮肤与企业主色”调整为“主题风格与界面体验”。
+- 保存反馈从“界面皮肤已保存”调整为“主题设置已保存”。
+- 说明文案从“皮肤/配色”改为“主题/体验风格”。
+
+AI 模式联动：
+
+- 动感活泼：保留当前 AI 模式视觉语言。
+- 企业沉稳：对 AI 对话区、消息气泡、工具调用状态、思考过程、图标、卡片、提示块做克制化覆写。
+- 专业智能：保留轻量 AI 识别感，但降低渐变、发光、背景装饰和高饱和强调色。
+
+## 方案设计
+
+配置模型优先沿用当前系统设置外观配置，避免为了命名调整引入后端迁移风险。
+
+首期可以继续复用 `appearanceForm.themeSkin` 作为持久化字段，将值从原先色板语义逐步映射为主题语义：
+
+- `vivid`：动感活泼。
+- `enterprise`：企业沉稳。
+- `intelligent`：专业智能。
+
+为了减少现有 CSS 变量和本地存储影响，前端可以在兼容期保留 `themeSkin` 字段，同时在 DOM 上补充更清晰的主题标识：
+
+```text
+document.documentElement.dataset.themeSkin = value
+document.documentElement.dataset.themeMode = value
+```
+
+旧值兼容策略：
+
+- 旧的 `sky`、`blue`、`emerald` 等明亮主题默认映射到“动感活泼”。
+- 旧的 `navy`、`slate` 等偏稳重主题默认映射到“企业沉稳”。
+- 无法识别的值回退到“企业沉稳”，保证生产环境默认更克制。
+
+设置页结构：
+
+- 保留现有表单保存机制。
+- 将原色板卡片改为三张主题选项卡。
+- 每个主题卡展示名称、适用场景、视觉关键词和小型预览。
+- 当前选中主题需要有明确选中态，但避免大面积彩色边框。
+
+企业沉稳 AI 模式样式：
+
+- 通过 `[data-theme-mode="enterprise"]` 或 `[data-theme-skin="enterprise"]` 覆写 `personal-workbench-ai-mode.css` 中的 AI 模式变量。
+- 背景从多层 radial-gradient 收敛为白灰底或极轻线性渐变。
+- 对话气泡使用白底、浅灰描边和稳定文字层级。
+- AI 图标使用低饱和单色或品牌主色的小面积点缀。
+- 思考过程、工具调用、风险提示等区域使用结构化信息块，减少发光、彩色渐变和装饰性元素。
+- 风险、成功、警告等语义色保留，但只在图标、状态条或小面积标签上表达。
+
+专业智能主题样式：
+
+- 保留少量 AI 识别色，例如主色强调、轻量渐变按钮或小面积状态标识。
+- 背景和卡片仍以企业应用的可读性为主。
+- 避免全屏强背景、过多彩色阴影和过密装饰。
+
+## 算法与公式
+
+本功能不涉及复杂算法。
+
+需要定义稳定的主题值映射函数：
+
+```text
+normalizeThemeMode(rawTheme):
+  if rawTheme in ["vivid", "sky", "blue", "emerald", "purple"]:
+    return "vivid"
+  if rawTheme in ["enterprise", "navy", "slate", "gray"]:
+    return "enterprise"
+  if rawTheme in ["intelligent"]:
+    return "intelligent"
+  return "enterprise"
+```
+
+主题应用顺序：
+
+```text
+后端保存值 / 本地缓存值
+  -> normalizeThemeMode
+  -> 写入 appearanceForm.themeSkin
+  -> 写入 root dataset
+  -> 应用 CSS 变量
+  -> AI 模式按 data-theme-mode 覆写组件样式
+```
+
+## 测试方案
+
+前端单元和静态测试：
+
+- 断言系统设置外观入口显示为“主题设置”。
+- 断言页面标题显示为“主题风格与界面体验”。
+- 断言三类主题均可见：动感活泼、企业沉稳、专业智能。
+- 断言企业沉稳主题保存后写入稳定主题值。
+- 断言旧主题值能通过 normalize 逻辑回退到可识别主题。
+- 断言 AI 模式存在企业沉稳主题 CSS 钩子。
+
+构建验证：
+
+- 运行前端构建，确保主题设置改动不破坏现有页面。
+- 运行已有设置相关测试，确保系统设置保存链路不回归。
+
+真实页面验收：
+
+- 打开 `/app/settings?section=appearance`，确认左侧菜单、页面标题、三类主题和保存反馈符合预期。
+- 切换到“企业沉稳”后打开 AI 工作台，确认对话区域、图标、消息、思考过程和提示块明显减少彩色渲染。
+- 切回“动感活泼”，确认现有风格仍可正常展示。
+- 切到“专业智能”，确认介于两者之间，不退化为纯色板换色。
+
+## 指标与验收
+
+功能验收：
+
+- “界面皮肤”在设置入口和页面主标题中完成改名。
+- 用户可以选择三类主题，而不是面对一堆颜色皮肤。
+- 选择主题后刷新页面仍保持选中态。
+- 企业沉稳主题下，AI 模式整体视觉明显更接近企业 SaaS。
+- 动感活泼主题不丢失现有活力风格。
+- 专业智能主题具备独立视觉边界。
+
+设计验收：
+
+- 企业沉稳主题下不出现大面积高饱和渐变背景。
+- AI 对话图标和卡片不依赖强发光、强阴影或多彩背景表达层级。
+- 风险、审批、单据、工具调用等业务信息优先使用结构化排版。
+- 主题卡片文字不溢出，不在移动端产生拥挤或重叠。
+
+工程验收：
+
+- 不新增前端依赖。
+- 不引入后端表结构迁移。
+- 旧主题值有明确兼容策略。
+- 相关测试、构建和真实页面验收通过。
+
+## 风险与开放问题
+
+第三类主题默认命名为“专业智能”。如果后续用户指定更贴合业务的名称，可以只替换展示文案，不影响主题值和实现结构。
+
+仅靠全局 CSS 变量可能无法完全消除 AI 模式的活泼感。企业沉稳主题需要对 AI 模式局部样式做有针对性的覆写。
+
+旧色板值如果直接隐藏，可能让已有用户困惑。首期需要在兼容层处理旧值，并保证保存一次后落到新的三类主题值。
+
+如果后续需要租户品牌色和主题组合，应该把“主题模式”和“品牌主色”拆成两个独立配置，避免再次把体验风格退化成颜色选择。
+
+## 本轮文档记录
+
+本轮已完成主题设置功能的前端实现：系统设置入口改名为“主题设置”，主题选项收敛为“动感活泼 / 企业沉稳 / 专业智能”三类，并通过主题归一化兼容旧色板值。
+
+企业沉稳主题已联动 AI 工作台样式：根节点写入 `data-theme-mode="enterprise"`，AI 模式背景、图标容器、输入框、消息、思考过程和建议动作改为低饱和、轻描边、少渲染的企业 SaaS 风格。
--- a/document/development/2026-06-25/feature/theme-settings-enterprise-ai-style/TODO.md
+++ b/document/development/2026-06-25/feature/theme-settings-enterprise-ai-style/TODO.md
@@ -0,0 +1,69 @@
+# 主题设置与企业沉稳 AI 模式 开发 TODO
+
+更新时间：2026-06-25
+
+文档路径：document/development/2026-06-25/feature/theme-settings-enterprise-ai-style/TODO.md
+
+## 使用规则
+
+- 每个任务都需要关联 `CONCEPT.md` 中的章节，格式为 `[CONCEPT: 章节名]`。
+- 完成实现后再勾选对应任务，不用文档勾选代替代码验证。
+- 涉及真实页面效果的任务，需要在 5173 页面完成验收后再标记完成。
+
+## 1. 调研与边界
+
+- [x] [CONCEPT: 背景与问题] 确认当前设置外观入口仍使用“界面皮肤”语义，后续需要改为“主题设置”。
+- [x] [CONCEPT: 方案设计] 确认当前主题能力主要依赖 `appearanceForm.themeSkin`、主题选项和根节点 dataset。
+- [x] [CONCEPT: 方案设计] 确认企业沉稳 AI 模式主要需要覆写 `personal-workbench-ai-mode.css` 中的背景、对话、图标和提示块样式。
+- [x] [CONCEPT: 风险与开放问题] 梳理旧色板值到三类主题值的完整映射清单。
+- [x] [CONCEPT: 用户与场景] 确认三类主题在设置页中的展示顺序和说明文案。
+
+## 2. 契约与设计
+
+- [x] [CONCEPT: 功能能力] 将主题枚举收敛为 `vivid`、`enterprise`、`intelligent`。
+- [x] [CONCEPT: 功能能力] 明确三类主题的中文名称、适用场景和视觉关键词。
+- [x] [CONCEPT: 方案设计] 设计 `normalizeThemeMode` 兼容函数，保证旧值和未知值都有稳定回退。
+- [x] [CONCEPT: 方案设计] 决定是否新增 `themeMode` 前端概念，并保持与 `themeSkin` 字段兼容。
+- [x] [CONCEPT: 指标与验收] 定义企业沉稳 AI 模式的视觉验收标准。
+
+## 3. 后端实现
+
+- [x] [CONCEPT: 方案设计] 评估后端 settings schema 是否需要补充主题枚举校验。
+- [x] [CONCEPT: 方案设计] 若继续复用 `themeSkin`，确保后端允许新主题值保存。
+- [ ] [CONCEPT: 测试方案] 补充或更新设置持久化测试，覆盖三类主题值。
+- [x] [CONCEPT: 风险与开放问题] 确认不需要数据库结构迁移，并在实现说明中记录。
+
+## 4. 算法/规则实现
+
+- [x] [CONCEPT: 算法与公式] 实现旧主题值到新主题值的 normalize 逻辑。
+- [x] [CONCEPT: 算法与公式] 为未知值设置默认回退策略，优先回退到“企业沉稳”。
+- [x] [CONCEPT: 算法与公式] 确保本地缓存、后端返回值和根节点 dataset 使用同一套归一化结果。
+
+## 5. 前端实现
+
+- [x] [CONCEPT: 功能能力] 将设置左侧菜单“界面皮肤”改为“主题设置”。
+- [x] [CONCEPT: 功能能力] 将页面标题改为“主题风格与界面体验”。
+- [x] [CONCEPT: 功能能力] 将保存反馈和说明文案从“皮肤”语义调整为“主题”语义。
+- [x] [CONCEPT: 功能能力] 将原色板式选项调整为三类主题卡片。
+- [x] [CONCEPT: 功能能力] 为“动感活泼”保留当前视觉风格。
+- [x] [CONCEPT: 方案设计] 为“企业沉稳”新增 AI 模式样式覆写。
+- [x] [CONCEPT: 方案设计] 为“专业智能”新增介于活泼和沉稳之间的样式边界。
+- [x] [CONCEPT: 指标与验收] 检查主题卡片、按钮和说明文字在移动端不溢出、不重叠。
+- [x] [CONCEPT: 方案设计] 保证刷新页面后主题选择和 AI 模式样式仍然一致。
+
+## 6. 测试与验证
+
+- [x] [CONCEPT: 测试方案] 更新设置页相关前端测试，断言“主题设置”和三类主题选项。
+- [x] [CONCEPT: 测试方案] 补充 normalize 逻辑测试，覆盖旧值、未知值和三类新值。
+- [x] [CONCEPT: 测试方案] 补充 AI 模式企业沉稳 CSS 钩子测试或静态断言。
+- [x] [CONCEPT: 测试方案] 运行前端设置相关定向测试。
+- [x] [CONCEPT: 测试方案] 运行 `npm --prefix web run build`。
+- [x] [CONCEPT: 测试方案] 运行 `git diff --check`。
+- [x] [CONCEPT: 测试方案] 在真实 5173 页面验收 `/app/settings?section=appearance`。
+- [ ] [CONCEPT: 测试方案] 在真实 5173 页面验收 AI 工作台三类主题切换效果。
+
+## 7. 文档收尾
+
+- [x] [CONCEPT: 本轮文档记录] 实现完成后更新本文勾选状态。
+- [x] [CONCEPT: 指标与验收] 在最终交付说明中记录测试、构建和真实页面验收结果。
+- [ ] [CONCEPT: 风险与开放问题] 若第三类主题命名发生变化，同步更新概念文档和测试描述。
--- a/document/development/2026-06-26/dev-logs/bugs/multi-task-reimbursement-not-starting.md
+++ b/document/development/2026-06-26/dev-logs/bugs/multi-task-reimbursement-not-starting.md
@@ -0,0 +1,37 @@
+# 多 task 串行推进时 task2(业务招待费报销)无法启动
+
+## 修复记录
+
+- 12:14：记录 bug 修复：多 task 串行推进时，task1（出差申请）做完后点击"继续处理费用报销"，task2（业务招待费报销）根本无法启动，报销草稿交互不起来，task2 语义（招待费/2000元/昨天）全部丢失。
+  - Git 提交检查：`git fetch --all --prune` 因远端 SSL 连接失败未拉到新内容；`HEAD..@{u}` 为空（无 upstream 新提交）；`@{u}..HEAD` 本地领先 8 个提交，其中与本 bug 相关的前置提交为 `3a5664c4 feat(web): 多 task 串行推进`、`3e4b1e15 fix(web): 保存草稿/提交成功后也推进到下一个 task`、`43c3ff86 fix(web): steward plan 确认按钮直接拉起申请预览,不丢失 remaining tasks`。
+  - 修改：
+    - `web/src/composables/workbenchAiMode/useWorkbenchAiActionRouter.js`：`travel_reimbursement` 分支不再硬编码 `requiresApplicationBeforeReimbursement=true`，改为从 `steward_current_task.ontology_fields` 解析费用类型并调 `requiresApplicationBeforeReimbursement(expenseType)` 判断；用 `buildAiExpenseDraftPrefillValues` 把 task 语义（金额/时间/事由/地点）预填进报销草稿；透传 `steward_remaining_tasks`。`ai_application_start_inline` 分支也透传 `prefill_values` 和 `steward_remaining_tasks`，让"查不到申请单→发起申请单"后能回到 task2。`buildNextTaskSuggestedAction` payload 补 `steward_remaining_tasks: remainingTasks.slice(1)`，防 3+ task 断链。
+    - `web/src/composables/workbenchAiMode/useWorkbenchAiExpenseFlow.js`：`startAiExpenseDraft` 扩展第 4 参 `options`（`prefillValues`/`stewardRemainingTasks`）；`resolveAiExpenseApplicationLink` 接收 options，查不到申请单时按费用类型动态生成"确认发起业务招待申请"按钮（不再写死"出差申请"），并透传 `prefill_values`/`steward_remaining_tasks`；新增 `attachStewardRemainingTasks`/`resolveStewardRemainingTasks`/`resolveRequiredApplicationLabel`/`buildExpenseDraftNextTaskAction` helper，把 remaining tasks 上下文挂在 draft 上贯穿报销→关联申请单→pollLinkedDraftJob 全流程；`advanceAiExpenseDraft`、`linkAiExpenseApplication`、`replaceInlineAssistantMessage`、`resumePendingLinkedReimbursementDraftJobs` 均补 remaining tasks 透传。
+    - `web/src/composables/workbenchAiMode/useWorkbenchAiApplicationPreviewFlow.js`：`buildApplicationPreviewNextTaskAction` payload 补 `steward_remaining_tasks: remainingTasks.slice(1)`。
+    - `web/src/utils/aiExpenseDraftModel.js`：`createAiExpenseDraft` 新增第三参 `prefillValues`，按已填值推进 `stepKey` 到第一个未填字段；新增 `buildAiExpenseDraftPrefillValues` 把 task ontology 映射到草稿字段。
+    - `web/src/composables/workbenchAiMode/workbenchAiMessageModel.js`：`createInlineMessage`/`normalizeRuntimeMessage`/`serializeRuntimeMessage` 三处补 `stewardRemainingTasks` 字段读写，避免消息重建/刷新丢失推进上下文。
+    - `web/src/utils/aiWorkbenchConversationStore.js`：`normalizeMessage` 持久化时保留 `stewardRemainingTasks`。
+  - 操作：未提交（工作区有大量预先存在的未提交改动，未自动提交）。容器 `local-x-financial-linux` 此前未运行，已 `docker start` 恢复。
+  - 验证：在容器内（node v22.22.3）跑 `node --test tests/ai-expense-draft-model.test.mjs tests/ai-workbench-conversation-store.test.mjs tests/workbench-ai-action-router.test.mjs`，16 个测试全部通过（含新增的 `buildAiExpenseDraftPrefillValues`、`createAiExpenseDraft` 预填、`stewardRemainingTasks` 持久化、`travel_reimbursement` 分支预填+透传 4 个用例）。其余前端测试失败为基线已存在（git stash 对比确认，与本次改动无关，多为正则匹配源码文本的断言因工作区其他未提交改动而失败）。
+  - 影响：用户一次提问含"出差申请 + 招待费报销"等多 task 时，task1 完成后 task2 现在能正常启动：招待费类型、2000元金额、时间、事由会预填到报销草稿；招待费需要前置招待申请单（业务规则保留），查不到时按钮文案按类型动态展示并承接语义，发起申请单后能回到 task2；3+ task 不再断链；刷新会话后推进上下文不丢失。
+
+- 12:23：继续修复同一 bug：模型计划已经返回“出差申请 + 业务招待费报销”两个 task 时，AI 工作台入口只消费第一个申请 task，第二个 task 没有自动开始。
+  - Git 提交检查：`git fetch --all --prune` 仍因 `LibreSSL SSL_connect: SSL_ERROR_SYSCALL` 失败；`HEAD..@{u}` 为空，未发现可见 upstream 新提交；`@{u}..HEAD` 本地领先 8 个提交：`43c3ff86 fix(web): steward plan 确认按钮直接拉起申请预览,不丢失 remaining tasks`、`3e4b1e15 fix(web): 保存草稿/提交成功后也推进到下一个 task`、`3a5664c4 feat(web): 多 task 串行推进 - task1 完成后自动展示 task2 确认按钮`、`d139a63e refactor(server): 意图识别改 LLM 驱动,规则只做闲聊拦截+resume 兜底`、`8a2ae6eb fix(server): gate_classify 复用 _classify_irrelevant_input 修复 off_topic 误杀`、`992cf71f refactor(server): Phase 1 图拓扑重构 - LangGraph 成为唯一编排者`、`54356ba8 refactor(server): scene 注册表骨架 + 统一门控管道设计文档`、`e9d7c56d feat(server): 会话上下文保留（LLM 历史 + 确定性兜底双保险）`。
+  - 修改：`workbenchAiIntentPlannerModel.js` 在归一化模型计划时保留 application task 后面的 `stewardRemainingTasks`，并只在存在剩余 task 时放进可执行申请请求；`usePersonalWorkbenchAiMode.js` 把 remaining tasks 传入申请预览，并在预览生成后通过现有 `steward_continue_next_task` 路由自动启动下一个 task；低置信确认按钮 payload 也继续携带队列；`useWorkbenchAiApplicationPreviewFlow.js` 在普通申请预览完成后调用 `onPreviewReadyForNextTask`；`useWorkbenchAiActionRouter.js` 的 `ai_application_confirm_intent` 分支同样透传 remaining tasks 并注册自动续跑回调。
+  - 操作：新增回归测试覆盖“模型返回申请 task + 业务招待报销 task 时，前端可执行请求保留第二个 task”，以及“低置信确认按钮不丢队列并提供自动续跑回调”；保留既有未提交工作区改动，没有回滚或提交其他文件。
+  - 验证：先看到新增测试红灯（`plan.stewardRemainingTasks` 为 `undefined`，确认按钮 options 也没有 remaining tasks），修复后 `node --test web/tests/workbench-ai-intent-planner-model.test.mjs web/tests/workbench-ai-action-router.test.mjs` 通过 24/24；`git diff --check` 通过；`docker exec -w /app -e SERVER_VENV_DIR=/tmp/x-financial-server-venv x-financial-local-linux timeout 60s /tmp/x-financial-server-venv/bin/pytest -q server/tests/test_steward_planner.py -k 'future_travel_without_apply_word_as_application or uses_llm_for_multi_financial_demands'` 通过 2/2；同命令在 `local-x-financial-linux` 收集阶段因该容器缺 `langgraph` 失败，已改用当前映射 5173 的 `x-financial-local-linux` 验证；`npm --prefix web run build` 通过；真实 `http://localhost:5173/api/v1/steward/plans` 采样确认该用户句子返回 `expense_application` 与 `reimbursement` 两个 task。
+  - 影响：用户输入“2月20-23日去上海出差3天，服务国网服务器部署，并且报销昨天的业务招待费2000元”时，前端不再在第一个申请预览处截断队列；申请预览生成后会自动把第二个业务招待费报销 task 交给现有报销流程继续处理，同时刷新/低置信确认路径也不丢 task 队列。
+
+- 22:30：继续修复同一 bug：用户点击“保存草稿”后，task1 已经完成，但界面仍只展示“继续处理费用报销”按钮，没有自动开始 task2。
+  - Git 提交检查：`git fetch --all --prune` 仍因 `LibreSSL SSL_connect: SSL_ERROR_SYSCALL` 失败；`HEAD..@{u}` 为空，未发现可见 upstream 新提交；`@{u}..HEAD` 本地仍领先 8 个提交：`43c3ff86`、`3e4b1e15`、`3a5664c4`、`d139a63e`、`8a2ae6eb`、`992cf71f`、`54356ba8`、`e9d7c56d`。
+  - 修改：`useWorkbenchAiApplicationPreviewFlow.js` 在保存草稿/提交申请成功后，如果当前申请消息还有 `stewardRemainingTasks`，就调用 `onApplicationActionCompleted` 自动续跑下一项；自动续跑时结果消息只保留查看详情动作，不再额外保留“继续处理”按钮，避免重复触发同一个 task。`usePersonalWorkbenchAiMode.js` 将该回调接到 `startModelPlannedNextTask`；`useWorkbenchAiActionRouter.js` 的低置信确认路径也同步传入保存/提交成功回调。
+  - 操作：先补红灯断言，要求工作台入口向申请预览流传 `onApplicationActionCompleted`，且申请预览流在保存/提交成功分支调用该回调；然后按同一条 `steward_continue_next_task` 路由复用原有报销启动逻辑。
+  - 验证：红灯阶段 `node --test web/tests/workbench-ai-intent-planner-model.test.mjs` 失败在缺少 `onApplicationActionCompleted`；修复后 `node --test web/tests/workbench-ai-intent-planner-model.test.mjs` 17/17 通过，`node --test web/tests/workbench-ai-action-router.test.mjs` 7/7 通过；`git diff --check` 通过；`npm --prefix web run build` 通过。
+  - 影响：复合任务里用户保存第一张出差申请草稿后，系统会立即进入第二个业务招待费报销任务，不再要求用户手动点击“继续处理费用报销”；低置信确认后再保存草稿也保持同样行为。
+
+- 22:45：继续修复同一 bug：真实页面已经显示“申请草稿已保存”，但保存动作结束后没有继续拉起第二个业务招待费报销 task。
+  - Git 提交检查：`git fetch --all --prune` 仍因 `LibreSSL SSL_connect: SSL_ERROR_SYSCALL` 失败；`HEAD..@{u}` 为空，未发现可见 upstream 新提交；`@{u}..HEAD` 本地领先 13 个提交：`6bdaeed6 chore: 忽略 .zcode 本地目录并更新规则表与开发日志`、`d5a8f847 refactor(web): 应用外壳/差旅详情/报销创建视图适配主题与多 task`、`c4b5fcc0 feat(web): AI 工作台多 task 串行推进与会话适配`、`5753899e feat(web): 主题皮肤系统与 LLM 设置面板重构`、`9c3fa80d feat(server): 设置持久化新增 LLM 模型表与主题字段`，以及前面记录过的 8 个本地 ahead 提交。
+  - 修改：`useWorkbenchAiApplicationPreviewFlow.js` 在保存草稿/提交申请成功分支新增 `actionCompletedHandler`，优先使用本次 `executeInlineApplicationPreviewAction` / `startAiApplicationPreview` options 传入的 `onApplicationActionCompleted`，没有时再回落到 composable 初始化回调；自动保存草稿时同步把 `options.onApplicationActionCompleted` 透传给保存动作。`workbench-ai-application-context-submit.test.mjs` 新增“自动保存申请草稿后继续剩余 steward task”的行为测试；`workbench-ai-intent-planner-model.test.mjs` 更新结构断言，锁住 options 回调优先和自动保存透传契约。
+  - 操作：先用新增测试复现红灯：自动保存时确实只触发初始化回调，`options` 里的续跑回调没有被使用；再做最小修复，让保存动作按本次调用上下文续跑下一任务。
+  - 验证：红灯阶段 `node --test web/tests/workbench-ai-application-context-submit.test.mjs` 失败在 `fromOptions` 为 `undefined`；修复后该测试 2/2 通过；`node --test web/tests/workbench-ai-intent-planner-model.test.mjs` 17/17 通过；`node --test web/tests/workbench-ai-action-router.test.mjs` 7/7 通过；真实 `http://127.0.0.1:5173/api/v1/steward/plans` 采样确认该用户句子仍返回 `expense_application` + `reimbursement` 两个 task；`npm --prefix web run build` 通过；`git diff --check` 通过。
+  - 影响：保存草稿结果消息到达后，前端会使用当前任务链路传下来的续跑回调立即处理剩余 task；用户截图里的“申请草稿已保存”不再是终点，后续业务招待费报销会自动进入现有报销流程。
--- a/document/development/2026-06-26/work-logs.med
+++ b/document/development/2026-06-26/work-logs.med
@@ -0,0 +1,17 @@
+# 2026-06-26 综合工作日志
+
+生成时间：2026-06-26 17:45:36 CST
+来源：`feature/` 功能点文档与 `dev-logs/bugs/` bug 记录
+
+## 今日功能点
+
+- 今日未发现功能点文档。
+
+## 今日 Bugs
+
+- 多 task 串行推进时 task2(业务招待费报销)无法启动：影响：用户输入“2月20-23日去上海出差3天，服务国网服务器部署，并且报销昨天的业务招待费2000元”时，前端不再在第一个申请预览处截断队列；申请预览生成后会自动把第二个业务招待费报销 task 交给现有报销流程继续处理，同时刷新/低置信确认路径也不丢 task 队列。（文件：`multi-task-reimbursement-not-starting.md`）
+
+## 综合分析
+
+- 问题侧记录了 1 个 bug 修复。
+- 后续复盘优先看本文件，再回到对应功能点或 bug 文件追溯证据。
--- a/document/development/2026-06-27/work-logs.med
+++ b/document/development/2026-06-27/work-logs.med
@@ -0,0 +1,17 @@
+# 2026-06-27 综合工作日志
+
+生成时间：2026-06-27 17:43:24 CST
+来源：`feature/` 功能点文档与 `dev-logs/bugs/` bug 记录
+
+## 今日功能点
+
+- 今日未发现功能点文档。
+
+## 今日 Bugs
+
+- 今日未发现 bug 修复记录。
+
+## 综合分析
+
+- 今日目录下暂无功能点或 bug 记录。
+- 后续复盘优先看本文件，再回到对应功能点或 bug 文件追溯证据。
--- a/document/development/2026-06-28/work-logs.med
+++ b/document/development/2026-06-28/work-logs.med
@@ -0,0 +1,17 @@
+# 2026-06-28 综合工作日志
+
+生成时间：2026-06-28 18:30:35 CST
+来源：`feature/` 功能点文档与 `dev-logs/bugs/` bug 记录
+
+## 今日功能点
+
+- 今日未发现功能点文档。
+
+## 今日 Bugs
+
+- 今日未发现 bug 修复记录。
+
+## 综合分析
+
+- 今日目录下暂无功能点或 bug 记录。
+- 后续复盘优先看本文件，再回到对应功能点或 bug 文件追溯证据。
--- a/document/development/AI意图规划器/UNIFIED_GATE_PIPELINE.md
+++ b/document/development/AI意图规划器/UNIFIED_GATE_PIPELINE.md
@@ -0,0 +1,243 @@
+# 统一门控管道（Unified Gate Pipeline）
+
+> 状态：**设计定稿，待实施**
+> 创建：2026-06-25
+> 关联：`CONCEPT.md`、`LANGGRAPH_RUNTIME_MIGRATION.md`
+
+## 1. 为什么要做这件事
+
+### 1.1 现状的致命问题
+
+小财管家的门控（决定用户输入走哪条路）目前散落在 **7 个位置**，互相不知道对方的结论，每加一个场景要找 n 个地方改：
+
+| # | 位置 | 文件 | 做的门控 |
+|---|---|---|---|
+| 1 | 前端 7 层 if/else | `usePersonalWorkbenchAiMode.js:858-913` `startInlineConversation` | 命令→文本动作→草稿→模型规划→报销→闲聊，每层各自 return |
+| 2 | 前端业务词预筛 | `workbenchAiIntentPlannerModel.js:shouldRequestWorkbenchAiIntentPlan` | 不含业务词的输入不发给后端 |
+| 3 | 后端 endpoint 补丁群 | `steward.py:create_steward_plan` | `_hydrate_required_application_gate` / `_inject_recent_conversation_history` / `_apply_context_resume` 三个补丁串在 `build_plan` 前后 |
+| 4 | 图条件边路由 | `steward_graph_planner.py:_route_after_prepare_context` | off_topic / model / fallback 三路 |
+| 5 | off_topic 关键词 | `steward_planner_fallback.py:_classify_irrelevant_input` + `STEWARD_BUSINESS_SIGNAL_KEYWORDS` | 写死的信号词元组 |
+| 6 | 候选流程歧义 | `steward_planner_extraction.py:_looks_like_ambiguous_travel_flow` | 独立的正则判定 |
+| 7 | 图后意图处理 | `usePersonalWorkbenchAiMode.js:813-835` `executeModelPlannedWorkbenchIntent` | 前端再判一遍 task_type 决定渲染申请预览还是报销 |
+
+**根因：没有单一的决策点。** LangGraph 图只承担了"意图识别"这一个职责，控制流泄漏到了 endpoint 层和前端 composable，形成两个影子编排器。
+
+### 1.2 不持久的判据
+
+加一个场景（如"查报销进度"）的成本是 **O(n)**——必须同步改前端门控、后端补丁、图条件边、off_topic 关键词、候选流程判定等多处，漏一处就静默出错。本次会话已经在不断验证这个痛点：每个新场景（查询、低置信度、上下文恢复）都是往不同位置打补丁。
+
+## 2. 目标：接入成本 O(1)
+
+加一个新场景，**全文改动只有一处**：
+
+```python
+# server/src/app/services/scenes/scene_query_reimbursement_progress.py
+register_scene(SceneDescriptor(
+    scene_id="query_reimbursement_progress",
+    label="报销进度查询",
+    signal_keywords=("报销进度", "报销状态", "审批进度", "审批到哪了"),
+    ontology_fields=("claim_no", "time_range"),
+    gate=GateRule.CHOICE,           # 不走候选流程、不走 off_topic
+    can_resume=False,               # 不参与上下文恢复
+    route=SceneRoute.HANDLER_ONLY,  # 不走 LLM,直接执行 handler
+    handler=execute_progress_query, # 纯函数:检索 + 拼装
+    prompt_fragment="用户询问报销审批进度/状态时，识别为 query_reimbursement_progress。",
+))
+```
+
+**不改图、不改 endpoint、不改前端门控、不改 extraction。** 判断规则、路由、执行、槽位、恢复能力在同一个 descriptor 里声明，不会割裂。
+
+## 3. 目标架构
+
+### 3.1 后端：图成为唯一编排者
+
+```
+POST /api/v1/steward/plans
+  ↓
+endpoint: 纯 IO (收请求 → graph.invoke → 返响应,零编排)
+  ↓
+LangGraph StateGraph (唯一编排者):
+  START
+    → load_context        读最近10条历史 + steward_state + hydrate
+    → gate_classify       统一门控:按 registry 规则裁决 scene + route
+    → route 分支
+         ├─ off_topic        → off_topic_reply
+         ├─ handler_only     → execute_scene_handler  (查询/命令类,不走 LLM)
+         ├─ resume           → resume_recent_task     ("再提交"确定性恢复)
+         ├─ ambiguous_flow   → pending_flow_confirmation
+         └─ model_intent     → detect_model_intent → {done | fallback}
+    → attach_action_steps
+    → persist_state       写 message + steward_state
+    → END
+```
+
+**endpoint 层只剩 3 行**：`planner = build(db); plan = planner.build_plan(payload); return plan`。所有 hydrate/inject/resume 全部搬进图节点。
+
+### 3.2 前端：退化为纯渲染
+
+```
+用户输入
+  ↓
+前端: 不再自己决策,统一发给后端
+  POST /steward/plans { message, conversation_id }
+  ↓
+后端返回 StewardPlanResponse:
+  - plan.next_action 告诉前端该渲染什么
+  - plan.tasks[].task_type 告诉前端该用哪个渲染器
+  - plan.suggested_actions 告诉前端该显示哪些按钮
+  ↓
+前端: 按 response 的指令渲染(申请预览/报销预览/查询结果/纯文本回复)
+```
+
+前端的 7 层 if/else **全部移除**，替换为：
+```js
+async function startInlineConversation(prompt) {
+  const plan = await fetchStewardPlan({ message: prompt, conversation_id: conversationId.value })
+  renderPlanResponse(plan)  // 按 plan.next_action / task_type 分发到对应渲染器
+}
+```
+
+### 3.3 SceneDescriptor：场景的唯一声明
+
+```python
+@dataclass(frozen=True)
+class SceneDescriptor:
+    scene_id: str                          # 唯一标识,等同 task_type
+    label: str                             # 中文标签
+    signal_keywords: tuple[str, ...]       # 规则识别的关键词(聚合进 off_topic 信号池)
+    ontology_fields: tuple[str, ...]       # 该场景允许的槽位
+    gate: GateRule                         # 门控规则(见 3.4)
+    route: SceneRoute                      # 路由策略(见 3.5)
+    handler: Callable | None               # 执行函数(handler_only 路由用)
+    can_resume: bool = False               # 是否参与"再提交"上下文恢复
+    action_steps_builder: Callable = ...   # 动作步骤生成
+    prompt_fragment: str = ""              # 注入 LLM system prompt 的识别指引
+    priority: int = 100                    # gate_classify 的匹配优先级(小优先)
+    flow_id: str | None = None             # 候选流程用;查询/命令类为 None
+```
+
+### 3.4 GateRule：门控规则枚举
+
+```python
+class GateRule(Enum):
+    OFF_TOPIC = "off_topic"           # 非业务输入,走 off_topic_reply
+    CHOICE = "choice"                 # 明确的业务选择,走 handler/model
+    AMBIGUOUS_FLOW = "ambiguous_flow" # 话术歧义,走候选流程确认
+    MODEL_ONLY = "model_only"         # 只走 LLM function call,不参与规则匹配
+```
+
+### 3.5 SceneRoute：路由策略枚举
+
+```python
+class SceneRoute(Enum):
+    HANDLER_ONLY = "handler_only"     # 不走 LLM,直接执行 handler(查询/命令类)
+    MODEL_INTENT = "model_intent"     # 走 LLM function call(申请/报销类)
+    OFF_TOPIC = "off_topic"           # 走 off_topic 回复
+    RESUME = "resume"                 # 走确定性上下文恢复
+    AMBIGUOUS = "ambiguous"           # 走候选流程确认
+```
+
+## 4. gate_classify 节点的裁决逻辑（唯一决策点）
+
+```python
+def gate_classify(state) -> dict:
+    """统一门控:按优先级遍历 registry,输出 scene_id + route。"""
+    message = state["message"]
+    steward_state = state["steward_state"]
+    history = state["recent_history"]
+
+    # ① off_topic 门:聚合所有场景的 signal_keywords,无命中 → off_topic
+    if not _matches_any_signal(message):
+        return {"scene_id": "off_topic", "route": SceneRoute.OFF_TOPIC}
+
+    # ② resume 门:用户说"再提交"+ state 有可恢复 flow
+    resume_scene = _check_resume(message, steward_state)
+    if resume_scene:
+        return {"scene_id": resume_scene, "route": SceneRoute.RESUME}
+
+    # ③ 规则匹配门:按 priority 遍历,命中 signal_keywords 的场景
+    for scene in registry.scenes_sorted_by_priority():
+        if scene.gate == GateRule.CHOICE and _matches_keywords(message, scene.signal_keywords):
+            return {"scene_id": scene.scene_id, "route": scene.route}
+
+    # ④ LLM 门:规则未命中,走 model function call
+    return {"scene_id": None, "route": SceneRoute.MODEL_INTENT}
+```
+
+**所有门控收敛到这一个函数。** off_topic 信号词、resume 判断、规则匹配、LLM 兜底，全部在这里按固定顺序裁决。
+
+## 5. 文件结构
+
+```
+server/src/app/services/
+  scenes/                         # 场景声明(每个场景一个文件)
+    __init__.py                   # 注册所有场景
+    scene_registry.py             # SceneRegistry 单例 + 查询方法
+    scene_descriptor.py           # SceneDescriptor dataclass
+    scene_expense_application.py  # 出差申请场景
+    scene_reimbursement.py        # 报销场景
+    scene_query_travel_standard.py# 差旅标准查询场景
+    gate_rules.py                 # GateRule / SceneRoute 枚举
+  steward_graph_planner.py        # 图:load_context/gate_classify/.../persist_state
+  steward_scene_handlers.py       # 各场景的 handler 纯函数
+```
+
+## 6. 迁移路径（分阶段，每阶段可独立验证）
+
+### Phase 1：建场景注册表 + 收口后端门控（后端自闭环）
+
+**目标**：后端 endpoint 零编排，图成为唯一编排者。
+
+1. 新建 `scenes/` 目录，实现 `SceneDescriptor` / `SceneRegistry` / `GateRule` / `SceneRoute`
+2. 把现有 3 个场景（expense_application / reimbursement / query_travel_standard）迁入 descriptor
+3. 新增图节点：`load_context`、`gate_classify`、`resume_recent_task`、`persist_state`
+4. 把 endpoint 的 4 个补丁函数搬进图节点
+5. endpoint 退化为 3 行
+
+**验证**：后端全量测试绿 + 端到端（上海出差/再提交/查差旅标准）通过
+
+### Phase 2：前端退化为纯渲染
+
+**目标**：前端移除 7 层 if/else，统一发给后端。
+
+1. `startInlineConversation` 改为：`fetchStewardPlan → renderPlanResponse`
+2. 按 `plan.next_action` / `task_type` 分发到渲染器（申请预览/报销预览/查询结果/纯文本）
+3. 移除 `shouldRequestWorkbenchAiIntentPlan`、`isReimbursementCreationIntent`、`isLowConfidenceTravelApplicationPlan` 等前端门控函数
+4. 保留并复用现有渲染组件（applicationPreview、stewardPlan 渲染逻辑不重写）
+
+**验证**：前端测试绿 + 人工验证各场景渲染正确
+
+### Phase 3：清理冗余
+
+1. 删除 `steward_planner_fallback.py` 的 `_classify_irrelevant_input` 独立门控
+2. 删除 `_looks_like_ambiguous_travel_flow` 独立判定（收进 gate_classify）
+3. 统一 signal_keywords 来源（registry 唯一）
+4. 删除旧的 endpoint 补丁函数
+
+## 7. 验证标准（持久性的可衡量判据）
+
+接入一个新场景（如"查报销进度"）时，**改动文件清单必须且仅限于**：
+
+| 文件 | 改动 |
+|---|---|
+| `scenes/scene_query_reimbursement_progress.py` | 新建：1 个 SceneDescriptor + 1 个 handler 函数 |
+| `scenes/__init__.py` | 加 1 行 import + register |
+
+**如果接入时需要动 `steward_graph_planner.py` / `steward.py` / 前端 composable / extraction.py / fallback.py 中任何一个，说明架构没有收口成功。** 这是验收的硬标准。
+
+## 8. 不改变的东西
+
+- `RuntimeChatService`（模型供应商抽象）：不动
+- `StewardActionExecutor`（执行分发）：已在 registry 驱动，不动
+- `AgentConversationService`（消息持久化）：不动，只是调用点从 endpoint 搬进图节点
+- LangGraph 的 `StateGraph` / `interrupt` / checkpoint：继续用，只是节点职责更完整
+- 现有渲染组件（applicationPreview 表格、stewardPlan 消息）：复用，不重写
+
+## 9. 风险与对策
+
+| 风险 | 对策 |
+|---|---|
+| 图重构引入回归 | Phase 1 每搬一个节点跑一次全量测试 |
+| 前端去掉门控后某些场景渲染不出 | Phase 2 先保留渲染器映射，只改"谁决策"不改"怎么渲染" |
+| gate_classify 性能（遍历 registry） | 场景数 <20，关键词正则匹配 O(1)，无性能问题 |
+| LLM 历史注入搬进图后 token 超限 | 保持 limit=10 不变 |
--- a/document/work-log/2026-06-25.md
+++ b/document/work-log/2026-06-25.md
@@ -56,6 +56,52 @@
 - 22:40：`server/rules/finance-rules/` 下有两个 Excel(交通工具等级标准、交通费用预估表)被标记为 modified,疑似容器运行时产物,非本次代码改动,未处理。
 - 22:40：`agent-change-log` Skill 在当前环境不可调用,已按 AGENTS.md 规范手动增量更新本日志。

+- 23:30：我落地了会话上下文保留机制（LLM + 确定性双保险），解决了"用户删除草稿后说'再提交'丢失上下文"的问题。
+  - Git 提交检查：`git fetch --all --prune` 后本地与 origin/main 同步(不 ahead 不 behind)。
+  - 背景：排查确认对话消息和 steward_state 虽已持久化在 DB，但 plan 接口的 `build_plan` 从不读历史 task，且"再提交"被路由到 plan 接口（而非能恢复 task 的 runtime-decision 接口），导致系统无法把"再提交"和之前被拦的出差申请关联起来。
+  - 修改①（LLM 历史关联·保险②）：`steward.py` 新增 `_inject_recent_conversation_history`，在 build_plan 前用 `AgentConversationService.list_message_history(conversation_id, limit=10)` 读出最近 10 条对话，注入 `context_json.recent_history`。`steward_intent_agent.py` 的 `_build_messages` 把 recent_history 暴露为 context_payload 顶层结构化字段，并在 system prompt 加引导："当用户说'再提交''继续''重新提交'等确认类话术时，必须结合 recent_history 里最近一次提到的出差/报销申请来理解"。
+  - 修改②（确定性兜底·保险①）：新建 `steward_context_resume.py`——`should_resume_recent_task` 检测"再提交"类话术（12 个关键词）+ `steward_state.flows` 有可恢复 flow；`resume_task_from_flow` 从 flow.fields 恢复 StewardTask（复用 runtime-decision 的恢复逻辑）；`attach_resumed_task` 把恢复的 task 挂回 plan，planning_source 标记为 `context_resume`。`steward.py` 新增 `_apply_context_resume`，在 build_plan 后、plan 无 task 时触发确定性兜底。两个入口（`/plans` 和 `/plans/stream`）都已接入。
+  - 验证：后端全量测试 **67 passed**（含新增 11 个：context_resume 8 + intent_agent history 3）；端到端验证两轮对话——"上海出差火车"→"再提交"，LLM 历史关联成功恢复 expense_application task（fields 完整）；纯函数验证确定性兜底在模型返回空 task 时从 state 恢复（planning_source=context_resume）。
+  - 影响：会话上下文保留到用户清理会话；行为处理只看最近 10 条，超长会话不爆 token；"再提交"类话术现在能恢复之前被拦的申请 task。正常 plan 产生的 task 已通过 `merge_plan` 写进 `steward_state.flows`，重复检查不改 state，所以 task 在 state 里一直存活到会话结束。
+
+## 遗留问题（补充）
+
+- 23:30：历史条数固定为 10，未做 token 感知裁剪；极端情况下单条消息很长（如粘贴大段文本）可能导致 token 超限，但实测正常对话不会触发。
+
+- 00:10：我完成了统一门控管道的架构设计文档，作为后续重构的唯一事实来源。
+  - 文档路径：`document/development/AI意图规划器/UNIFIED_GATE_PIPELINE.md`
+  - 核心判断：当前门控散落在 7 处（前端 7 层 if/else + 后端 endpoint 4 个补丁 + 图条件边 + off_topic 关键词 + 候选流程判定），每加一个场景成本 O(n)，漏一处静默出错。这是"不持久"的根因。
+  - 目标架构：LangGraph 图成为唯一编排者（load_context → gate_classify → route 分支 → attach_action_steps → persist_state），endpoint 退化为 3 行纯 IO，前端退化为纯渲染（fetchStewardPlan → renderPlanResponse）。
+  - 接入成本 O(1) 的硬验收标准：加场景只需新建 1 个 SceneDescriptor + 1 个 handler 函数 + 注册，不动图/endpoint/前端/extraction。
+  - 迁移分 3 阶段：Phase 1 后端收口（建 scenes 注册表 + endpoint 补丁搬进图节点）、Phase 2 前端退化纯渲染（移除 7 层 if/else）、Phase 3 清理冗余。
+  - Git 提交检查：本地与 origin/main 同步。
+
+- 00:50：我完成了统一门控管道 Phase 1 的 scene 注册表骨架（P1.1-P1.2），作为后端收口的基础设施。
+  - Git 提交检查：本地与 origin/main 同步。
+  - 修改：新建 `server/src/app/services/scenes/` 目录——`gate_rules.py`（GateRule/SceneRoute 枚举）、`scene_descriptor.py`（SceneDescriptor dataclass，声明 scene_id/label/signal_keywords/ontology_fields/gate/route/handler/can_resume/flow_id/prompt_fragment/priority 等）、`scene_registry.py`（SceneRegistry 单例 + 查询方法）、3 个场景文件（expense_application/reimbursement/query_travel_standard）、`__init__.py`（bootstrap + 运行时绑定 handler/builder/executor）。
+  - 验证：冒烟测试 3 个场景注册成功、优先级排序正确（query 在前,priority=50）、35 个 signal_keywords 聚合、handler/builder/executor 运行时绑定成功、无循环 import；后端全量 76 passed，scene 注册表的加入未破坏任何现有代码。
+  - 影响：为后续图拓扑重构（P1.3-P1.8）提供了声明式场景注册基础设施。当前 scene_registry 与现有 intent_registry 并存，后续 P1.3-P1.7 会把 intent_registry 的消费者逐步迁移到 scene_registry。
+  - 下一步：P1.3-P1.8 图拓扑重构（新增 load_context/gate_classify/resume/persist 节点、endpoint 退化、registry 消费者迁移）。
+
+- 01:30：我完成了统一门控管道 Phase 1 的图拓扑重构（P1.3-P1.7），LangGraph 成为唯一编排者。
+  - Git 提交检查：本地与 origin/main 同步。
+  - 修改①（图节点扩展）：`steward_graph_planner.py` 的 `StewardGraphState` 新增 recent_history/steward_state/gate_decision/gate_scene_id/conversation_id 字段。新增 5 个图节点——`load_context`（读最近10条历史+steward_state+注入recent_history到request）、`gate_classify`（统一门控裁决,resume门→off_topic门→规则匹配门→LLM门四步顺序）、`execute_scene_handler`（HANDLER_ONLY 路由,构造 StewardActionExecuteRequest 调 handler）、`resume_recent_task`（RESUME 路由,从 state 恢复 task）、`_build_pending_flow_fallback_graph_plan`（ambiguous 路由 wrapper）。
+  - 修改②（图拓扑）：从 5 节点（prepare_context→{model/off_topic/fallback}→attach_action_steps）重构为 10 节点（load_context→gate_classify→{off_topic/handler_only/resume/ambiguous/model_intent}→各自分支→attach_action_steps）。
+  - 修改③（endpoint 退化）：endpoint 的 inject/resume 补丁搬进图节点；hydrate/persist 仍由 endpoint 调（阶段性保留,P3 收敛到图内）。按 planner 类型分发 `build_plan(payload, db=db)`（LangGraph）vs `build_plan(payload)`（legacy）。
+  - 修改④（schema 放宽）：`StewardPlanningSource`/`StewardPlanNextAction` 从 Literal 改 str,支持 scene_handler:*/context_resume/answer_only 等新值。
+  - 修改⑤（resume 门控优先级）：resume 门控提到 off_topic 门之前,避免"再提交"被误判 off_topic。
+  - 验证：后端全量 **76 passed**;端到端 4 场景全部通过——①出差申请(llm_function_call, 1 task)、②再提交(context_resume, 1 task, 5 fields)、③查差旅标准(scene_handler:query_travel_standard)、④闲聊(off_topic)。
+  - 影响：LangGraph 图成为唯一编排者,门控收敛到 gate_classify 单一决策点。endpoint 仍保留 hydrate/persist 两个补丁,P3 会收敛。
+
+- 02:30：我把意图识别从"规则驱动"改为"LLM 驱动 + 极轻量规则过滤",规则不再判断"这是哪个业务场景"。
+  - Git 提交检查：本地与 origin/main 同步。
+  - 背景：gate_classify 用 94 关键词 + scene_registry CHOICE 规则匹配判断业务相关性,每加场景要维护关键词,关键词冲突(出差既可能申请也可能查标准),还导致 off_topic 误杀("下周去上海"被拦)。但 LLM 已经完全具备多场景识别能力(schema enum + prompt_fragment 都从 registry 动态生成),规则匹配门是多余的。
+  - 修改①（简化 gate_classify）：删掉规则匹配门(③)和 ambiguous 提前判断(④)。gate_classify 现在只做两件事:①闲聊拦截(极轻量:greeting+meaningless,省 LLM 成本)②resume 确定性兜底。其他全部默认走 model_intent。新增 `_is_lightweight_off_topic` 只调 `_looks_like_greeting`+`_looks_like_meaningless`,不调带 94 词的 `_classify_irrelevant_input`。
+  - 修改②（HANDLER_ONLY 改为 LLM 输出驱动）：查差旅标准不再由 gate_classify 规则命中,改为 LLM 返回 task_type=query_travel_standard 后,`_route_after_model_intent` 检查 scene.route=HANDLER_ONLY → 转 execute_scene_handler。`execute_scene_handler` 优先使用 LLM 生成的 task(含 ontology_fields)。
+  - 修改③（图拓扑简化）：gate_classify 只输出 off_topic|resume|model_intent 三种。删掉 handler_only/ambiguous 边。
+  - 验证：后端 **76 passed**;端到端 7 场景全通过——①你好→off_topic、②123→off_topic、③下周去上海→llm_function_call(之前被误杀!)、④P5武汉住宿标准→scene_handler:query_travel_standard、⑤再提交→context_resume、⑥出差并且报销招待费→llm_function_call 返回 2 task(expense_application+reimbursement)。
+  - 影响：意图识别全部交给 LLM,规则只保留闲聊拦截和 resume 兜底两个不可替代职责。加新场景只需注册 SceneDescriptor(prompt_fragment+ontology_fields+handler),LLM 的 system prompt 和 schema 自动包含,**不加任何关键词规则,不动门控代码**。
+
 ## TODO

 - [ ] 为 `quick_validate.py` 准备稳定运行环境，避免后续新增 Skill 时继续依赖人工兜底。（来源：09:18 技能校验）
--- a/server/rules/finance-rules/交通工具等级标准.xlsx
+++ b/server/rules/finance-rules/交通工具等级标准.xlsx
--- a/server/rules/finance-rules/交通费用预估表.xlsx
+++ b/server/rules/finance-rules/交通费用预估表.xlsx
--- a/server/rules/finance-rules/公司通信费报销规则.xlsx
+++ b/server/rules/finance-rules/公司通信费报销规则.xlsx
--- a/server/rules/finance-rules/出差补助标准.xlsx
+++ b/server/rules/finance-rules/出差补助标准.xlsx
--- a/server/rules/finance-rules/地区淡旺季映射表.xlsx
+++ b/server/rules/finance-rules/地区淡旺季映射表.xlsx
--- a/server/rules/finance-rules/差旅职级映射表.xlsx
+++ b/server/rules/finance-rules/差旅职级映射表.xlsx
--- a/server/src/app/api/v1/endpoints/steward.py
+++ b/server/src/app/api/v1/endpoints/steward.py
@@ -29,6 +29,10 @@ from app.services.agent_conversations import AgentConversationService
 from app.services.expense_claim_draft_flow import APPROVED_APPLICATION_LINK_STATUSES
 from app.services.expense_claims import ExpenseClaimService
 from app.services.runtime_chat import RuntimeChatService
+from app.services.steward_context_resume import (
+    attach_resumed_task,
+    should_resume_recent_task,
+)
 from app.services.steward_flow_state import StewardFlowStateService
 from app.services.steward_graph_action_runtime import StewardGraphActionRuntime
 from app.services.steward_graph_planner import StewardGraphPlannerService
@@ -61,7 +65,10 @@ def create_steward_plan(payload: StewardPlanRequest, db: DbSession) -> StewardPl
    try:
        planner = _build_steward_planner(db)
        hydrated_payload = _hydrate_required_application_gate(db, payload, planner)
-        plan = planner.build_plan(hydrated_payload)
+        if isinstance(planner, StewardGraphPlannerService):
+            plan = planner.build_plan(hydrated_payload, db=db)
+        else:
+            plan = planner.build_plan(hydrated_payload)
        return _attach_conversation_state(db, hydrated_payload, plan)
    except ValueError as exc:
        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(exc)) from exc
@@ -143,7 +150,10 @@ async def _iter_steward_plan_events(

    try:
        hydrated_payload = _hydrate_required_application_gate(db, payload, planner)
-        plan = planner.build_plan(hydrated_payload)
+        if isinstance(planner, StewardGraphPlannerService):
+            plan = planner.build_plan(hydrated_payload, db=db)
+        else:
+            plan = planner.build_plan(hydrated_payload)
        plan = _attach_conversation_state(db, hydrated_payload, plan)
    except ValueError as exc:
        yield _encode_stream_event("error", {"message": str(exc)})
@@ -495,3 +505,66 @@ def _resolve_current_steward_state(
        return stored_state
    incoming_state = context_json.get("steward_state") or context_json.get("stewardState")
    return incoming_state if isinstance(incoming_state, dict) else {}
+
+
+def _inject_recent_conversation_history(
+    db: Session,
+    payload: StewardPlanRequest,
+) -> StewardPlanRequest:
+    """读取会话最近 10 条对话历史，注入 context_json.recent_history 供 LLM 关联上下文。
+
+    历史只给模型用，不返回前端。在 get_or_create_conversation 之前读取，
+    使用前端传入的 conversation_id，避免把本轮消息算进历史。
+    """
+    context_json = dict(payload.context_json or {})
+    conversation_id = _resolve_conversation_id(context_json)
+    if not conversation_id:
+        return payload
+    try:
+        recent_history = AgentConversationService(db).list_message_history(
+            conversation_id,
+            limit=10,
+        )
+    except Exception:
+        recent_history = []
+    if not recent_history:
+        return payload
+    return payload.model_copy(
+        update={
+            "context_json": {
+                **context_json,
+                "recent_history": recent_history,
+            }
+        }
+    )
+
+
+def _apply_context_resume(
+    db: Session,
+    payload: StewardPlanRequest,
+    plan: StewardPlanResponse,
+) -> StewardPlanResponse:
+    """确定性兜底：若 plan 无 task 且用户说"再提交"类话术，从会话状态恢复最近 task。
+
+    不依赖 LLM 理解力，100% 可靠地恢复上下文。LLM 注入历史（保险②）覆盖更模糊话术。
+    """
+    if plan.tasks or plan.candidate_flows:
+        return plan
+    context_json = dict(payload.context_json or {})
+    conversation_id = _resolve_conversation_id(context_json)
+    if not conversation_id:
+        return plan
+    try:
+        conversation = AgentConversationService(db).get_conversation(conversation_id)
+    except Exception:
+        conversation = None
+    if conversation is None:
+        return plan
+    current_state = _resolve_current_steward_state(
+        conversation.state_json if isinstance(conversation.state_json, dict) else {},
+        context_json,
+    )
+    resume_flow_id = should_resume_recent_task(payload.message, current_state)
+    if not resume_flow_id:
+        return plan
+    return attach_resumed_task(plan, current_state, resume_flow_id)
--- a/server/src/app/schemas/settings.py
+++ b/server/src/app/schemas/settings.py
@@ -56,6 +56,23 @@ class SettingsSessionForm(BaseModel):
    conversationRetentionDays: int = Field(default=3, ge=1, le=10)


+class SettingsModelRow(BaseModel):
+    slot: str = Field(min_length=1, max_length=64)
+    provider: str = Field(min_length=1, max_length=64)
+    url: str = Field(min_length=1, max_length=512)
+    apiKey: str = Field(default="", max_length=1024)
+    apiKeyConfigured: bool = False
+    modelId: str = Field(min_length=1, max_length=255)
+    type: Literal["llm", "embedding", "rerank"] = "llm"
+
+    @field_validator("slot", "provider", "url", "apiKey", "modelId", mode="before")
+    @classmethod
+    def strip_model_row_string(cls, value: str | None) -> str | None:
+        if value is None:
+            return None
+        return value.strip()
+
+
 class SettingsLlmForm(BaseModel):
    mainProvider: str = Field(min_length=1, max_length=64)
    mainModel: str = Field(min_length=1, max_length=255)
@@ -80,6 +97,7 @@ class SettingsLlmForm(BaseModel):
    rerankerEndpoint: str = Field(min_length=1, max_length=512)
    rerankerApiKey: str = Field(default="", max_length=1024)
    rerankerApiKeyConfigured: bool = False
+    models: list[SettingsModelRow] = Field(default_factory=list)

    @field_validator(
        "mainProvider",
@@ -201,7 +219,7 @@ class ModelConnectivityTestRequest(BaseModel):
    model: str = Field(min_length=1, max_length=255)
    api_key: str | None = Field(default=None, max_length=1024)
    capability: Literal["chat", "embedding", "reranker"] = "chat"
-    slot: Literal["main", "backup", "embedding", "reranker"] | None = None
+    slot: str | None = Field(default=None, max_length=64)

    @field_validator("provider", "endpoint", "model", "api_key", mode="before")
    @classmethod
@@ -234,7 +252,7 @@ class SettingsCacheClearRead(BaseModel):


 class RuntimeModelConfigRead(BaseModel):
-    slot: Literal["main", "backup", "embedding", "reranker"]
+    slot: str
    provider: str
    model: str
    endpoint: str
--- a/server/src/app/schemas/steward.py
+++ b/server/src/app/schemas/steward.py
@@ -6,8 +6,8 @@ from pydantic import BaseModel, Field

 StewardTaskType = str
 StewardAssignedAgent = str
-StewardPlanningSource = Literal["llm_function_call", "rule_fallback"]
-StewardPlanNextAction = Literal["confirm_flow", "confirm_task", "delegate_task", "none"]
+StewardPlanningSource = str  # 放宽:支持 llm_function_call / rule_fallback / scene_handler:* / context_resume
+StewardPlanNextAction = str  # 放宽:支持 confirm_flow / confirm_task / delegate_task / none / answer_only
 StewardRequestedAction = Literal["preview", "save_draft", "submit"]
 StewardSlotDecisionSource = Literal["llm_function_call", "rule_fallback"]
 StewardSlotNextAction = Literal["ask_user", "render_preview"]
--- a/server/src/app/services/scenes/init.py
+++ b/server/src/app/services/scenes/init.py
@@ -0,0 +1,84 @@
+from __future__ import annotations
+
+from typing import Any
+
+from app.services.scenes.scene_descriptor import SceneDescriptor
+from app.services.scenes.scene_registry import REGISTRY, register_scene  # noqa: F401
+
+
+def bootstrap_scenes() -> None:
+    """注册全部业务场景,并运行时绑定 handler/builder/executor。
+
+    descriptor 声明时 handler/builder/executor 为 None(避免循环 import),
+    这里在运行时从各自的服务模块取回实际可调用对象并回填到 descriptor。
+
+    新增场景时:
+    1. 新建 scenes/scene_xxx.py,声明 SceneDescriptor(handler 留 None)
+    2. 在这里加一行 register 调用
+    3. 如有 handler,在 _bind_runtime_callbacks 里加绑定
+    """
+    # 声明式注册(不依赖任何服务模块)
+    from app.services.scenes import (
+        scene_expense_application,
+        scene_query_travel_standard,
+        scene_reimbursement,
+    )
+
+    if REGISTRY.all_scene_ids():
+        return  # 已注册,避免重复
+
+    scene_expense_application.register()
+    scene_reimbursement.register()
+    scene_query_travel_standard.register()
+
+    _bind_runtime_callbacks()
+
+
+def _bind_runtime_callbacks() -> None:
+    """运行时把 handler/builder/executor 绑定到 descriptor。
+
+    因为 SceneDescriptor 是 frozen dataclass,这里用替换的方式回填。
+    """
+    from app.services.steward_action_contracts import StewardActionPlanBuilder
+    from app.services.steward_action_executor import StewardActionExecutor
+    from app.services.steward_query_executors import (
+        build_travel_standard_query_steps,
+        execute_travel_standard_query,
+    )
+
+    application_builder = StewardActionPlanBuilder()
+
+    # expense_application
+    _update_scene(
+        "expense_application",
+        action_steps_builder=application_builder.build_application_steps,
+        executor=StewardActionExecutor._dispatch_application_action,
+    )
+
+    # reimbursement
+    _update_scene(
+        "reimbursement",
+        action_steps_builder=application_builder.build_reimbursement_steps,
+        executor=StewardActionExecutor._dispatch_reimbursement_action,
+    )
+
+    # query_travel_standard
+    _update_scene(
+        "query_travel_standard",
+        action_steps_builder=build_travel_standard_query_steps,
+        handler=execute_travel_standard_query,
+        executor=execute_travel_standard_query,
+    )
+
+
+def _update_scene(scene_id: str, **overrides: Any) -> None:
+    """替换 REGISTRY 里的 descriptor 字段(frozen dataclass 需重建)。"""
+    scene = REGISTRY.get(scene_id)
+    if scene is None:
+        return
+    updated = SceneDescriptor(**{**scene.__dict__, **overrides})
+    REGISTRY.register(updated)
+
+
+# import 即注册
+bootstrap_scenes()
--- a/server/src/app/services/scenes/gate_rules.py
+++ b/server/src/app/services/scenes/gate_rules.py
@@ -0,0 +1,38 @@
+from __future__ import annotations
+
+from enum import Enum
+
+
+class GateRule(str, Enum):
+    """门控规则:决定场景如何参与 gate_classify 的裁决。"""
+
+    OFF_TOPIC = "off_topic"
+    """非业务输入,走 off_topic_reply。"""
+
+    CHOICE = "choice"
+    """明确的业务选择,命中 signal_keywords 即生效。"""
+
+    AMBIGUOUS_FLOW = "ambiguous_flow"
+    """话术歧义,走候选流程确认。"""
+
+    MODEL_ONLY = "model_only"
+    """只走 LLM function call,不参与规则匹配(如申请/报销的复杂识别)。"""
+
+
+class SceneRoute(str, Enum):
+    """路由策略:gate_classify 裁决后决定走图的哪条边。"""
+
+    HANDLER_ONLY = "handler_only"
+    """不走 LLM,直接执行 handler(查询/命令类场景)。"""
+
+    MODEL_INTENT = "model_intent"
+    """走 LLM function call(申请/报销类场景)。"""
+
+    OFF_TOPIC = "off_topic"
+    """走 off_topic 回复。"""
+
+    RESUME = "resume"
+    """走确定性上下文恢复。"""
+
+    AMBIGUOUS = "ambiguous"
+    """走候选流程确认。"""
--- a/server/src/app/services/scenes/scene_descriptor.py
+++ b/server/src/app/services/scenes/scene_descriptor.py
@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from typing import Any, Callable
+
+from app.services.scenes.gate_rules import GateRule, SceneRoute
+
+
+@dataclass(frozen=True)
+class SceneDescriptor:
+    """单个业务场景的声明式描述符。
+
+    一个场景的"如何识别""走哪条路""做什么""要什么槽位""能否恢复上下文"
+    全部在这里声明,实现接入成本 O(1)。
+    """
+
+    scene_id: str
+    """唯一标识,等同 task_type(如 expense_application / query_travel_standard)。"""
+
+    label: str
+    """中文标签,用于 system prompt、前端展示、日志。"""
+
+    signal_keywords: tuple[str, ...] = ()
+    """规则识别的关键词;聚合进 off_topic 信号池,也用于 CHOICE 门控规则匹配。"""
+
+    ontology_fields: tuple[str, ...] = ()
+    """该场景允许的 canonical 槽位;为空表示沿用全局 BUSINESS_CANONICAL_FIELDS。"""
+
+    gate: GateRule = GateRule.MODEL_ONLY
+    """门控规则,决定场景如何参与 gate_classify 裁决。"""
+
+    route: SceneRoute = SceneRoute.MODEL_INTENT
+    """路由策略,gate_classify 命中后决定走图的哪条边。"""
+
+    handler: Callable[..., Any] | None = None
+    """执行函数;HANDLER_ONLY 路由必填,其他路由可选。"""
+
+    action_steps_builder: Callable[[Any], list[Any]] | None = None
+    """动作步骤生成函数;把 StewardTask 转换为白名单 action steps。"""
+
+    can_resume: bool = False
+    """是否参与"再提交"上下文恢复。"""
+
+    flow_id: str | None = None
+    """候选流程确认使用的 flow_id;查询/命令类为 None。"""
+
+    prompt_fragment: str = ""
+    """注入 steward_intent_agent system prompt 的识别指引片段。"""
+
+    priority: int = 100
+    """gate_classify 的匹配优先级;数字小的优先。"""
+
+    side_effect_actions: tuple[str, ...] = ()
+    """该场景产生副作用的 action_type 集合。"""
+
+    noop_actions: tuple[str, ...] = ()
+    """该场景的无副作用 action_type 集合(填充/预览/校验等)。"""
+
+    assigned_agent: str = ""
+    """该场景对应的执行 agent 标识。"""
+
+    executor: Callable[..., Any] | None = None
+    """副作用/查询动作的执行器;供 action_executor 通过 registry 分发。"""
--- a/server/src/app/services/scenes/scene_expense_application.py
+++ b/server/src/app/services/scenes/scene_expense_application.py
@@ -0,0 +1,38 @@
+from __future__ import annotations
+
+from app.services.scenes.gate_rules import GateRule, SceneRoute
+from app.services.scenes.scene_descriptor import SceneDescriptor
+from app.services.scenes.scene_registry import register_scene
+
+
+def register() -> None:
+    register_scene(
+        SceneDescriptor(
+            scene_id="expense_application",
+            label="费用申请",
+            assigned_agent="application_assistant",
+            signal_keywords=(
+                "申请", "出差", "差旅", "费用", "交通", "住宿", "采购", "会务", "会议",
+                "客户现场", "项目", "拜访", "调研", "驻场", "上线", "验收",
+            ),
+            ontology_fields=(),  # 沿用全局 BUSINESS_CANONICAL_FIELDS,运行时 fallback
+            gate=GateRule.MODEL_ONLY,
+            route=SceneRoute.MODEL_INTENT,
+            handler=None,
+            action_steps_builder=None,  # 运行时从 StewardActionPlanBuilder 取
+            can_resume=True,
+            flow_id="travel_application",
+            side_effect_actions=("save_application_draft", "submit_application", "run_duplicate_precheck"),
+            noop_actions=(
+                "fill_application_fields",
+                "build_application_preview",
+                "validate_required_fields",
+            ),
+            executor=None,  # 运行时从 StewardActionExecutor 取
+            prompt_fragment=(
+                "用户描述未来出差、差旅计划、去某地几天、部署、支撑、拜访或会议安排时,"
+                "即使没有出现“申请”两个字，也必须优先识别为 expense_application。"
+            ),
+            priority=100,
+        )
+    )
--- a/server/src/app/services/scenes/scene_query_travel_standard.py
+++ b/server/src/app/services/scenes/scene_query_travel_standard.py
@@ -0,0 +1,40 @@
+from __future__ import annotations
+
+from app.services.scenes.gate_rules import GateRule, SceneRoute
+from app.services.scenes.scene_descriptor import SceneDescriptor
+from app.services.scenes.scene_registry import register_scene
+
+
+def register() -> None:
+    register_scene(
+        SceneDescriptor(
+            scene_id="query_travel_standard",
+            label="差旅标准查询",
+            assigned_agent="policy_query_assistant",
+            signal_keywords=(
+                "差旅标准", "住宿标准", "出差标准", "交通标准", "出差补助",
+                "差旅补贴", "住宿补助", "交通补助", "职级标准", "差标",
+            ),
+            ontology_fields=(
+                "location",
+                "employee_grade",
+                "standard_category",
+                "expense_type",
+            ),
+            gate=GateRule.CHOICE,
+            route=SceneRoute.HANDLER_ONLY,
+            handler=None,  # 运行时从 steward_query_executors 取
+            action_steps_builder=None,  # 运行时从 steward_query_executors 取
+            can_resume=False,
+            flow_id=None,
+            side_effect_actions=("execute_travel_standard_query",),
+            noop_actions=(),
+            executor=None,  # 运行时从 steward_query_executors 取
+            prompt_fragment=(
+                "用户询问差旅住宿标准、交通标准、出差补助或差旅补贴标准时,"
+                "必须识别为 query_travel_standard,而不是 expense_application 或 reimbursement。"
+                "差旅标准查询不创建任何单据,只返回标准数值。"
+            ),
+            priority=50,  # 比 MODEL_ONLY 场景优先,确保查询类先被规则命中
+        )
+    )
--- a/server/src/app/services/scenes/scene_registry.py
+++ b/server/src/app/services/scenes/scene_registry.py
@@ -0,0 +1,110 @@
+from __future__ import annotations
+
+from typing import Any, Callable
+
+from app.services.scenes.gate_rules import GateRule, SceneRoute
+from app.services.scenes.scene_descriptor import SceneDescriptor
+
+
+class SceneRegistry:
+    """场景注册表单例。
+
+    所有场景在 import 时注册,门控/路由/执行/字段过滤全部从这里查询。
+    gate_classify 节点是它的唯一消费者(单一决策点)。
+    """
+
+    def __init__(self) -> None:
+        self._scenes: dict[str, SceneDescriptor] = {}
+        self._flow_to_scene: dict[str, str] = {}
+
+    # ---- 注册 ----
+
+    def register(self, descriptor: SceneDescriptor) -> SceneDescriptor:
+        self._scenes[descriptor.scene_id] = descriptor
+        if descriptor.flow_id:
+            self._flow_to_scene[descriptor.flow_id] = descriptor.scene_id
+        return descriptor
+
+    # ---- 查询 ----
+
+    def get(self, scene_id: str) -> SceneDescriptor | None:
+        return self._scenes.get(str(scene_id or "").strip())
+
+    def all_scenes(self) -> list[SceneDescriptor]:
+        return list(self._scenes.values())
+
+    def scenes_sorted_by_priority(self) -> list[SceneDescriptor]:
+        """按 priority 升序排列(数字小优先)。"""
+        return sorted(self._scenes.values(), key=lambda s: s.priority)
+
+    def all_scene_ids(self) -> list[str]:
+        return [s.scene_id for s in self._scenes.values()]
+
+    def all_assigned_agents(self) -> list[str]:
+        return [s.assigned_agent for s in self._scenes.values() if s.assigned_agent]
+
+    def all_flow_ids(self) -> list[str]:
+        return [s.flow_id for s in self._scenes.values() if s.flow_id]
+
+    def all_signal_keywords(self) -> set[str]:
+        keywords: set[str] = set()
+        for scene in self._scenes.values():
+            keywords.update(scene.signal_keywords)
+        return keywords
+
+    def all_side_effect_actions(self) -> set[str]:
+        actions: set[str] = set()
+        for scene in self._scenes.values():
+            actions.update(scene.side_effect_actions)
+        return actions
+
+    def all_noop_actions(self) -> set[str]:
+        actions: set[str] = set()
+        for scene in self._scenes.values():
+            actions.update(scene.noop_actions)
+        return actions
+
+    def resolve_scene_by_action(self, action_type: str) -> SceneDescriptor | None:
+        normalized = str(action_type or "").strip()
+        for scene in self._scenes.values():
+            if normalized in scene.side_effect_actions or normalized in scene.noop_actions:
+                return scene
+        return None
+
+    def resolve_scene_by_flow(self, flow_id: str) -> SceneDescriptor | None:
+        scene_id = self._flow_to_scene.get(str(flow_id or "").strip())
+        return self.get(scene_id) if scene_id else None
+
+    def field_allowlist_for(
+        self,
+        scene_id: str,
+        *,
+        fallback: frozenset[str] | None = None,
+    ) -> frozenset[str]:
+        scene = self.get(scene_id)
+        if scene and scene.ontology_fields:
+            return frozenset(scene.ontology_fields)
+        return fallback or frozenset()
+
+    def resumable_scenes(self) -> list[SceneDescriptor]:
+        """返回所有声明了 can_resume=True 的场景。"""
+        return [s for s in self._scenes.values() if s.can_resume]
+
+    def prompt_fragments(self) -> str:
+        """拼接所有场景的 prompt_fragment,供 system prompt 注入。"""
+        fragments = [s.prompt_fragment for s in self._scenes.values() if s.prompt_fragment]
+        return "".join(fragments)
+
+    def intent_summary(self) -> str:
+        """拼接场景列表摘要,供 system prompt 引用。"""
+        fragments = [f"{s.scene_id}（{s.label}）" for s in self._scenes.values()]
+        return "、".join(fragments) if fragments else "（暂无已注册场景）"
+
+
+# 全局单例
+REGISTRY = SceneRegistry()
+
+
+def register_scene(descriptor: SceneDescriptor) -> SceneDescriptor:
+    """注册场景到全局单例。"""
+    return REGISTRY.register(descriptor)
--- a/server/src/app/services/scenes/scene_reimbursement.py
+++ b/server/src/app/services/scenes/scene_reimbursement.py
@@ -0,0 +1,41 @@
+from __future__ import annotations
+
+from app.services.scenes.gate_rules import GateRule, SceneRoute
+from app.services.scenes.scene_descriptor import SceneDescriptor
+from app.services.scenes.scene_registry import register_scene
+
+
+def register() -> None:
+    register_scene(
+        SceneDescriptor(
+            scene_id="reimbursement",
+            label="费用报销",
+            assigned_agent="reimbursement_assistant",
+            signal_keywords=(
+                "报销", "报账", "票据", "发票", "凭证", "行程单", "付款截图", "小票", "收据",
+            ),
+            ontology_fields=(),  # 沿用全局 BUSINESS_CANONICAL_FIELDS
+            gate=GateRule.MODEL_ONLY,
+            route=SceneRoute.MODEL_INTENT,
+            handler=None,
+            action_steps_builder=None,
+            can_resume=False,
+            flow_id="travel_reimbursement",
+            side_effect_actions=(
+                "create_reimbursement_draft",
+                "link_existing_application",
+                "associate_attachments",
+            ),
+            noop_actions=(
+                "fill_reimbursement_fields",
+                "build_reimbursement_preview",
+                "validate_required_fields",
+            ),
+            executor=None,
+            prompt_fragment=(
+                "用户描述已经发生的费用、昨天/前天费用、票据或明确报销诉求时,"
+                "才识别为 reimbursement。"
+            ),
+            priority=100,
+        )
+    )
--- a/server/src/app/services/settings.py
+++ b/server/src/app/services/settings.py
@@ -93,6 +93,18 @@ MODEL_SLOT_CONFIGS = {
        priority=40,
    ),
 }
+
+MODEL_TYPE_TO_CAPABILITY = {
+    "llm": "chat",
+    "embedding": "embedding",
+    "rerank": "reranker",
+}
+
+MODEL_CAPABILITY_TO_TYPE = {
+    "chat": "llm",
+    "embedding": "embedding",
+    "reranker": "rerank",
+}


@dataclass(slots=True)
@@ -110,6 +122,26 @@ class OnlyOfficeRuntimeConfig:
    jwt_secret: str


+def serialize_model_rows(model_rows: dict[str, SystemModelSetting]) -> list[dict[str, object]]:
+    ordered_rows = sorted(
+        model_rows.values(),
+        key=lambda row: (int(row.priority or 0), str(row.slot or "")),
+    )
+
+    return [
+        {
+            "slot": row.slot,
+            "provider": row.provider,
+            "url": row.endpoint,
+            "apiKey": "",
+            "apiKeyConfigured": bool(row.api_key_encrypted),
+            "modelId": row.model_name,
+            "type": MODEL_CAPABILITY_TO_TYPE.get(str(row.capability or "chat"), "llm"),
+        }
+        for row in ordered_rows
+    ]
+
+
 class SettingsService:
    _schema_ready_lock = threading.Lock()
    _schema_ready_keys: set[tuple[str, int]] = set()
@@ -282,6 +314,8 @@ class SettingsService:
            payload.llmForm.rerankerEndpoint,
            payload.llmForm.rerankerApiKey,
        )
+        if payload.llmForm.models:
+            self._apply_model_rows(model_rows, payload.llmForm.models)

        if payload.renderForm.enabled and not payload.renderForm.publicUrl:
            raise ValueError("启用 ONLYOFFICE 时必须配置服务地址。")
@@ -367,31 +401,39 @@ class SettingsService:
        )

    def load_saved_model_api_key(self, slot: str | None) -> str:
-        if not slot or slot not in MODEL_SLOT_CONFIGS:
+        normalized_slot = str(slot or "").strip()
+        if not normalized_slot:
            return ""

        settings_row, secrets_row = self.ensure_settings_ready()
        model_rows = self.ensure_model_settings_ready(settings_row, secrets_row)
-        encrypted_value = model_rows[slot].api_key_encrypted
+        model_row = model_rows.get(normalized_slot)
+        if model_row is None:
+            return ""
+
+        encrypted_value = model_row.api_key_encrypted
        if not encrypted_value:
            return ""

-        return self._decrypt_model_api_key(encrypted_value, slot=slot)
+        return self._decrypt_model_api_key(encrypted_value, slot=normalized_slot)

    def get_runtime_model_config(self, slot: str) -> dict[str, str]:
-        if slot not in MODEL_SLOT_CONFIGS:
+        normalized_slot = str(slot or "").strip()
+        if not normalized_slot:
            raise ValueError("未知模型槽位。")

        settings_row, secrets_row = self.ensure_settings_ready()
        model_rows = self.ensure_model_settings_ready(settings_row, secrets_row)
-        model_row = model_rows[slot]
+        model_row = model_rows.get(normalized_slot)
+        if model_row is None:
+            raise ValueError("未知模型槽位。")

        return {
-            "slot": slot,
+            "slot": normalized_slot,
            "provider": model_row.provider,
            "model": model_row.model_name,
            "endpoint": model_row.endpoint,
-            "apiKey": self.load_saved_model_api_key(slot),
+            "apiKey": self.load_saved_model_api_key(normalized_slot),
            "capability": model_row.capability,
        }

@@ -550,9 +592,61 @@ class SettingsService:
        model_row.endpoint = endpoint

        normalized_api_key = api_key.strip()
+        if normalized_api_key == "********":
+            return
        if normalized_api_key:
            model_row.api_key_encrypted = encrypt_secret(normalized_api_key)

+    def _apply_model_rows(self, model_rows: dict[str, SystemModelSetting], rows: list[object]) -> None:
+        seen_slots: set[str] = set()
+        active_custom_slots: set[str] = set()
+
+        for index, row in enumerate(rows, start=1):
+            slot = str(getattr(row, "slot", "") or "").strip()
+            if not slot:
+                raise ValueError("模型配置缺少槽位标识。")
+            if slot in seen_slots:
+                raise ValueError(f"模型槽位重复：{slot}")
+            seen_slots.add(slot)
+            if slot in MODEL_SLOT_CONFIGS:
+                continue
+
+            provider = str(getattr(row, "provider", "") or "").strip()
+            model_id = str(getattr(row, "modelId", "") or "").strip()
+            url = str(getattr(row, "url", "") or "").strip()
+            model_type = str(getattr(row, "type", "") or "llm").strip()
+            capability = MODEL_TYPE_TO_CAPABILITY.get(model_type)
+            if capability is None:
+                raise ValueError("模型类型必须是大语言模型、Embedding 或 Rerank。")
+            if not provider or not model_id or not url:
+                raise ValueError("模型配置必须填写供应商、model_id 和接口地址。")
+
+            model_row = model_rows.get(slot)
+            if model_row is None:
+                model_row = SystemModelSetting(slot=slot)
+                model_rows[slot] = model_row
+
+            self._apply_model_setting(
+                model_row,
+                provider,
+                model_id,
+                url,
+                str(getattr(row, "apiKey", "") or ""),
+            )
+            model_row.capability = capability
+            model_row.priority = index * 10
+            model_row.enabled = True
+            self.db.add(model_row)
+
+            if slot not in MODEL_SLOT_CONFIGS:
+                active_custom_slots.add(slot)
+
+        for slot, model_row in list(model_rows.items()):
+            if slot in MODEL_SLOT_CONFIGS or slot in active_custom_slots:
+                continue
+            self.db.delete(model_row)
+            model_rows.pop(slot, None)
+
    def _build_hermes_model_route(self, model_row: SystemModelSetting) -> HermesModelRoute:
        api_key = self._decrypt_model_api_key(model_row.api_key_encrypted, slot=model_row.slot)

@@ -804,6 +898,7 @@ class SettingsService:
                "rerankerEndpoint": reranker_model.endpoint,
                "rerankerApiKey": "",
                "rerankerApiKeyConfigured": bool(reranker_model.api_key_encrypted),
+                "models": serialize_model_rows(model_rows),
            },
            renderForm={
                "enabled": settings_row.onlyoffice_enabled,
--- a/server/src/app/services/steward_context_resume.py
+++ b/server/src/app/services/steward_context_resume.py
@@ -0,0 +1,170 @@
+from __future__ import annotations
+
+import re
+from typing import Any
+
+from app.schemas.steward import (
+    StewardPlanResponse,
+    StewardTask,
+    StewardThinkingEvent,
+)
+
+
+# "再提交"类确认话术：用户在删除草稿/解决冲突后，用这些话术恢复之前的申请 task
+RESUME_CONFIRMATION_KEYWORDS = (
+    "再提交",
+    "继续提交",
+    "重新提交",
+    "再申请",
+    "继续申请",
+    "重新申请",
+    "那就提交",
+    "那就申请",
+    "继续吧",
+    "再试一次",
+    "重新发起",
+    "重新创建",
+)
+
+# flow_id → task_type 映射，用于从 steward_state 恢复 task
+_FLOW_TASK_TYPE = {
+    "travel_application": "expense_application",
+    "travel_reimbursement": "reimbursement",
+}
+
+_FLOW_ASSIGNED_AGENT = {
+    "travel_application": "application_assistant",
+    "travel_reimbursement": "reimbursement_assistant",
+}
+
+
+def should_resume_recent_task(
+    message: str,
+    steward_state: dict[str, Any] | None,
+) -> str | None:
+    """检测'再提交'类话术 + steward_state 里有可恢复的 flow，返回 flow_id 或 None。
+
+    确定性兜底：不依赖 LLM，当用户用确认类话术（如"再提交"）且 state 里存在
+    一个仍有业务字段的 flow 时，直接恢复该 flow。
+    """
+    if not _matches_resume_keywords(message):
+        return None
+    if not isinstance(steward_state, dict):
+        return None
+
+    active_flow = str(steward_state.get("active_flow") or "").strip()
+    flows = steward_state.get("flows") if isinstance(steward_state.get("flows"), dict) else {}
+
+    # 优先恢复 active_flow，其次遍历所有 flow 找最近一个有字段的
+    candidate_flow_ids: list[str] = []
+    if active_flow and active_flow in flows:
+        candidate_flow_ids.append(active_flow)
+    for flow_id in flows:
+        if flow_id not in candidate_flow_ids:
+            candidate_flow_ids.append(flow_id)
+
+    for flow_id in candidate_flow_ids:
+        flow = flows.get(flow_id)
+        if isinstance(flow, dict) and _flow_has_resumable_fields(flow):
+            return str(flow_id or "").strip() or None
+    return None
+
+
+def resume_task_from_flow(
+    flow_id: str,
+    flow: dict[str, Any],
+    task_index: int = 1,
+) -> StewardTask:
+    """从 steward_state.flows[flow_id] 恢复成 StewardTask。
+
+    复用 runtime-decision 的恢复逻辑（_hydrate_runtime_state 的 field 读取），
+    但产出完整 StewardTask 而非 runtime dict。
+    """
+    task_type = _FLOW_TASK_TYPE.get(flow_id, "expense_application")
+    assigned_agent = _FLOW_ASSIGNED_AGENT.get(flow_id, "application_assistant")
+    fields = {
+        str(key or "").strip(): str(value or "").strip()
+        for key, value in (flow.get("fields") or {}).items()
+        if str(key or "").strip() and str(value or "").strip()
+    }
+    missing_fields = [
+        str(item or "").strip()
+        for item in (flow.get("missing_fields") or [])
+        if str(item or "").strip()
+    ]
+    task_prefix = "app" if task_type == "expense_application" else "reim"
+    return StewardTask(
+        task_id=f"task_resume_{task_prefix}_{task_index:03d}",
+        task_type=task_type,
+        assigned_agent=assigned_agent,
+        title="恢复上次未完成的申请" if task_type == "expense_application" else "恢复上次未完成的报销",
+        summary="根据之前的对话上下文恢复该任务。",
+        status="needs_confirmation" if missing_fields else "ready_to_delegate",
+        confidence=0.85,
+        requested_action="submit",
+        ontology_fields=fields,
+        missing_fields=missing_fields,
+        confirmation_required=True,
+    )
+
+
+def attach_resumed_task(
+    plan: StewardPlanResponse,
+    steward_state: dict[str, Any] | None,
+    flow_id: str,
+) -> StewardPlanResponse:
+    """把恢复的 task 挂回 plan，并补充一条 thinking_event 说明上下文已恢复。"""
+    if not isinstance(steward_state, dict):
+        return plan
+    flows = steward_state.get("flows") if isinstance(steward_state.get("flows"), dict) else {}
+    flow = flows.get(flow_id) if isinstance(flows, dict) else None
+    if not isinstance(flow, dict):
+        return plan
+
+    resumed_task = resume_task_from_flow(flow_id, flow, task_index=len(plan.tasks) + 1)
+    tasks = list(plan.tasks) + [resumed_task]
+
+    thinking_events = list(plan.thinking_events)
+    field_summary = "、".join(
+        f"{key}:{value}" for key, value in resumed_task.ontology_fields.items() if value
+    )
+    thinking_events.append(
+        StewardThinkingEvent(
+            event_id="context_resume_recovered",
+            stage="llm_function_call",
+            title="已恢复上次未完成的申请",
+            content=(
+                f"识别到您要继续之前的{('出差申请' if resumed_task.task_type == 'expense_application' else '费用报销')}，"
+                f"已从会话上下文恢复该任务"
+                + (f"（{field_summary}）。" if field_summary else "。")
+            ),
+            status="completed",
+        )
+    )
+
+    return plan.model_copy(
+        update={
+            "tasks": tasks,
+            "thinking_events": thinking_events,
+            "planning_source": "context_resume",
+            "next_action": "confirm_task" if resumed_task.missing_fields else "delegate_task",
+        }
+    )
+
+
+def _matches_resume_keywords(message: str) -> bool:
+    compact = re.sub(r"\s+", "", str(message or ""))
+    if not compact:
+        return False
+    return any(keyword in compact for keyword in RESUME_CONFIRMATION_KEYWORDS)
+
+
+def _flow_has_resumable_fields(flow: dict[str, Any]) -> bool:
+    """判断 flow 是否还有可恢复的业务字段（至少有 1 个非空字段）。"""
+    fields = flow.get("fields")
+    if not isinstance(fields, dict):
+        return False
+    return any(
+        str(value or "").strip()
+        for value in fields.values()
+    )
--- a/server/src/app/services/steward_graph_planner.py
+++ b/server/src/app/services/steward_graph_planner.py
@@ -1,14 +1,20 @@
 from __future__ import annotations

+import re
 from datetime import date
 from typing import Any, TypedDict

 from langgraph.graph import END, START, StateGraph
+from sqlalchemy.orm import Session

 from app.schemas.steward import StewardPlanRequest, StewardPlanResponse
 from app.services import steward_intent_bootstrap  # noqa: F401  导入即注册全部业务意图
+from app.services.agent_conversations import AgentConversationService
+from app.services.scenes import REGISTRY as SCENE_REGISTRY
+from app.services.scenes.gate_rules import GateRule, SceneRoute
 from app.services.steward_action_contracts import StewardActionPlanBuilder
 from app.services.steward_constants import BUSINESS_CANONICAL_FIELD_ORDER
+from app.services.steward_context_resume import attach_resumed_task, should_resume_recent_task
 from app.services.steward_intent_agent import StewardIntentAgent, StewardIntentAgentResult
 from app.services.steward_model_plan_builder import StewardModelPlanBuilder
 from app.services.steward_off_topic_agent import StewardOffTopicAgent
@@ -16,8 +22,28 @@ from app.services.steward_planner_extraction import StewardPlannerExtractionMixi
 from app.services.steward_planner_fallback import StewardPlannerFallbackMixin


+# ---- 模块级辅助函数:gate_classify 的判断逻辑 ----
+
+def _compact_text(text: str) -> str:
+    return re.sub(r"\s+", "", str(text or ""))
+
+
+def _scene_route_to_gate_decision(route: SceneRoute) -> str:
+    """SceneRoute 映射到 gate_decision 字符串。"""
+    if route == SceneRoute.HANDLER_ONLY:
+        return "handler_only"
+    if route == SceneRoute.OFF_TOPIC:
+        return "off_topic"
+    if route == SceneRoute.RESUME:
+        return "resume"
+    if route == SceneRoute.AMBIGUOUS:
+        return "ambiguous"
+    return "model_intent"
+
+
 class StewardGraphState(TypedDict, total=False):
    request: StewardPlanRequest
+    db: Session
    message: str
    base_date: date
    scenario: str | None
@@ -26,10 +52,25 @@ class StewardGraphState(TypedDict, total=False):
    plan: StewardPlanResponse
    model_call_traces: list[dict[str, Any]]
    fallback_reason: str
+    # 新增:上下文状态
+    recent_history: list[dict[str, Any]]
+    steward_state: dict[str, Any]
+    # 新增:门控裁决
+    gate_decision: str  # "off_topic" | "handler_only" | "resume" | "ambiguous" | "model_intent" | "fallback"
+    gate_scene_id: str | None
+    # 新增:回填的 conversation_id
+    conversation_id: str | None


 class StewardGraphPlannerService(StewardPlannerFallbackMixin, StewardPlannerExtractionMixin):
-    """用 LangGraph 编排小财管家的意图识别、流程判断和兜底路径。"""
+    """用 LangGraph 编排小财管家的意图识别、流程判断和兜底路径。
+
+    Phase 1 P1.3-P1.7:LangGraph 是唯一编排者,endpoint 退化为 3 行。
+    图拓扑:
+      load_context → gate_classify → {off_topic/handler_only/resume/ambiguous/model_intent}
+        → {build_off_topic_plan / execute_scene_handler / resume_recent_task / detect_model_intent}
+        → attach_action_steps → persist_state
+    """

    def __init__(
        self,
@@ -40,10 +81,388 @@ class StewardGraphPlannerService(StewardPlannerFallbackMixin, StewardPlannerExtr
        self.off_topic_agent = off_topic_agent
        self._graph = self._build_graph()

-    def build_plan(self, request: StewardPlanRequest) -> StewardPlanResponse:
+    # ---- 上下文加载 + 门控裁决(P1.3-P1.4 新增) ----
+
+    def _load_context(self, state: StewardGraphState) -> dict[str, Any]:
+        """读最近 10 条对话历史 + steward_state,注入 state。
+
+        替代 endpoint 的 _hydrate_required_application_gate + _inject_recent_conversation_history。
+        """
+        request = state.get("request")
+        if request is None:
+            return {}
+        db = state.get("db")
+
+        # 1. 读对话历史(只给模型用,不返回前端)
+        recent_history: list[dict[str, Any]] = []
+        context_json = dict(request.context_json or {})
+        conversation_id = self._extract_conversation_id(context_json)
+        if db is not None and conversation_id:
+            try:
+                recent_history = AgentConversationService(db).list_message_history(
+                    conversation_id, limit=10
+                )
+            except Exception:
+                recent_history = []
+
+        # 2. 读 steward_state(DB 优先,前端传次之)
+        steward_state: dict[str, Any] = {}
+        if db is not None and conversation_id:
+            try:
+                conversation = AgentConversationService(db).get_conversation(conversation_id)
+                if conversation is not None and isinstance(conversation.state_json, dict):
+                    stored = conversation.state_json.get("steward_state")
+                    if isinstance(stored, dict):
+                        steward_state = stored
+            except Exception:
+                steward_state = {}
+        if not steward_state:
+            incoming = context_json.get("steward_state") or context_json.get("stewardState")
+            if isinstance(incoming, dict):
+                steward_state = incoming
+
+        # 3. 注入 recent_history 到 context_json(供 LLM 使用)
+        if recent_history:
+            request = request.model_copy(
+                update={
+                    "context_json": {
+                        **context_json,
+                        "recent_history": recent_history,
+                    }
+                }
+            )
+
+        return {
+            "request": request,
+            "recent_history": recent_history,
+            "steward_state": steward_state,
+            "message": str(request.message or "").strip(),
+            "base_date": self._resolve_base_date_from_request(request),
+        }
+
+    def _gate_classify(self, state: StewardGraphState) -> dict[str, Any]:
+        """统一门控裁决:单一决策点,按固定顺序决定场景和路由。
+
+        顺序:
+          ① resume 门(用户说"再提交"+ state 有可恢复 flow → 上下文恢复)
+          ② off_topic 门(复用 _classify_irrelevant_input:legacy 94 词 + registry 信号词 + greeting/meaningless 细分)
+          ③ 规则匹配门(按 priority 遍历 scene_registry,命中 CHOICE 规则的)
+          ④ LLM 门(规则未命中,走 model function call)
+        """
+        from app.services.scenes import REGISTRY
+        from app.services.scenes.gate_rules import GateRule
+
+        request = state.get("request")
+        if request is None:
+            return {"gate_decision": "off_topic", "gate_scene_id": None}
+        message = str(state.get("message") or "").strip()
+        steward_state = state.get("steward_state") or {}
+
+        # ① 闲聊拦截(极轻量:greeting + meaningless,省 LLM 成本,不依赖业务关键词)
+        # 不用 _classify_irrelevant_input(那套带 94 词判断,会误杀"下周去上海"等正常业务输入)
+        if self._is_lightweight_off_topic(message, request):
+            return {"gate_decision": "off_topic", "gate_scene_id": None}
+
+        # ② resume 门(用户说"再提交" + state 有可恢复 flow → 确定性恢复)
+        resume_scene = should_resume_recent_task(message, steward_state)
+        if resume_scene:
+            return {"gate_decision": "resume", "gate_scene_id": resume_scene}
+
+        # ③ 其他全部走 LLM(不再有规则匹配门;LLM function call 是唯一的意图识别者)
+        return {"gate_decision": "model_intent", "gate_scene_id": None}
+
+    def _is_lightweight_off_topic(self, message: str, request: StewardPlanRequest) -> bool:
+        """极轻量闲聊拦截:只拦 greeting 和 meaningless,不做业务相关性判断。
+
+        有附件时一定不是闲聊(附件意味着用户有业务诉求)。
+        业务相关性交给 LLM 判断,规则只挡掉绝对无关的输入省 LLM 成本。
+        """
+        if request.attachments:
+            return False
+        compact = _compact_text(message)
+        if not compact:
+            return True
+        if self._looks_like_greeting(compact):
+            return True
+        if self._looks_like_meaningless(compact):
+            return True
+        return False
+
+    def _execute_scene_handler(self, state: StewardGraphState) -> dict[str, Any]:
+        """HANDLER_ONLY 路由:不调 LLM,直接执行 scene 的 handler。
+
+        当前只有 query_travel_standard 走这条路径。handler 签名约定:
+        handler(executor_self, request, current_user, trace) -> StewardActionExecuteResponse
+        """
+        from app.services.scenes import REGISTRY
+        from app.schemas.steward import (
+            StewardActionExecuteRequest,
+            StewardActionExecuteResponse,
+            StewardActionStep,
+            StewardPlanResponse,
+            StewardTask,
+            StewardThinkingEvent,
+        )
+        import time
+
+        # scene_id 优先从 gate_scene_id 取(兼容旧行为),否则从 plan.tasks[0].task_type 取(LLM 驱动)
+        scene_id = state.get("gate_scene_id")
+        if not scene_id:
+            plan = state.get("plan")
+            if isinstance(plan, StewardPlanResponse) and plan.tasks:
+                scene_id = str(plan.tasks[0].task_type or "").strip()
+        scene = REGISTRY.get(scene_id or "") if scene_id else None
+        if scene is None or scene.handler is None:
+            plan = self._build_rule_fallback_graph_plan(state)
+            return {"plan": plan}
+
+        request = state.get("request")
+        if request is None:
+            plan = self._build_rule_fallback_graph_plan(state)
+            return {"plan": plan}
+
+        # 构造 handler 期望的 StewardActionExecuteRequest
+        # 优先使用 LLM 已生成的 task(含 ontology_fields),否则构造最小 task
+        existing_plan = state.get("plan")
+        llm_task = None
+        if isinstance(existing_plan, StewardPlanResponse) and existing_plan.tasks:
+            llm_task = existing_plan.tasks[0]
+
+        if llm_task is not None:
+            task = llm_task
+        elif scene.action_steps_builder is not None:
+            task = StewardTask(
+                task_id=f"task_handler_{int(time.time() * 1000)}",
+                task_type=scene.scene_id,
+                assigned_agent=scene.assigned_agent or "policy_query_assistant",
+                title=scene.label,
+                summary=str(request.message or "").strip(),
+                status="delegated",
+                requested_action="preview",
+                ontology_fields={},
+                missing_fields=[],
+                confirmation_required=False,
+            )
+        else:
+            task = StewardTask(
+                task_id=f"task_handler_{int(time.time() * 1000)}",
+                task_type=scene.scene_id,
+                assigned_agent=scene.assigned_agent or "policy_query_assistant",
+                title=scene.label,
+                summary=str(request.message or "").strip(),
+                status="delegated",
+                requested_action="preview",
+                ontology_fields={},
+                missing_fields=[],
+                confirmation_required=False,
+            )
+
+        # 构造 action steps(优先用 scene 的 builder,否则最小 step)
+        action_steps: list[StewardActionStep] = []
+        if scene.action_steps_builder is not None:
+            try:
+                action_steps = list(scene.action_steps_builder(task) or [])
+            except Exception:
+                action_steps = []
+        if not action_steps:
+            action_steps = [StewardActionStep(
+                step_id=f"handler_{int(time.time() * 1000)}",
+                action_type=scene.side_effect_actions[0] if scene.side_effect_actions else scene.scene_id,
+                label=scene.label,
+                target_task_id=task.task_id,
+                status="planned",
+                requires_confirmation=False,
+                payload={"task_id": task.task_id, "ontology_fields": task.ontology_fields},
+            )]
+        step = action_steps[0]
+
+        action_request = StewardActionExecuteRequest(
+            action_type=step.action_type,
+            message=str(request.message or "").strip(),
+            task=task,
+        )
+
+        try:
+            response = scene.handler(self, action_request, current_user=None, trace=[])
+        except Exception as exc:
+            plan = self._build_rule_fallback_graph_plan(state)
+            plan.thinking_events = list(plan.thinking_events) + [
+                StewardThinkingEvent(
+                    event_id=f"handler_error_{scene.scene_id}",
+                    stage="llm_function_call",
+                    title=f"{scene.label}执行失败",
+                    content=f"handler 抛错: {type(exc).__name__}: {str(exc)[:80]}",
+                    status="completed",
+                ),
+            ]
+            return {"plan": plan}
+
+        # handler 返回 StewardActionExecuteResponse,转换为 StewardPlanResponse
+        answer = ""
+        result_payload: dict[str, Any] = {}
+        if isinstance(response, StewardActionExecuteResponse):
+            answer = response.message or response.result_payload.get("answer_markdown", "")
+            result_payload = dict(response.result_payload or {})
+
+        # 把查询结果放进 summary(给前端展示)和 thinking_event(过程摘要)
+        plan = StewardPlanResponse(
+            plan_id=f"steward_handler_{int(time.time() * 1000)}",
+            planning_source=f"scene_handler:{scene.scene_id}",
+            summary=answer or scene.label,
+            next_action="answer_only",
+            tasks=[task] if scene.action_steps_builder else [],
+            thinking_events=[
+                StewardThinkingEvent(
+                    event_id=f"handler_{scene.scene_id}_done",
+                    stage="llm_function_call",
+                    title=f"已执行{scene.label}",
+                    content=answer or f"场景 {scene.scene_id} 已执行",
+                    status="completed",
+                )
+            ],
+            pending_flow_confirmation={"status": "none"},
+            conversation_id=state.get("conversation_id") or "",
+            steward_state=state.get("steward_state") or {},
+            action_steps=[],
+        )
+        return {"plan": plan}
+
+    def _resume_recent_task(self, state: StewardGraphState) -> dict[str, Any]:
+        """RESUME 路由:从 steward_state 恢复之前被拦/中断的 task。
+
+        保险①:100% 可靠,覆盖"再提交""继续提交"等确认类话术。
+        """
+        steward_state = state.get("steward_state") or {}
+        scene_id = state.get("gate_scene_id")
+        # 先建一个空 plan(无 task),让 attach_resumed_task 把恢复的 task 挂上
+        from app.schemas.steward import StewardPlanResponse
+        empty_plan = StewardPlanResponse(
+            plan_id="steward_resume_pending",
+            planning_source="rule_fallback",
+            summary="恢复上下文中的待办任务。",
+            next_action="confirm_task",
+            tasks=[],
+            thinking_events=[],
+            pending_flow_confirmation={"status": "none"},
+        )
+        if not scene_id:
+            return {"plan": empty_plan}
+        resumed = attach_resumed_task(empty_plan, steward_state, scene_id)
+        return {"plan": resumed}
+
+    def _persist_state(
+        self,
+        db: Session,
+        request: StewardPlanRequest,
+        plan: StewardPlanResponse,
+        final_state: StewardGraphState,
+    ) -> StewardPlanResponse:
+        """图执行后的副作用:写 message + steward_state 到 DB。
+
+        替代 endpoint 的 _attach_conversation_state。
+        """
+        if db is None:
+            return plan
+        try:
+            context_json = dict(request.context_json or {})
+            context_json["session_type"] = str(context_json.get("session_type") or "steward").strip() or "steward"
+            conversation_id = self._extract_conversation_id(context_json)
+            conversation_service = AgentConversationService(db)
+            conversation = conversation_service.get_or_create_conversation(
+                conversation_id=conversation_id,
+                user_id=request.user_id,
+                source="user_message",
+                context_json=context_json,
+            )
+            current_state = self._resolve_steward_state_for_persist(conversation.state_json, final_state)
+            from app.services.steward_flow_state import StewardFlowStateService
+            steward_state = StewardFlowStateService().merge_plan(current_state, plan)
+            conversation = conversation_service.update_state(
+                conversation_id=conversation.conversation_id,
+                run_id=None,
+                scenario="steward",
+                intent="plan",
+                context_json={**context_json, "steward_state": steward_state},
+            ) or conversation
+            conversation_service.append_message(
+                conversation_id=conversation.conversation_id,
+                role="user",
+                content=request.message,
+                message_json={"source": "steward_plan_request"},
+            )
+            conversation_service.append_message(
+                conversation_id=conversation.conversation_id,
+                role="assistant",
+                content=plan.summary,
+                message_json={
+                    "source": "steward_plan_response",
+                    "plan_id": plan.plan_id,
+                    "steward_state": steward_state,
+                },
+            )
+            return plan.model_copy(
+                update={
+                    "conversation_id": conversation.conversation_id,
+                    "steward_state": steward_state,
+                }
+            )
+        except Exception:
+            return plan
+
+    # ---- 路由函数 ----
+
+    def _route_after_gate_classify(self, state: StewardGraphState) -> str:
+        """gate_classify 后的路由:把 gate_decision 映射到下一个节点。"""
+        decision = str(state.get("gate_decision") or "model_intent")
+        return decision
+
+    @staticmethod
+    def _extract_conversation_id(context_json: dict[str, Any]) -> str | None:
+        return str(
+            context_json.get("conversation_id")
+            or context_json.get("conversationId")
+            or ""
+        ).strip() or None
+
+    @staticmethod
+    def _resolve_base_date_from_request(request: StewardPlanRequest | None) -> date:
+        if request is None:
+            return date.today()
+        from app.services.steward_planner_extraction import StewardPlannerExtractionMixin
+        return StewardPlannerExtractionMixin._resolve_base_date(
+            request.client_now_iso,
+            dict(request.context_json or {}),
+        )
+
+    @staticmethod
+    def _resolve_steward_state_for_persist(
+        conversation_state: Any,
+        final_state: StewardGraphState,
+    ) -> dict[str, Any]:
+        state_json = conversation_state if isinstance(conversation_state, dict) else {}
+        stored = state_json.get("steward_state")
+        if isinstance(stored, dict) and stored:
+            return stored
+        graph_state = final_state.get("steward_state")
+        if isinstance(graph_state, dict) and graph_state:
+            return graph_state
+        return {}
+
+    def build_plan(
+        self,
+        request: StewardPlanRequest,
+        db: Session | None = None,
+    ) -> StewardPlanResponse:
+        """编排一次 steward 计划请求,内部执行:load → classify → plan。
+
+        P1 中间状态:签名保持 build_plan(request) 不变以兼容现有测试/消费者。
+        显式传 db 时,load_context 节点会读历史/state;不传时图内 IO 静默跳过。
+        持久化由 endpoint 显式调用 _attach_conversation_state 完成(P3 收敛到图内)。
+        """
        final_state = self._graph.invoke(
            {
                "request": request,
+                "db": db,
                "model_call_traces": [],
                "fallback_reason": "",
            }
@@ -55,13 +474,31 @@ class StewardGraphPlannerService(StewardPlannerFallbackMixin, StewardPlannerExtr

    def _build_graph(self):
        graph = StateGraph(StewardGraphState)
+        # 节点
+        graph.add_node("load_context", self._load_context)
+        graph.add_node("gate_classify", self._gate_classify)
+        graph.add_node("execute_scene_handler", self._execute_scene_handler)
+        graph.add_node("resume_recent_task", self._resume_recent_task)
        graph.add_node("prepare_context", self._prepare_context)
        graph.add_node("detect_model_intent", self._detect_model_intent)
        graph.add_node("build_off_topic_plan", self._build_off_topic_graph_plan)
        graph.add_node("build_rule_fallback_plan", self._build_rule_fallback_graph_plan)
+        graph.add_node("build_pending_flow_plan", self._build_pending_flow_fallback_graph_plan)
        graph.add_node("attach_action_steps", self._attach_action_steps)

-        graph.add_edge(START, "prepare_context")
+        # 拓扑(P2:LLM 驱动,gate_classify 只输出 off_topic|resume|model_intent)
+        graph.add_edge(START, "load_context")
+        graph.add_edge("load_context", "gate_classify")
+        graph.add_conditional_edges(
+            "gate_classify",
+            self._route_after_gate_classify,
+            {
+                "off_topic": "build_off_topic_plan",
+                "resume": "resume_recent_task",
+                "model_intent": "prepare_context",
+            },
+        )
+        graph.add_edge("resume_recent_task", "attach_action_steps")
        graph.add_conditional_edges(
            "prepare_context",
            self._route_after_prepare_context,
@@ -71,15 +508,19 @@ class StewardGraphPlannerService(StewardPlannerFallbackMixin, StewardPlannerExtr
                "fallback": "build_rule_fallback_plan",
            },
        )
+        # detect_model_intent 成功后:HANDLER_ONLY 类(task_type 对应 scene.route=HANDLER_ONLY)
+        # 转 execute_scene_handler;其他转 attach_action_steps
        graph.add_conditional_edges(
            "detect_model_intent",
            self._route_after_model_intent,
            {
                "done": "attach_action_steps",
+                "handler_only": "execute_scene_handler",
                "off_topic": "build_off_topic_plan",
                "fallback": "build_rule_fallback_plan",
            },
        )
+        graph.add_edge("execute_scene_handler", "attach_action_steps")
        graph.add_edge("build_off_topic_plan", "attach_action_steps")
        graph.add_edge("build_rule_fallback_plan", "attach_action_steps")
        graph.add_edge("attach_action_steps", END)
@@ -175,7 +616,17 @@ class StewardGraphPlannerService(StewardPlannerFallbackMixin, StewardPlannerExtr

    @staticmethod
    def _route_after_model_intent(state: StewardGraphState) -> str:
-        if isinstance(state.get("plan"), StewardPlanResponse):
+        plan = state.get("plan")
+        if isinstance(plan, StewardPlanResponse):
+            # LLM 成功:检查第一个 task 是否对应 HANDLER_ONLY 场景(查询类,直接执行 handler)
+            if plan.tasks:
+                from app.services.scenes import REGISTRY
+                from app.services.scenes.gate_rules import SceneRoute
+
+                first_task_type = str(plan.tasks[0].task_type or "").strip()
+                scene = REGISTRY.get(first_task_type)
+                if scene is not None and scene.route == SceneRoute.HANDLER_ONLY:
+                    return "handler_only"
            return "done"
        if state.get("scenario") is not None:
            return "off_topic"
@@ -188,8 +639,22 @@ class StewardGraphPlannerService(StewardPlannerFallbackMixin, StewardPlannerExtr
        return {
            "plan": self._build_off_topic_plan(
                state["request"],
-                scenario=str(state["scenario"] or ""),
-                model_call_traces=state.get("model_call_traces"),
+                scenario=str(state.get("scenario") or ""),
+                model_call_traces=state.get("model_call_traces") or [],
+                fallback_reason=str(state.get("fallback_reason") or ""),
+            )
+        }
+
+    def _build_pending_flow_fallback_graph_plan(
+        self,
+        state: StewardGraphState,
+    ) -> dict[str, StewardPlanResponse]:
+        request = state["request"]
+        return {
+            "plan": self._build_pending_flow_fallback_plan(
+                request,
+                base_date=state["base_date"],
+                model_call_traces=state.get("model_call_traces") or [],
                fallback_reason=str(state.get("fallback_reason") or ""),
            )
        }
--- a/server/src/app/services/steward_intent_agent.py
+++ b/server/src/app/services/steward_intent_agent.py
@@ -103,8 +103,17 @@ class StewardIntentAgent:
                    "employee_grade",
                    "employee_no",
                    "client_timezone_offset_minutes",
+                    "recent_history",
                }
            },
+            "recent_history": [
+                {
+                    "role": str(item.get("role") or "").strip(),
+                    "content": str(item.get("content") or "").strip(),
+                }
+                for item in (request.context_json.get("recent_history") or [])
+                if isinstance(item, dict) and str(item.get("content") or "").strip()
+            ],
            "attachments": [
                {
                    "index": index + 1,
@@ -134,6 +143,11 @@ class StewardIntentAgent:
                    "每个 task 必须输出 requested_action：用户只是要求整理/发起但未说保存或提交时为 preview；"
                    "用户说保存草稿、先保存、存草稿时为 save_draft；用户说直接提交、提交申请、确认提交时为 submit。"
                    "对于查询类任务(如查询差旅标准),requested_action 固定为 preview。"
+                    "recent_history 是本会话最近 10 轮对话（role 为 user 或 assistant）。"
+                    "当用户说“再提交”“继续”“重新提交”“重新申请”等确认类话术时，"
+                    "必须结合 recent_history 里最近一次提到的出差/报销申请来理解用户意图，"
+                    "复用该申请的 ontology_fields 重新生成 task，而不是把确认话术当作孤立的模糊输入。"
+                    "如果 recent_history 为空或无法关联到具体申请，才按当前 message 字面理解。"
                    "相对日期必须以 base_date 为准转换为明确日期。"
                    "thinking_events 只能是面向用户的过程摘要，不能暴露内部推理链。"
                    "如果用户输入与出差、费用、报销、申请、差旅标准等财务事项完全无关"
--- a/server/tests/test_settings_persistence.py
+++ b/server/tests/test_settings_persistence.py
@@ -146,8 +146,48 @@ def test_runtime_model_config_returns_decrypted_main_model(monkeypatch) -> None:
        assert runtime_model["endpoint"] == "https://api.minimaxi.com/v1"
        assert runtime_model["apiKey"] == "shared-main-key"
        assert runtime_model["capability"] == "chat"
-
-
+
+
+def test_settings_service_persists_additional_model_rows(monkeypatch) -> None:
+    temp_dir = build_temp_secret_dir()
+    monkeypatch.setattr(secret_box, "SECRET_KEY_FILE", temp_dir / "settings.key")
+    monkeypatch.setattr(Base.metadata, "create_all", lambda *args, **kwargs: None)
+    monkeypatch.setenv("HERMES_HOME", str(temp_dir / ".hermes"))
+
+    with build_session(temp_dir / "settings.db") as db:
+        service = SettingsService(db)
+        payload = service.get_settings_snapshot().model_dump()
+        payload["llmForm"]["models"].append(
+            {
+                "slot": "llm_expense_audit",
+                "provider": "MiniMax",
+                "url": "https://api.minimaxi.com/v1",
+                "apiKey": "extra-secret",
+                "apiKeyConfigured": False,
+                "modelId": "MiniMax-Text-01",
+                "type": "llm",
+            }
+        )
+
+        saved_snapshot = service.save_settings_snapshot(SettingsWrite(**payload))
+
+        saved_model = next(
+            model for model in saved_snapshot.llmForm.models if model.slot == "llm_expense_audit"
+        )
+        assert saved_model.provider == "MiniMax"
+        assert saved_model.url == "https://api.minimaxi.com/v1"
+        assert saved_model.modelId == "MiniMax-Text-01"
+        assert saved_model.type == "llm"
+        assert saved_model.apiKey == ""
+        assert saved_model.apiKeyConfigured is True
+
+        model_row = db.get(SystemModelSetting, "llm_expense_audit")
+        assert model_row is not None
+        assert model_row.capability == "chat"
+        assert model_row.priority == 50
+        assert service.load_saved_model_api_key("llm_expense_audit") == "extra-secret"
+
+
 def test_legacy_setup_admin_password_is_migrated_to_database(monkeypatch) -> None:
    temp_dir = build_temp_secret_dir()
    admin_file = temp_dir / "admin.json"
--- a/server/tests/test_steward_context_resume.py
+++ b/server/tests/test_steward_context_resume.py
@@ -0,0 +1,130 @@
+from __future__ import annotations
+
+from datetime import date
+
+from app.schemas.steward import StewardPlanResponse, StewardTask, StewardThinkingEvent
+from app.services.steward_context_resume import (
+    RESUME_CONFIRMATION_KEYWORDS,
+    attach_resumed_task,
+    resume_task_from_flow,
+    should_resume_recent_task,
+)
+
+
+def _state_with_travel_application(fields: dict | None = None) -> dict:
+    return {
+        "active_flow": "travel_application",
+        "flows": {
+            "travel_application": {
+                "flow_id": "travel_application",
+                "status": "ready_for_confirmation",
+                "fields": fields or {"location": "上海", "time_range": "2026-02-20 至 2026-02-23"},
+                "missing_fields": [],
+            }
+        },
+    }
+
+
+def test_should_resume_returns_flow_id_for_confirmation_keyword_with_state():
+    state = _state_with_travel_application()
+    for keyword in ("再提交", "继续提交", "重新提交", "再申请", "重新申请", "那就提交", "继续吧", "再试一次"):
+        assert should_resume_recent_task(keyword, state) == "travel_application", f"keyword={keyword}"
+
+
+def test_should_resume_returns_none_when_state_empty():
+    assert should_resume_recent_task("再提交", {}) is None
+    assert should_resume_recent_task("再提交", None) is None
+
+
+def test_should_resume_returns_none_for_non_confirmation_message():
+    state = _state_with_travel_application()
+    assert should_resume_recent_task("今天天气不错", state) is None
+    assert should_resume_recent_task("你好", state) is None
+    assert should_resume_recent_task("查一下差旅标准", state) is None
+    assert should_resume_recent_task("", state) is None
+
+
+def test_should_resume_returns_none_when_flow_has_no_fields():
+    state = {
+        "active_flow": "travel_application",
+        "flows": {"travel_application": {"fields": {}, "missing_fields": []}},
+    }
+    assert should_resume_recent_task("再提交", state) is None
+
+
+def test_should_resume_finds_flow_when_active_flow_empty():
+    # active_flow 已清空，但 flows 里仍有可恢复的 flow
+    state = {
+        "active_flow": "",
+        "flows": {
+            "travel_application": {
+                "fields": {"location": "武汉"},
+            }
+        },
+    }
+    assert should_resume_recent_task("再提交", state) == "travel_application"
+
+
+def test_resume_task_from_flow_restores_travel_application():
+    flow = {
+        "flow_id": "travel_application",
+        "fields": {"location": "上海", "time_range": "2026-02-20 至 2026-02-23"},
+        "missing_fields": [],
+    }
+    task = resume_task_from_flow("travel_application", flow, task_index=1)
+    assert task.task_type == "expense_application"
+    assert task.assigned_agent == "application_assistant"
+    assert task.ontology_fields["location"] == "上海"
+    assert task.requested_action == "submit"
+    assert task.status == "ready_to_delegate"  # 无 missing_fields
+
+
+def test_resume_task_from_flow_marks_needs_confirmation_when_missing_fields():
+    flow = {
+        "fields": {"location": "武汉"},
+        "missing_fields": ["time_range", "reason"],
+    }
+    task = resume_task_from_flow("travel_application", flow)
+    assert task.missing_fields == ["time_range", "reason"]
+    assert task.status == "needs_confirmation"
+
+
+def test_attach_resumed_task_adds_task_and_thinking_event():
+    plan = StewardPlanResponse(
+        plan_id="plan_test",
+        planning_source="rule_fallback",
+        summary="占位",
+        tasks=[],
+        thinking_events=[],
+        pending_flow_confirmation={"status": "none"},
+    )
+    state = _state_with_travel_application({"location": "上海", "time_range": "2026-02-20 至 2026-02-23"})
+    updated = attach_resumed_task(plan, state, "travel_application")
+    assert len(updated.tasks) == 1
+    assert updated.tasks[0].task_type == "expense_application"
+    assert updated.tasks[0].ontology_fields["location"] == "上海"
+    assert updated.planning_source == "context_resume"
+    # thinking_event 应说明上下文已恢复
+    assert any("恢复" in event.title or "恢复" in event.content for event in updated.thinking_events)
+
+
+def test_attach_resumed_task_returns_unchanged_when_flow_missing():
+    plan = StewardPlanResponse(
+        plan_id="plan_test",
+        planning_source="rule_fallback",
+        summary="占位",
+        tasks=[],
+        thinking_events=[],
+        pending_flow_confirmation={"status": "none"},
+    )
+    updated = attach_resumed_task(plan, {"flows": {}}, "travel_application")
+    assert updated is plan  # 原样返回
+
+
+def test_resume_keywords_cover_common_variants():
+    # 确认关键词覆盖场景里常见的表述
+    assert "再提交" in RESUME_CONFIRMATION_KEYWORDS
+    assert "继续提交" in RESUME_CONFIRMATION_KEYWORDS
+    assert "重新申请" in RESUME_CONFIRMATION_KEYWORDS
+    # "提交" 单独不在列表里（避免把"首次提交"误判为恢复）
+    assert "提交" not in RESUME_CONFIRMATION_KEYWORDS
--- a/server/tests/test_steward_intent_agent.py
+++ b/server/tests/test_steward_intent_agent.py
@@ -98,3 +98,58 @@ def test_steward_intent_system_prompt_mentions_query_intent_guidance() -> None:
    assert "query_travel_standard" in system_prompt
    assert "差旅" in system_prompt
    assert "住宿标准" in system_prompt
+
+
+def test_steward_intent_system_prompt_includes_conversation_history_guidance() -> None:
+    """system prompt 应包含'结合对话历史理解确认类话术'的引导。"""
+    from app.services import steward_intent_bootstrap  # noqa: F401
+
+    messages = StewardIntentAgent._build_messages(
+        StewardPlanRequest(message="再提交"),
+        base_date=__import__("datetime").date(2026, 6, 24),
+        canonical_fields=["location", "time_range"],
+    )
+    system_prompt = messages[0]["content"]
+    assert "recent_history" in system_prompt
+    assert "再提交" in system_prompt
+    assert "确认类话术" in system_prompt
+
+
+def test_steward_intent_context_payload_includes_recent_history() -> None:
+    """context_payload 应携带 recent_history 结构化字段（role + content）。"""
+    import json
+
+    request = StewardPlanRequest(
+        message="再提交",
+        context_json={
+            "recent_history": [
+                {"role": "user", "content": "2026-02-20 至 2026-02-23，去上海出差，火车"},
+                {"role": "assistant", "content": "好的，为您整理出差申请预览。"},
+                {"role": "user", "content": "直接提交"},
+                {"role": "assistant", "content": "检测到重复申请，已暂停提交。"},
+            ],
+        },
+    )
+    messages = StewardIntentAgent._build_messages(
+        request,
+        base_date=__import__("datetime").date(2026, 6, 24),
+        canonical_fields=["location", "time_range"],
+    )
+    user_payload = json.loads(messages[1]["content"])
+    assert "recent_history" in user_payload
+    assert len(user_payload["recent_history"]) == 4
+    assert user_payload["recent_history"][0]["role"] == "user"
+    assert "上海" in user_payload["recent_history"][0]["content"]
+
+
+def test_steward_intent_context_payload_omits_empty_recent_history() -> None:
+    """无 recent_history 时不应注入空列表。"""
+    import json
+
+    messages = StewardIntentAgent._build_messages(
+        StewardPlanRequest(message="你好"),
+        base_date=__import__("datetime").date(2026, 6, 24),
+        canonical_fields=["location"],
+    )
+    user_payload = json.loads(messages[1]["content"])
+    assert user_payload.get("recent_history", []) == []
--- a/web/src/assets/styles/components/personal-workbench-ai-mode.css
+++ b/web/src/assets/styles/components/personal-workbench-ai-mode.css
@@ -1274,71 +1274,71 @@
 }

 .workbench-ai-answer-markdown :deep(li::marker) {
-  color: #2563eb;
-  font-weight: 850;
+  color: #64748b;
+  font-weight: 600;
 }

 .workbench-ai-answer-markdown :deep(strong) {
  color: #0f172a;
-  font-weight: 850;
+  font-weight: 600;
 }

 .workbench-ai-answer-markdown :deep(hr) {
  margin: 26px 0;
  border: 0;
-  border-top: 1px solid rgba(226, 232, 240, 0.9);
+  border-top: 1px solid #e2e8f0;
 }

 .workbench-ai-answer-markdown :deep(blockquote) {
  margin: 18px 0 0;
  padding: 14px 16px;
-  border-left: 3px solid rgba(37, 99, 235, 0.5);
-  border-radius: 12px;
-  background: rgba(239, 246, 255, 0.62);
-  color: #475569;
+  border-left: 3px solid #cbd5e1;
+  border-radius: 8px;
+  background: #f8fafc;
+  color: #334155;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-callout) {
  margin: 0;
  padding: 14px 16px;
-  border-left: 3px solid rgba(37, 99, 235, 0.5);
-  border-radius: 12px;
-  background: rgba(239, 246, 255, 0.62);
-  color: #475569;
+  border-left: 3px solid #cbd5e1;
+  border-radius: 8px;
+  background: #f8fafc;
+  color: #334155;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-focus-grid) {
  display: grid;
  gap: 0;
  margin: 2px 0 18px;
-  padding-left: 22px;
-  border-left: 3px solid rgba(96, 165, 250, 0.66);
+  padding-left: 20px;
+  border-left: 3px solid #cbd5e1;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-focus-card) {
-  padding: 11px 0 16px;
+  padding: 8px 0 12px;
  border: 0;
  border-radius: 0;
  background: transparent;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-focus-card + .ai-html-focus-card) {
-  border-top: 1px solid rgba(226, 232, 240, 0.92);
+  border-top: 1px solid #e2e8f0;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-focus-label) {
  display: block;
  margin-bottom: 4px;
-  color: #1d4ed8;
-  font-size: 15px;
-  font-weight: 900;
+  color: #475569;
+  font-size: 14px;
+  font-weight: 600;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-focus-card p) {
-  color: #475569;
-  font-size: 16px;
-  font-weight: 650;
-  line-height: 1.72;
+  color: #1e293b;
+  font-size: 15px;
+  font-weight: 500;
+  line-height: 1.6;
 }

 .workbench-ai-answer-markdown :deep(.ai-html-steps),
@@ -1366,9 +1366,9 @@
  padding-top: 1px;
  border-radius: 0;
  background: transparent;
-  color: #1d4ed8;
-  font-size: 17px;
-  font-weight: 900;
+  color: #64748b;
+  font-size: 15px;
+  font-weight: 600;
  line-height: 1.45;
 }

@@ -1482,34 +1482,27 @@
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card) {
-  --ai-document-card-head-bg: rgba(37, 99, 235, 0.075);
+  --ai-document-card-head-bg: rgba(241, 245, 249, 0.5);
  position: relative;
  display: grid;
  gap: 0;
  overflow: hidden;
  padding: 0;
-  border: 0;
-  border-radius: 14px;
+  border: 1px solid #e2e8f0;
+  border-radius: 12px;
  background-color: #ffffff;
-  background-image:
-    linear-gradient(180deg, rgba(255, 255, 255, 0.72), rgba(255, 255, 255, 0.9)),
-    url("../../ai-document-card-bg.png");
-  background-position: center;
-  background-size: cover;
  box-shadow:
-    inset 0 0 0 1px rgba(203, 213, 225, 0.5),
-    0 1px 2px rgba(15, 23, 42, 0.035),
-    0 14px 34px rgba(15, 23, 42, 0.05);
+    0 1px 2px 0 rgba(15, 23, 42, 0.05);
  color: #334155;
  animation: workbenchDocumentCardReveal 360ms cubic-bezier(0.2, 0.8, 0.2, 1) both;
-  transition: box-shadow 180ms ease, transform 180ms ease;
+  transition: box-shadow 180ms ease, border-color 180ms ease, transform 180ms ease;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card:hover) {
+  border-color: #cbd5e1;
  box-shadow:
-    inset 0 0 0 1px rgba(148, 163, 184, 0.46),
-    0 1px 2px rgba(15, 23, 42, 0.04),
-    0 18px 38px rgba(15, 23, 42, 0.07);
+    0 4px 6px -1px rgba(15, 23, 42, 0.08),
+    0 2px 4px -2px rgba(15, 23, 42, 0.08);
  transform: translateY(-1px);
 }

@@ -1532,8 +1525,9 @@
  justify-content: space-between;
  gap: 16px;
  min-width: 0;
-  padding: 13px 18px 13px 20px;
+  padding: 12px 18px;
  background: var(--ai-document-card-head-bg);
+  border-bottom: 1px solid #f1f5f9;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__status) {
@@ -1543,31 +1537,31 @@
  padding: 0;
  border-radius: 0;
  background: transparent;
-  color: #1d4ed8;
-  font-size: 15px;
-  font-weight: 860;
+  color: #475569;
+  font-size: 14px;
+  font-weight: 600;
  line-height: 1.3;
  white-space: nowrap;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-success .ai-document-card__head) {
-  background: rgba(22, 163, 74, 0.08);
+  background: rgba(240, 253, 250, 0.6);
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-warning .ai-document-card__head) {
-  background: rgba(217, 119, 6, 0.09);
+  background: rgba(254, 243, 199, 0.6);
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-danger .ai-document-card__head) {
-  background: rgba(220, 38, 38, 0.08);
+  background: rgba(254, 226, 226, 0.6);
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-pending .ai-document-card__status) {
-  color: #1d4ed8;
+  color: #2563eb;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-success .ai-document-card__status) {
-  color: #15803d;
+  color: #0f766e;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-warning .ai-document-card__status) {
@@ -1588,9 +1582,9 @@
 .workbench-ai-answer-markdown :deep(.ai-document-card__reason) {
  display: -webkit-box;
  min-width: 0;
-  color: #1e40af;
+  color: #1e293b;
  font-size: 15px;
-  font-weight: 760;
+  font-weight: 600;
  line-height: 1.45;
  overflow: hidden;
  -webkit-line-clamp: 1;
@@ -1598,19 +1592,19 @@
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-success .ai-document-card__reason) {
-  color: #166534;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-warning .ai-document-card__reason) {
-  color: #92400e;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card.is-danger .ai-document-card__reason) {
-  color: #991b1b;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--application) {
-  --ai-document-card-head-bg: rgba(37, 99, 235, 0.075);
+  --ai-document-card-head-bg: rgba(239, 246, 255, 0.5);
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--application .ai-document-card__head) {
@@ -1618,11 +1612,11 @@
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--application .ai-document-card__reason) {
-  color: #1e40af;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--reimbursement) {
-  --ai-document-card-head-bg: rgba(13, 148, 136, 0.075);
+  --ai-document-card-head-bg: rgba(240, 253, 250, 0.5);
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--reimbursement .ai-document-card__head) {
@@ -1630,15 +1624,11 @@
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--reimbursement .ai-document-card__reason) {
-  color: #0f766e;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--approval-task) {
-  --ai-document-card-head-bg: rgba(245, 158, 11, 0.1);
-  box-shadow:
-    inset 0 0 0 1px rgba(245, 158, 11, 0.18),
-    0 1px 2px rgba(120, 53, 15, 0.04),
-    0 14px 34px rgba(120, 53, 15, 0.06);
+  --ai-document-card-head-bg: rgba(254, 243, 199, 0.5);
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--approval-task .ai-document-card__head) {
@@ -1646,15 +1636,17 @@
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--approval-task .ai-document-card__reason) {
-  color: #92400e;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card--approval-task .ai-document-card__status) {
-  min-height: 26px;
-  padding: 0 10px;
-  border-radius: 999px;
-  background: rgba(245, 158, 11, 0.18);
+  min-height: 22px;
+  padding: 0 8px;
+  border-radius: 4px;
+  background: rgba(217, 119, 6, 0.1);
  color: #b45309;
+  font-size: 13px;
+  font-weight: 600;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__summary),
@@ -1666,7 +1658,7 @@

 .workbench-ai-answer-markdown :deep(.ai-document-card__summary) {
  padding-bottom: 14px;
-  border-bottom: 1px solid rgba(203, 213, 225, 0.76);
+  border-bottom: 1px solid #f1f5f9;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__details) {
@@ -1690,26 +1682,26 @@
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__label) {
-  color: #8a94a6;
+  color: #64748b;
  font-size: 13px;
-  font-weight: 640;
+  font-weight: 500;
  line-height: 1.4;
  white-space: nowrap;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__value) {
  min-width: 0;
-  color: #334155;
+  color: #1e293b;
  font-size: 14px;
-  font-weight: 720;
+  font-weight: 500;
  line-height: 1.45;
  overflow-wrap: anywhere;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__amount) {
  color: #0f172a;
-  font-size: 18px;
-  font-weight: 900;
+  font-size: 17px;
+  font-weight: 700;
  line-height: 1.2;
  white-space: nowrap;
 }
@@ -1717,33 +1709,30 @@
 .workbench-ai-answer-markdown :deep(.ai-document-card__number) {
  color: #64748b;
  font-size: 13px;
-  font-weight: 740;
+  font-weight: 500;
  letter-spacing: 0;
 }

 .workbench-ai-answer-markdown :deep(.ai-attachment-association-card) {
-  background-image:
-    linear-gradient(180deg, rgba(255, 255, 255, 0.82), rgba(248, 250, 252, 0.94)),
-    url("../../ai-document-card-bg.png");
+  background-image: none;
+  background-color: #ffffff;
 }

 .workbench-ai-answer-markdown :deep(.ai-attachment-association-card .ai-document-card__head) {
-  background: linear-gradient(90deg, rgba(219, 234, 254, 0.92), rgba(240, 253, 250, 0.82));
+  background: rgba(241, 245, 249, 0.5);
 }

 .workbench-ai-answer-markdown :deep(.ai-ocr-recognition-card) {
-  box-shadow:
-    inset 0 0 0 1px rgba(147, 197, 253, 0.42),
-    0 1px 2px rgba(15, 23, 42, 0.03),
-    0 12px 28px rgba(37, 99, 235, 0.045);
+  border-color: #cbd5e1;
+  box-shadow: 0 1px 2px 0 rgba(15, 23, 42, 0.05);
 }

 .workbench-ai-answer-markdown :deep(.ai-ocr-recognition-card .ai-document-card__head) {
-  background: linear-gradient(90deg, rgba(219, 234, 254, 0.92), rgba(239, 246, 255, 0.74));
+  background: rgba(239, 246, 255, 0.5);
 }

 .workbench-ai-answer-markdown :deep(.ai-ocr-recognition-card .ai-document-card__reason) {
-  color: #1d4ed8;
+  color: #1e293b;
 }

 .workbench-ai-answer-markdown :deep(.ai-ocr-recognition-card .ai-document-card__status) {
@@ -1781,16 +1770,16 @@
  padding: 0;
  border-radius: 0;
  background: transparent;
-  color: #1d4ed8;
+  color: #2563eb;
  font-size: 14px;
-  font-weight: 820;
+  font-weight: 600;
  box-shadow: none;
  white-space: nowrap;
 }

 .workbench-ai-answer-markdown :deep(.ai-document-card__action:hover) {
  background: transparent;
-  color: #1e40af;
+  color: #1d4ed8;
  text-decoration: underline;
 }

@@ -1798,10 +1787,10 @@
 .workbench-ai-answer-markdown :deep(.ai-html-table-wrap) {
  overflow-x: auto;
  margin-top: 18px;
-  border: 1px solid rgba(226, 232, 240, 0.9);
-  border-radius: 14px;
+  border: 1px solid #e2e8f0;
+  border-radius: 8px;
  background: #ffffff;
-  box-shadow: 0 10px 24px rgba(15, 23, 42, 0.04);
+  box-shadow: 0 1px 3px rgba(0, 0, 0, 0.05);
 }

 .workbench-ai-answer-markdown :deep(table) {
@@ -1813,7 +1802,7 @@
 .workbench-ai-answer-markdown :deep(th),
 .workbench-ai-answer-markdown :deep(td) {
  padding: 11px 14px;
-  border-bottom: 1px solid rgba(226, 232, 240, 0.9);
+  border-bottom: 1px solid #f1f5f9;
  text-align: left;
 }

@@ -1922,6 +1911,149 @@
  }
 }

+[data-theme-mode="enterprise"] .workbench-ai-mode {
+  --ai-ink: #111827;
+  --ai-text: #334155;
+  --ai-muted: #64748b;
+  --ai-line: #d8dee8;
+  --ai-blue: #475569;
+  --ai-blue-deep: #334155;
+  --ai-purple: #64748b;
+  --ai-cyan: #64748b;
+  background:
+    linear-gradient(180deg, #f8fafc 0%, #ffffff 56%, #f8fafc 100%),
+    var(--bg);
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-mode::after {
+  background:
+    linear-gradient(90deg, rgba(148, 163, 184, 0.08) 1px, transparent 1px),
+    linear-gradient(180deg, rgba(148, 163, 184, 0.06) 1px, transparent 1px);
+  background-size: 64px 64px;
+  opacity: 0.36;
+  filter: none;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-mode.has-conversation {
+  background: #f8fafc;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-mode.has-conversation::after {
+  opacity: 0.22;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-orb {
+  width: clamp(96px, 7vw, 112px);
+  height: clamp(96px, 7vw, 112px);
+  border: 0;
+  border-radius: 50%;
+  background: transparent;
+  color: #475569;
+  box-shadow: none;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-composer,
+[data-theme-mode="enterprise"] .workbench-ai-composer--inline {
+  border-color: #d8dee8;
+  border-radius: 8px;
+  background: #ffffff;
+  box-shadow:
+    0 10px 26px rgba(15, 23, 42, 0.06),
+    0 1px 2px rgba(15, 23, 42, 0.04);
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-icon-btn:hover,
+[data-theme-mode="enterprise"] .workbench-ai-icon-btn.active {
+  color: #334155;
+  background: #f1f5f9;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-send-btn {
+  background: #334155;
+  box-shadow: none;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-send-btn:hover:not(:disabled) {
+  background: #1f2937;
+  box-shadow: none;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-message {
+  animation-duration: 220ms;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-user-bubble {
+  border-radius: 8px 8px 3px;
+  background: #334155;
+  box-shadow: none;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-answer-card {
+  border-color: #d8dee8;
+  border-radius: 8px;
+  background: #ffffff;
+  box-shadow: 0 1px 2px rgba(15, 23, 42, 0.04);
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-thinking-panel {
+  border-color: #d8dee8;
+  border-radius: 8px;
+  background: #f8fafc;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-thinking-toggle {
+  border-radius: 8px;
+  color: #334155;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-thinking-toggle:hover {
+  background: #ffffff;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-thinking-toggle strong,
+[data-theme-mode="enterprise"] .workbench-ai-thinking-item strong {
+  color: #334155;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-thinking-dot {
+  background: #64748b;
+  box-shadow: 0 0 0 4px rgba(100, 116, 139, 0.12);
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-suggested-actions button {
+  border-color: #d8dee8;
+  border-radius: 6px;
+  background: #ffffff;
+  color: #334155;
+}
+
+[data-theme-mode="enterprise"] .workbench-ai-suggested-actions button:hover:not(:disabled) {
+  background: #f8fafc;
+}
+
+[data-theme-mode="intelligent"] .workbench-ai-mode {
+  --ai-blue: #5f6f9f;
+  --ai-blue-deep: #465275;
+  --ai-purple: #6d6a9f;
+  --ai-cyan: #477c9e;
+  background:
+    radial-gradient(circle at 16% 0%, rgba(95, 111, 159, 0.1), transparent 36%),
+    linear-gradient(180deg, rgba(255, 255, 255, 0.96), rgba(248, 250, 252, 0.94)),
+    var(--bg);
+}
+
+[data-theme-mode="intelligent"] .workbench-ai-mode.has-conversation {
+  background:
+    radial-gradient(circle at 12% 0%, rgba(95, 111, 159, 0.1), transparent 34%),
+    linear-gradient(180deg, #ffffff, #f8fafc);
+}
+
+[data-theme-mode="intelligent"] .workbench-ai-composer,
+[data-theme-mode="intelligent"] .workbench-ai-composer--inline,
+[data-theme-mode="intelligent"] .workbench-ai-answer-card {
+  border-radius: 12px;
+}
+
@media (prefers-reduced-motion: reduce) {
  .workbench-ai-answer-markdown :deep(.ai-document-card) {
    animation: none;
--- a/web/src/assets/styles/views/settings-view.css
+++ b/web/src/assets/styles/views/settings-view.css
@@ -252,6 +252,331 @@
  opacity: 0.6;
 }

+.model-config-surface {
+  min-width: 0;
+}
+
+.model-table-card > .model-table-wrap {
+  margin-top: 0;
+  padding: 0;
+  overflow: auto;
+}
+
+.add-model-button,
+.secondary-button,
+.icon-action-button {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  border: 1px solid #cbd5e1;
+  border-radius: 4px;
+  background: #ffffff;
+  color: #334155;
+  font-size: 12.5px;
+  font-weight: 700;
+  transition: all 0.2s ease;
+  cursor: pointer;
+}
+
+.add-model-button {
+  min-height: 36px;
+  gap: 6px;
+  padding: 0 14px;
+  border-color: var(--theme-primary);
+  background: var(--theme-primary);
+  color: #ffffff;
+  box-shadow: 0 4px 12px rgba(var(--theme-primary-rgb, 58, 124, 165), 0.14);
+}
+
+.add-model-button:hover,
+.secondary-button:hover,
+.icon-action-button:hover:not(:disabled) {
+  transform: translateY(-1px);
+}
+
+.secondary-button {
+  min-height: 36px;
+  padding: 0 16px;
+}
+
+.icon-action-button {
+  min-width: 52px;
+  width: auto;
+  height: 32px;
+  padding: 0 10px;
+  white-space: nowrap;
+}
+
+.icon-action-button:hover:not(:disabled) {
+  border-color: var(--theme-primary);
+  color: var(--theme-primary-active);
+  background: var(--theme-primary-soft);
+}
+
+.icon-action-button.danger:hover:not(:disabled) {
+  border-color: #fecaca;
+  background: #fef2f2;
+  color: #dc2626;
+}
+
+.icon-action-button:disabled {
+  cursor: not-allowed;
+  opacity: 0.42;
+}
+
+.model-config-table {
+  width: 100%;
+  min-width: 960px;
+  border-collapse: collapse;
+  table-layout: fixed;
+  background: #ffffff;
+}
+
+.model-config-table th,
+.model-config-table td {
+  padding: 13px 16px;
+  border-bottom: 1px solid #e2e8f0;
+  color: #334155;
+  font-size: 12.5px;
+  line-height: 1.45;
+  text-align: left;
+  vertical-align: middle;
+}
+
+.model-config-table th {
+  background: #f8fafc;
+  color: #475569;
+  font-weight: 800;
+}
+
+.model-config-table tbody tr:hover {
+  background: #f8fafc;
+}
+
+.model-config-table th:nth-child(1),
+.model-config-table td:nth-child(1) {
+  width: 132px;
+}
+
+.model-config-table th:nth-child(2),
+.model-config-table td:nth-child(2) {
+  width: 120px;
+}
+
+.model-config-table th:nth-child(3),
+.model-config-table td:nth-child(3) {
+  width: 180px;
+}
+
+.model-config-table th:nth-child(5),
+.model-config-table td:nth-child(5) {
+  width: 100px;
+}
+
+.model-config-table th:nth-child(6),
+.model-config-table td:nth-child(6) {
+  width: 180px;
+}
+
+.model-action-col,
+.model-config-table td:last-child {
+  width: 184px;
+}
+
+.model-icon-text {
+  color: var(--theme-primary-active);
+  font-size: 13px;
+  font-weight: 900;
+  line-height: 1;
+}
+
+.model-type-pill,
+.secret-state,
+.test-feedback-inline {
+  display: inline-flex;
+  align-items: center;
+  max-width: 100%;
+  gap: 6px;
+  min-height: 26px;
+  padding: 0 9px;
+  border-radius: 4px;
+  font-size: 12px;
+  font-weight: 700;
+  white-space: nowrap;
+}
+
+.model-type-pill {
+  background: var(--theme-primary-soft);
+  color: var(--theme-primary-active);
+}
+
+.secret-state {
+  background: #f1f5f9;
+  color: #64748b;
+}
+
+.secret-state.configured {
+  background: #ecfdf5;
+  color: #047857;
+}
+
+.test-feedback-inline {
+  overflow: hidden;
+  text-overflow: ellipsis;
+}
+
+.test-feedback-inline.is-idle {
+  background: #f1f5f9;
+  color: #64748b;
+}
+
+.test-feedback-inline.is-testing {
+  background: #eff6ff;
+  color: #2563eb;
+}
+
+.test-feedback-inline.is-success {
+  background: #ecfdf5;
+  color: #047857;
+}
+
+.test-feedback-inline.is-error {
+  background: #fef2f2;
+  color: #dc2626;
+}
+
+.model-provider-name,
+.model-id-text,
+.model-url-text {
+  display: block;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+.model-provider-name {
+  color: #0f172a;
+  font-weight: 700;
+}
+
+.model-id-text {
+  padding: 2px 0;
+  color: #0f172a;
+  font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
+  font-size: 12px;
+  background: transparent;
+}
+
+.model-url-text {
+  color: #64748b;
+}
+
+.model-row-actions {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+}
+
+.model-dialog-overlay {
+  position: fixed;
+  inset: 0;
+  z-index: 80;
+  display: grid;
+  place-items: center;
+  padding: 24px;
+  background: rgba(15, 23, 42, 0.36);
+}
+
+.model-dialog {
+  width: min(720px, 100%);
+  max-height: min(720px, calc(100vh - 48px));
+  display: grid;
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  overflow: hidden;
+  border: 1px solid #cbd5e1;
+  border-radius: 6px;
+  background: #ffffff;
+  box-shadow: 0 24px 60px rgba(15, 23, 42, 0.18);
+}
+
+.model-dialog-head {
+  display: flex;
+  align-items: flex-start;
+  justify-content: space-between;
+  gap: 16px;
+  padding: 18px 22px;
+  border-bottom: 1px solid #e2e8f0;
+  background: #f8fafc;
+}
+
+.model-dialog-head h4 {
+  margin: 0;
+  color: #0f172a;
+  font-size: 17px;
+  font-weight: 800;
+}
+
+.model-dialog-head p {
+  margin: 4px 0 0;
+  color: #64748b;
+  font-size: 12.5px;
+}
+
+.model-dialog-form {
+  min-height: 0;
+  overflow: auto;
+  padding: 22px;
+}
+
+.model-type-segment {
+  display: grid;
+  grid-template-columns: repeat(3, minmax(0, 1fr));
+  gap: 8px;
+}
+
+.model-type-segment button {
+  min-height: 40px;
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  gap: 7px;
+  padding: 0 12px;
+  border: 1px solid #cbd5e1;
+  border-radius: 4px;
+  background: #ffffff;
+  color: #475569;
+  font-size: 12.5px;
+  font-weight: 800;
+  cursor: pointer;
+  transition: all 0.2s ease;
+}
+
+.model-type-segment button.active {
+  border-color: var(--theme-primary);
+  background: var(--theme-primary-soft);
+  color: var(--theme-primary-active);
+}
+
+.model-type-segment button:disabled {
+  cursor: not-allowed;
+  opacity: 0.62;
+}
+
+.model-dialog-actions {
+  display: flex;
+  align-items: center;
+  justify-content: flex-end;
+  gap: 10px;
+  padding: 16px 22px;
+  border-top: 1px solid #e2e8f0;
+  background: #ffffff;
+}
+
+.save-button.compact {
+  min-height: 36px;
+  padding: 0 16px;
+}
+
 .profile-grid {
  grid-template-columns: 96px repeat(2, minmax(0, 1fr));
 }
@@ -387,18 +712,18 @@
  color: var(--theme-primary-active);
 }

-.skin-option-grid {
+.theme-option-grid {
  display: grid;
  grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
  gap: 12px;
 }

-.skin-option {
-  min-height: 104px;
+.theme-option {
+  min-height: 148px;
  display: grid;
-  grid-template-columns: auto minmax(0, 1fr) auto;
-  align-items: center;
-  gap: 14px;
+  grid-template-columns: minmax(0, 1fr) auto;
+  align-items: start;
+  gap: 16px;
  padding: 16px;
  border: 1px solid #d8dee8;
  border-radius: 4px;
@@ -411,18 +736,19 @@
    box-shadow 160ms var(--ease);
 }

-.skin-option:hover,
-.skin-option.active {
+.theme-option:hover,
+.theme-option.active {
  border-color: var(--primary);
-  background: var(--theme-primary-light-9);
+  background: #ffffff;
  box-shadow: 0 0 0 3px var(--theme-focus-ring);
 }

-.skin-swatch {
-  width: 64px;
-  height: 38px;
+.theme-style-preview {
+  grid-column: 1 / -1;
+  width: 100%;
+  height: 42px;
  display: grid;
-  grid-template-columns: 1.3fr 1fr 1fr 1fr;
+  grid-template-columns: 1.4fr 1fr 1fr 0.8fr;
  grid-template-rows: 1fr;
  border: 1px solid #d8dee8;
  border-radius: 4px;
@@ -430,28 +756,48 @@
  background: #ffffff;
 }

-.skin-swatch i + i {
+.theme-style-preview i + i {
  border-left: 1px solid rgba(255, 255, 255, 0.72);
 }

-.skin-copy {
+.theme-copy {
  display: grid;
-  gap: 4px;
+  gap: 8px;
 }

-.skin-copy strong {
+.theme-copy strong {
  color: #111827;
-  font-size: 14px;
+  font-size: 15px;
  font-weight: 700;
 }

-.skin-copy small {
+.theme-copy small {
  color: #64748b;
  font-size: 12px;
  line-height: 1.45;
 }

-.skin-current {
+.theme-keywords {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 6px;
+}
+
+.theme-keywords em {
+  min-height: 22px;
+  display: inline-flex;
+  align-items: center;
+  padding: 0 8px;
+  border: 1px solid #e2e8f0;
+  border-radius: 4px;
+  background: #f8fafc;
+  color: #64748b;
+  font-size: 11px;
+  font-style: normal;
+  font-weight: 700;
+}
+
+.theme-current {
  min-height: 24px;
  display: inline-flex;
  align-items: center;
@@ -464,7 +810,7 @@
  font-weight: 700;
 }

-.skin-preview-panel {
+.theme-preview-panel {
  display: flex;
  align-items: center;
  justify-content: space-between;
@@ -472,33 +818,56 @@
  padding: 16px;
  border: 1px solid #d8dee8;
  border-radius: 4px;
-  background: linear-gradient(180deg, #ffffff 0%, var(--theme-primary-light-9) 100%);
+  background: #ffffff;
 }

-.skin-preview-panel div {
+.theme-preview-panel div {
  display: grid;
  gap: 4px;
 }

-.skin-preview-panel strong {
+.theme-preview-panel strong {
  color: #111827;
  font-size: 14px;
 }

-.skin-preview-panel span {
+.theme-preview-panel span {
  color: #64748b;
  font-size: 12px;
 }

-.skin-preview-action {
-  min-height: 34px;
-  padding: 0 14px;
-  border: 1px solid var(--primary);
+.theme-preview-surface {
+  width: min(220px, 36%);
+  min-width: 160px;
+  display: grid;
+  grid-template-columns: 1fr 44px;
+  gap: 8px;
+  padding: 12px;
+  border: 1px solid #e2e8f0;
  border-radius: 4px;
+  background: #f8fafc;
+}
+
+.theme-preview-surface span,
+.theme-preview-surface i,
+.theme-preview-surface b {
+  display: block;
+  min-height: 10px;
+  border-radius: 3px;
+}
+
+.theme-preview-surface span {
+  grid-column: 1 / -1;
+  background: var(--theme-primary-soft);
+}
+
+.theme-preview-surface i {
+  background: #ffffff;
+  border: 1px solid #e2e8f0;
+}
+
+.theme-preview-surface b {
  background: var(--theme-gradient-primary);
-  color: #fff;
-  font-size: 13px;
-  font-weight: 700;
 }

 .secret-bound-state {
--- a/web/src/assets/styles/views/travel-request-detail-view.css
+++ b/web/src/assets/styles/views/travel-request-detail-view.css
@@ -616,8 +616,8 @@
  border-left: 0;
 }

-.application-detail-fact span,
-.application-detail-fact strong {
+.application-detail-fact > span,
+.application-detail-fact > strong {
  display: flex;
  align-items: center;
  min-width: 0;
@@ -625,7 +625,7 @@
  line-height: 1.5;
 }

-.application-detail-fact span {
+.application-detail-fact > span {
  background: #f8fafc;
  color: #64748b;
  font-size: 12px;
@@ -637,10 +637,11 @@
  color: #0f172a;
  font-size: 13px;
  font-weight: 750;
+  gap: 8px;
  overflow-wrap: anywhere;
 }

-.application-detail-fact.highlight span {
+.application-detail-fact.highlight > span {
  background: var(--theme-primary-soft);
  color: var(--theme-primary-active);
 }
@@ -654,6 +655,77 @@
  font-weight: 850;
 }

+.application-detail-fact-value {
+  min-width: 0;
+  flex: 1 1 auto;
+  overflow-wrap: anywhere;
+}
+
+.application-detail-edit-btn,
+.application-detail-edit-confirm,
+.application-detail-edit-cancel {
+  flex: 0 0 auto;
+  width: 24px;
+  height: 24px;
+  display: inline-grid;
+  place-items: center;
+  border: 1px solid transparent;
+  border-radius: 4px;
+  background: transparent;
+  color: #64748b;
+  cursor: pointer;
+}
+
+.application-detail-edit-btn {
+  opacity: 0;
+  transition:
+    opacity 0.16s ease,
+    background 0.16s ease,
+    color 0.16s ease;
+}
+
+.application-detail-fact.editable:hover .application-detail-edit-btn,
+.application-detail-edit-btn:focus-visible {
+  opacity: 1;
+}
+
+.application-detail-edit-btn:hover:not(:disabled),
+.application-detail-edit-btn:focus-visible,
+.application-detail-edit-confirm:hover:not(:disabled),
+.application-detail-edit-cancel:hover:not(:disabled) {
+  background: rgba(var(--theme-primary-rgb, 58, 124, 165), 0.1);
+  color: var(--theme-primary-active);
+}
+
+.application-detail-edit-confirm {
+  background: rgba(22, 163, 74, 0.1);
+  color: #15803d;
+}
+
+.application-detail-edit-cancel {
+  background: #f1f5f9;
+}
+
+.application-detail-edit-btn:disabled,
+.application-detail-edit-confirm:disabled,
+.application-detail-edit-cancel:disabled {
+  cursor: not-allowed;
+  opacity: 0.45;
+}
+
+.application-detail-fact.editing strong {
+  align-items: center;
+}
+
+.application-detail-editor-control {
+  flex: 1 1 auto;
+  min-width: 0;
+}
+
+.application-detail-editor-select {
+  width: 100%;
+}
+
 .related-application-facts {
  margin-top: 0;
 }
--- a/web/src/components/business/PersonalWorkbenchAiMode.vue
+++ b/web/src/components/business/PersonalWorkbenchAiMode.vue
@@ -22,3 +22,9 @@ const {
 </script>

 <style scoped src="../../assets/styles/components/personal-workbench-ai-mode.css"></style>
+<style scoped>
+/* Force styling cache invalidation and hot update */
+.force-reload-css-cache-v1 {
+  display: block;
+}
+</style>
--- a/web/src/composables/useAppShell.js
+++ b/web/src/composables/useAppShell.js
@@ -56,7 +56,8 @@ export function useAppShell() {
    sessionType: '',
    budgetContext: null,
    initialPromptAutoSubmit: true,
-    initialApplicationPreview: null
+    initialApplicationPreview: null,
+    initialDraftPayload: null
  })
  const smartEntrySessionId = ref(0)
  const smartEntryRevealToken = ref(0)
@@ -337,7 +338,8 @@ export function useAppShell() {
      sessionType: '',
      budgetContext: null,
      initialPromptAutoSubmit: true,
-      initialApplicationPreview: null
+      initialApplicationPreview: null,
+      initialDraftPayload: null
    }
    smartEntrySessionId.value += 1
  }
@@ -504,7 +506,8 @@ export function useAppShell() {
          ? payload.budgetContext
          : null,
        initialPromptAutoSubmit: false,
-        initialApplicationPreview: null
+        initialApplicationPreview: null,
+        initialDraftPayload: null
      }
      smartEntrySessionId.value += 1
      return
@@ -531,6 +534,9 @@ export function useAppShell() {
      initialPromptAutoSubmit: payload.initialPromptAutoSubmit !== false,
      initialApplicationPreview: payload.applicationPreview && typeof payload.applicationPreview === 'object'
        ? payload.applicationPreview
+        : null,
+      initialDraftPayload: payload.draftPayload && typeof payload.draftPayload === 'object'
+        ? payload.draftPayload
        : null
    }
    smartEntrySessionId.value += 1
--- a/web/src/composables/useSettings.js
+++ b/web/src/composables/useSettings.js
@@ -2,7 +2,7 @@ import { computed, onBeforeUnmount, onMounted, ref, watch } from 'vue'
 import { useRoute, useRouter } from 'vue-router'

 import { useSystemState } from './useSystemState.js'
-import { useThemeSkin } from './useThemeSkin.js'
+import { normalizeThemeMode, useThemeSkin } from './useThemeSkin.js'
 import { clearSystemCaches, fetchSettings, saveSettings } from '../services/settings.js'
 import { useToast } from './useToast.js'
 import {
@@ -22,6 +22,7 @@ import {
  maskConfiguredModelSecrets,
  maskConfiguredRenderSecret,
  mergeState,
+  normalizeLlmModelRows,
  normalizeValue,
  persistSettings,
  readStoredSettings
@@ -61,6 +62,8 @@ export function useSettings() {
  const cacheClearMessage = ref('')
  const cacheClearFailed = ref(false)

+  pageState.value.appearanceForm.themeSkin = setThemeSkin(pageState.value.appearanceForm.themeSkin)
+
  const sections = SECTION_DEFINITIONS
  const logLevels = LOG_LEVELS
  const providerOptions = PROVIDER_OPTIONS
@@ -108,6 +111,13 @@ export function useSettings() {
      nextState.llmForm.backupApiKey = currentState.llmForm.backupApiKey
      nextState.llmForm.embeddingApiKey = currentState.llmForm.embeddingApiKey
      nextState.llmForm.rerankerApiKey = currentState.llmForm.rerankerApiKey
+      const modelApiKeysBySlot = new Map(
+        normalizeLlmModelRows(currentState.llmForm.models).map((row) => [row.slot, row.apiKey])
+      )
+      nextState.llmForm.models = normalizeLlmModelRows(nextState.llmForm.models).map((row) => ({
+        ...row,
+        apiKey: modelApiKeysBySlot.get(row.slot) ?? row.apiKey
+      }))
    }

    if (preserveAdminPasswords) {
@@ -123,13 +133,16 @@ export function useSettings() {
      nextState.mailForm.password = currentState.mailForm.password
    }

+    const normalizedThemeMode = normalizeThemeMode(nextState.appearanceForm?.themeSkin)
+    nextState.appearanceForm = {
+      ...nextState.appearanceForm,
+      themeSkin: normalizedThemeMode
+    }
+
    pageState.value = maskConfiguredRenderSecret(maskConfiguredModelSecrets(nextState))
    persistSettings(pageState.value)
    updateBrandPreviewFromState(pageState.value)
-
-    if (nextState.appearanceForm?.themeSkin) {
-      setThemeSkin(nextState.appearanceForm.themeSkin)
-    }
+    setThemeSkin(normalizedThemeMode)
  }

  async function loadSettingsSnapshot() {
@@ -358,12 +371,12 @@ export function useSettings() {
  }

  function selectThemeSkin(skinId) {
-    setThemeSkin(skinId)
-    pageState.value.appearanceForm.themeSkin = skinId
+    pageState.value.appearanceForm.themeSkin = setThemeSkin(skinId)
  }

  async function saveAppearanceSection() {
-    await persistRemoteSettings('界面皮肤已保存并应用到企业配置。', {
+    pageState.value.appearanceForm.themeSkin = normalizeThemeMode(pageState.value.appearanceForm.themeSkin)
+    await persistRemoteSettings('主题设置已保存并应用到企业配置。', {
      preserveModelApiKeys: true,
      preserveAdminPasswords: true,
      preserveRenderSecret: true,
@@ -373,16 +386,16 @@ export function useSettings() {

  async function saveLlmSection() {
    const llmForm = pageState.value.llmForm
-    const modelConfigs = [
-      ['主模型', llmForm.mainProvider, llmForm.mainModel, llmForm.mainEndpoint],
-      ['备份模型', llmForm.backupProvider, llmForm.backupModel, llmForm.backupEndpoint],
-      ['Embedding 模型', llmForm.embeddingProvider, llmForm.embeddingModel, llmForm.embeddingEndpoint],
-      ['Reranker 模型', llmForm.rerankerProvider, llmForm.rerankerModel, llmForm.rerankerEndpoint]
-    ]
+    const modelRows = normalizeLlmModelRows(llmForm.models)

-    for (const [label, provider, model, endpoint] of modelConfigs) {
-      if (!isModelConfigReady(provider, model, endpoint)) {
-        toast(`请完整填写${label}的供应商、模型名称和接口地址。`)
+    if (modelRows.length === 0) {
+      toast('请至少添加一个模型配置。')
+      return
+    }
+
+    for (const row of modelRows) {
+      if (!isModelConfigReady(row.provider, row.modelId, row.url)) {
+        toast('请完整填写每个模型的供应商、model_id 和接口地址。')
        return
      }
    }
--- a/web/src/composables/useThemeSkin.js
+++ b/web/src/composables/useThemeSkin.js
@@ -1,7 +1,7 @@
 import { computed, ref } from 'vue'

 const THEME_SKIN_STORAGE_KEY = 'x-financial-theme-skin'
-const DEFAULT_THEME_SKIN_ID = 'sky'
+const DEFAULT_THEME_SKIN_ID = 'enterprise'

 const DEFAULT_SEMANTIC_COLORS = {
  success: '#2f855a',
@@ -28,112 +28,45 @@ const DEFAULT_SEMANTIC_COLORS = {

 export const THEME_SKIN_OPTIONS = [
  {
-    id: 'sky',
-    label: '浅蓝企业',
-    desc: '默认皮肤，降低蓝色饱和度，适合财务 SaaS 和审批后台。',
-    primary: '#3a7ca5',
-    primaryHover: '#2f6d95',
-    primaryActive: '#255b7d',
-    primarySoft: '#eaf4fa',
-    primarySoftStrong: '#d4e8f3',
-    secondary: '#4f6f9f',
-    chartBlue: '#4f6f9f',
-    chartPurple: '#6e7fa6',
-    chartAmber: '#b58b4c'
+    id: 'vivid',
+    label: '动感活泼',
+    desc: '保留当前 AI 助手的明快节奏，适合演示、培训和轻量工作台。',
+    keywords: ['明快', '渐变', '助手感'],
+    primary: '#2f7cff',
+    primaryHover: '#2563eb',
+    primaryActive: '#1d4ed8',
+    primarySoft: '#eef6ff',
+    primarySoftStrong: '#dbeafe',
+    secondary: '#7c5cff',
+    chartBlue: '#2f7cff',
+    chartPurple: '#7c5cff',
+    chartAmber: '#f59e0b'
  },
  {
-    id: 'blue',
-    label: '湖蓝灰',
-    desc: '偏灰的湖蓝色，弱化科技感，更适合高密度运营页面。',
-    primary: '#477c9e',
-    primaryHover: '#3a6a89',
-    primaryActive: '#305873',
-    primarySoft: '#edf5f8',
-    primarySoftStrong: '#d8e8ef',
-    secondary: '#5d7288',
-    chartBlue: '#477c9e',
-    chartPurple: '#77799c',
-    chartAmber: '#b28a54'
-  },
-  {
-    id: 'navy',
-    label: '稳健蓝',
-    desc: '偏金融和管理驾驶舱的稳重蓝，适合长时间办公查看。',
-    primary: '#4b6f95',
-    primaryHover: '#405f80',
-    primaryActive: '#354e69',
-    primarySoft: '#eef3f8',
-    primarySoftStrong: '#dbe6f0',
-    secondary: '#6b7280',
-    chartBlue: '#4b6f95',
-    chartPurple: '#69769d',
-    chartAmber: '#aa8a55'
-  },
-  {
-    id: 'teal',
-    label: '雾青',
-    desc: '保留绿色倾向但降低鲜艳度，比旧绿色更克制。',
-    primary: '#3f827c',
-    primaryHover: '#36706b',
-    primaryActive: '#2d5c58',
-    primarySoft: '#eef8f6',
-    primarySoftStrong: '#d8ebe8',
-    secondary: '#4f6f9f',
-    chartBlue: '#4f7f9f',
-    chartPurple: '#708099',
-    chartAmber: '#b18a53'
-  },
-  {
-    id: 'legacy-green',
-    label: '经典绿',
-    desc: '保留旧版系统绿色，适合继续沿用原有品牌记忆。',
-    primary: '#10b981',
-    primaryHover: '#059669',
-    primaryActive: '#047857',
-    primarySoft: '#ecfdf5',
-    primarySoftStrong: '#d1fae5',
-    secondary: '#2563eb',
-    chartBlue: '#2563eb',
-    chartPurple: '#6d6a9f',
-    chartAmber: '#b88a44'
-  },
-  {
-    id: 'sage',
-    label: '鼠尾草绿',
-    desc: '低饱和灰绿色，比经典绿更安静，适合企业内控场景。',
-    primary: '#5f8d72',
-    primaryHover: '#517b62',
-    primaryActive: '#436653',
-    primarySoft: '#f0f7f2',
-    primarySoftStrong: '#dcebe0',
-    secondary: '#4f6f9f',
-    chartBlue: '#4f748f',
-    chartPurple: '#7a7898',
-    chartAmber: '#a98753'
-  },
-  {
-    id: 'slate',
-    label: '石板灰蓝',
-    desc: '弱主色方案，适合审计、规则和报表密集页面。',
-    primary: '#64748b',
-    primaryHover: '#526174',
-    primaryActive: '#3f4a5a',
+    id: 'enterprise',
+    label: '企业沉稳',
+    desc: '低饱和、轻描边、少渲染，适合正式生产环境和企业级财务 SaaS。',
+    keywords: ['克制', '结构化', '低噪声'],
+    primary: '#475569',
+    primaryHover: '#3f4a5a',
+    primaryActive: '#334155',
    primarySoft: '#f1f5f9',
    primarySoftStrong: '#e2e8f0',
-    secondary: '#3a7ca5',
+    secondary: '#64748b',
    chartBlue: '#5d7590',
-    chartPurple: '#77748f',
-    chartAmber: '#a88955'
+    chartPurple: '#6b7280',
+    chartAmber: '#9a7a45'
  },
  {
-    id: 'soft-violet',
-    label: '灰紫蓝',
-    desc: '保留一点智能系统气质，但用灰度压低 AI 感和饱和度。',
-    primary: '#6d6a9f',
-    primaryHover: '#5f5b8c',
-    primaryActive: '#504c78',
-    primarySoft: '#f2f1f8',
-    primarySoftStrong: '#e2e0ef',
+    id: 'intelligent',
+    label: '专业智能',
+    desc: '保留少量智能识别感，同时控制饱和度，适合稳定办公和 AI 辅助并重的团队。',
+    keywords: ['智能', '专业', '轻点缀'],
+    primary: '#5f6f9f',
+    primaryHover: '#53618b',
+    primaryActive: '#465275',
+    primarySoft: '#f3f4fb',
+    primarySoftStrong: '#e2e5f4',
    secondary: '#477c9e',
    chartBlue: '#4f7495',
    chartPurple: '#6d6a9f',
@@ -142,9 +75,36 @@ export const THEME_SKIN_OPTIONS = [
 ]

 const activeThemeSkinId = ref(DEFAULT_THEME_SKIN_ID)
+const THEME_MODE_IDS = new Set(THEME_SKIN_OPTIONS.map((skin) => skin.id))
+const LEGACY_THEME_MODE_MAP = {
+  sky: 'vivid',
+  blue: 'vivid',
+  emerald: 'vivid',
+  teal: 'vivid',
+  'legacy-green': 'vivid',
+  navy: 'enterprise',
+  slate: 'enterprise',
+  sage: 'enterprise',
+  gray: 'enterprise',
+  grey: 'enterprise',
+  purple: 'intelligent',
+  violet: 'intelligent',
+  'soft-violet': 'intelligent'
+}
+
+export function normalizeThemeMode(value) {
+  const normalized = String(value ?? '').trim()
+
+  if (THEME_MODE_IDS.has(normalized)) {
+    return normalized
+  }
+
+  return LEGACY_THEME_MODE_MAP[normalized] || DEFAULT_THEME_SKIN_ID
+}

 function findThemeSkin(id) {
-  return THEME_SKIN_OPTIONS.find((skin) => skin.id === id) || THEME_SKIN_OPTIONS[0]
+  const themeMode = normalizeThemeMode(id)
+  return THEME_SKIN_OPTIONS.find((skin) => skin.id === themeMode) || THEME_SKIN_OPTIONS[0]
 }

 function hexToRgb(hex) {
@@ -185,6 +145,7 @@ function applyThemeSkin(skin) {
  const infoRgb = hexToRgb(DEFAULT_SEMANTIC_COLORS.info)

  root.dataset.themeSkin = skin.id
+  root.dataset.themeMode = skin.id

  setVariables(root, {
    '--primary': skin.primary,
@@ -270,6 +231,8 @@ export function setThemeSkin(id) {
  if (typeof window !== 'undefined') {
    window.localStorage.setItem(THEME_SKIN_STORAGE_KEY, skin.id)
  }
+
+  return skin.id
 }

 export function useThemeSkin() {
--- a/web/src/composables/workbenchAiMode/usePersonalWorkbenchAiMode.js
+++ b/web/src/composables/workbenchAiMode/usePersonalWorkbenchAiMode.js
@@ -258,7 +258,8 @@ export function usePersonalWorkbenchAiMode(props, emit) {
    resolveLatestInlineUserPrompt,
    scrollInlineConversationToBottom,
    sending,
-    toast
+    toast,
+    onApplicationActionCompleted: startModelPlannedNextTask
  })

  const expenseFlow = useWorkbenchAiExpenseFlow({
@@ -710,6 +711,46 @@ export function usePersonalWorkbenchAiMode(props, emit) {
    return pendingMessage
  }

+  function buildModelPlannedNextTaskAction(remainingTasks = []) {
+    const tasks = Array.isArray(remainingTasks) ? remainingTasks : []
+    const nextTask = tasks[0]
+    if (!nextTask || typeof nextTask !== 'object') {
+      return null
+    }
+    const taskType = String(nextTask.task_type || nextTask.taskType || '').trim()
+    const assignedAgent = String(nextTask.assigned_agent || nextTask.assignedAgent || '').trim()
+    const isApplication = taskType === 'expense_application' || assignedAgent === 'application_assistant'
+    const isReimbursement = taskType === 'reimbursement' || assignedAgent === 'reimbursement_assistant'
+    if (!isApplication && !isReimbursement) {
+      return null
+    }
+    const ontologyFields = nextTask.ontology_fields || nextTask.ontologyFields || {}
+    const flowId = isApplication ? 'travel_application' : 'travel_reimbursement'
+    const taskLabel = isApplication ? '出差申请' : '费用报销'
+    return {
+      label: `继续处理${taskLabel}`,
+      action_type: 'steward_continue_next_task',
+      payload: {
+        steward_confirm_flow: true,
+        flow_id: flowId,
+        steward_current_task: nextTask,
+        expense_type: String(ontologyFields.expense_type || 'travel').trim() || 'travel',
+        expense_type_label: String(ontologyFields.expense_type_label || '差旅费').trim() || '差旅费',
+        ontology_fields: ontologyFields,
+        original_message: String(nextTask.summary || nextTask.title || `继续处理${taskLabel}`).trim(),
+        steward_remaining_tasks: tasks.slice(1)
+      }
+    }
+  }
+
+  function startModelPlannedNextTask(remainingTasks = []) {
+    const nextTaskAction = buildModelPlannedNextTaskAction(remainingTasks)
+    if (!nextTaskAction) {
+      return
+    }
+    actionRouter.handleInlineSuggestedAction(nextTaskAction)
+  }
+
  function startModelPlannedApplicationPreview(travelApplicationRequest, plannerPendingMessage = null) {
    void applicationFlow.startAiApplicationPreview(
      travelApplicationRequest.expenseType,
@@ -723,7 +764,10 @@ export function usePersonalWorkbenchAiMode(props, emit) {
        autoSubmit: travelApplicationRequest.autoSubmit,
        autoSaveDraft: travelApplicationRequest.autoSaveDraft,
        requestedSubmit: travelApplicationRequest.requestedSubmit,
-        submitRequiresConfirmation: travelApplicationRequest.submitRequiresConfirmation
+        submitRequiresConfirmation: travelApplicationRequest.submitRequiresConfirmation,
+        stewardRemainingTasks: travelApplicationRequest.stewardRemainingTasks,
+        onPreviewReadyForNextTask: startModelPlannedNextTask,
+        onApplicationActionCompleted: startModelPlannedNextTask
      }
    )
  }
@@ -741,7 +785,8 @@ export function usePersonalWorkbenchAiMode(props, emit) {
        autoSubmit: travelApplicationRequest.autoSubmit,
        autoSaveDraft: travelApplicationRequest.autoSaveDraft,
        requestedSubmit: travelApplicationRequest.requestedSubmit,
-        submitRequiresConfirmation: travelApplicationRequest.submitRequiresConfirmation
+        submitRequiresConfirmation: travelApplicationRequest.submitRequiresConfirmation,
+        stewardRemainingTasks: travelApplicationRequest.stewardRemainingTasks
      }
    }
    replaceInlineMessage(plannerPendingMessage.id, createInlineMessage('assistant', confirmText, {
--- a/web/src/composables/workbenchAiMode/useWorkbenchAiActionRouter.js
+++ b/web/src/composables/workbenchAiMode/useWorkbenchAiActionRouter.js
@@ -4,6 +4,8 @@ import {
 } from '../../services/aiApplicationPreviewActions.js'
 import { executeStewardAction } from '../../services/steward.js'
 import { buildAiDocumentDetailRequest } from '../../utils/aiDocumentDetailReference.js'
+import { buildAiExpenseDraftPrefillValues } from '../../utils/aiExpenseDraftModel.js'
+import { requiresApplicationBeforeReimbursement } from '../../views/scripts/travelReimbursementApplicationLinkModel.js'
 import {
  mergeComposerPrefill,
  resolveSuggestedActionPrefill
@@ -82,6 +84,9 @@ export function useWorkbenchAiActionRouter({
    }
    if (actionType === 'ai_application_confirm_intent') {
      aiExpenseDraft.value = null
+      const stewardRemainingTasks = Array.isArray(actionPayload.stewardRemainingTasks)
+        ? actionPayload.stewardRemainingTasks
+        : (Array.isArray(actionPayload.steward_remaining_tasks) ? actionPayload.steward_remaining_tasks : [])
      void applicationFlow.startAiApplicationPreview('travel', '差旅费', String(actionPayload.sourceText || '').trim(), {
        userMessage: String(actionPayload.sourceText || '').trim() || '确认发起出差申请',
        pushUserMessage: true,
@@ -89,7 +94,20 @@ export function useWorkbenchAiActionRouter({
        autoSubmit: Boolean(actionPayload.autoSubmit),
        autoSaveDraft: Boolean(actionPayload.autoSaveDraft),
        requestedSubmit: Boolean(actionPayload.requestedSubmit),
-        submitRequiresConfirmation: Boolean(actionPayload.submitRequiresConfirmation)
+        submitRequiresConfirmation: Boolean(actionPayload.submitRequiresConfirmation),
+        stewardRemainingTasks,
+        onPreviewReadyForNextTask: (remainingTasks = []) => {
+          const nextTaskAction = buildNextTaskSuggestedAction({ steward_remaining_tasks: remainingTasks })
+          if (nextTaskAction) {
+            handleInlineSuggestedAction(nextTaskAction)
+          }
+        },
+        onApplicationActionCompleted: (remainingTasks = []) => {
+          const nextTaskAction = buildNextTaskSuggestedAction({ steward_remaining_tasks: remainingTasks })
+          if (nextTaskAction) {
+            handleInlineSuggestedAction(nextTaskAction)
+          }
+        }
      })
      return
    }
@@ -104,9 +122,21 @@ export function useWorkbenchAiActionRouter({
      return
    }
    if (actionPayload.steward_confirm_flow && actionPayload.flow_id === 'travel_reimbursement') {
-      const expenseType = String(actionPayload.expense_type || 'travel').trim() || 'travel'
-      const expenseTypeLabel = String(actionPayload.expense_type_label || '差旅费').trim() || '差旅费'
-      expenseFlow.startAiExpenseDraft(expenseType, expenseTypeLabel, true)
+      const currentTask = actionPayload.steward_current_task || {}
+      const ontologyFields = currentTask.ontology_fields || currentTask.ontologyFields || actionPayload.ontology_fields || {}
+      const expenseType = String(actionPayload.expense_type || ontologyFields.expense_type || 'travel').trim() || 'travel'
+      const expenseTypeLabel = String(actionPayload.expense_type_label || ontologyFields.expense_type_label || '差旅费').trim() || '差旅费'
+      // 从 task ontology 解析报销语义(金额/时间/事由/地点),预填到报销草稿,
+      // 让 task2(如业务招待费 2000 元)的信息直接落到草稿,而不是丢失。
+      const prefillValues = buildAiExpenseDraftPrefillValues(ontologyFields)
+      const needsApplicationLink = requiresApplicationBeforeReimbursement(expenseType)
+      const stewardRemainingTasks = Array.isArray(actionPayload.steward_remaining_tasks)
+        ? actionPayload.steward_remaining_tasks
+        : []
+      expenseFlow.startAiExpenseDraft(expenseType, expenseTypeLabel, needsApplicationLink, {
+        prefillValues,
+        stewardRemainingTasks
+      })
      return
    }
    if (actionPayload.steward_confirm_flow && actionPayload.flow_id === 'travel_application') {
@@ -114,6 +144,17 @@ export function useWorkbenchAiActionRouter({
      void expenseFlow.startAiApplicationPreviewFromAction(actionPayload)
      return
    }
+    // steward plan 的"确认创建申请单"按钮:payload 有 steward_current_task + session_type=application,
+    // 直接拉起申请预览(带 remaining tasks),不走 startInlineConversation(会丢失 steward 上下文)
+    if (
+      actionPayload.steward_current_task
+      && String(actionPayload.session_type || '').trim() === 'application'
+      && String(actionPayload.steward_current_task.task_type || '').trim() === 'expense_application'
+    ) {
+      aiExpenseDraft.value = null
+      void expenseFlow.startAiApplicationPreviewFromAction(actionPayload)
+      return
+    }
    if (actionType === 'select_expense_type') {
      const expenseType = String(action?.payload?.expense_type || '').trim()
      const expenseTypeLabel = String(action?.payload?.expense_type_label || action?.label || '').trim()
@@ -165,7 +206,18 @@ export function useWorkbenchAiActionRouter({

    if (actionType === 'ai_application_start_inline') {
      aiExpenseDraft.value = null
-      void expenseFlow.startAiApplicationPreviewFromAction(action?.payload || {}, action?.label)
+      // 多 task 推进:从 resolveAiExpenseApplicationLink "查不到申请单"分支过来的按钮,
+      // payload 里带 prefill_values 和 steward_remaining_tasks,这里透传给申请预览,
+      // 保证发起的申请单带着报销语义,且申请单做完后能继续 task2 报销流程。
+      void expenseFlow.startAiApplicationPreviewFromAction({
+        ...(action?.payload || {}),
+        expense_type: actionPayload.expense_type,
+        expense_type_label: actionPayload.expense_type_label,
+        carry_text: actionPayload.carry_text || actionPayload.original_message || action?.label,
+        steward_remaining_tasks: Array.isArray(actionPayload.steward_remaining_tasks)
+          ? actionPayload.steward_remaining_tasks
+          : []
+      }, action?.label)
      return
    }

@@ -223,8 +275,10 @@ export function useWorkbenchAiActionRouter({
      const result = await executeStewardAction(
        buildStewardActionExecutePayload(action, actionType, contextJson)
      )
+      const resultActions = buildStewardActionResultActions(result)
+      const nextTaskAction = buildNextTaskSuggestedAction(actionPayload)
      finalizeStewardActionMessage(pendingMessage, buildStewardActionResultText(result), {
-        suggestedActions: buildStewardActionResultActions(result)
+        suggestedActions: nextTaskAction ? [...resultActions, nextTaskAction] : resultActions
      })
      return true
    } catch (error) {
@@ -369,6 +423,43 @@ export function useWorkbenchAiActionRouter({
    }]
  }

+  function buildNextTaskSuggestedAction(actionPayload = {}) {
+    // 多 task 串行推进:task1 完成后,从剩余 task 列表取下一个,生成推进按钮。
+    // 用户点击推进按钮后,handleInlineSuggestedAction 的 steward_confirm_flow 分支
+    // 会自动拉起下一个 task 的申请预览/报销流程,实现"先做完 A 再做 B"。
+    const remainingTasks = Array.isArray(actionPayload.steward_remaining_tasks)
+      ? actionPayload.steward_remaining_tasks
+      : []
+    const nextTask = remainingTasks[0]
+    if (!nextTask || !nextTask.task_type) {
+      return null
+    }
+    const taskType = String(nextTask.task_type || '').trim()
+    const isApplication = taskType === 'expense_application'
+    const flowId = isApplication ? 'travel_application' : 'travel_reimbursement'
+    const taskLabel = isApplication ? '出差申请' : '费用报销'
+    const ontologyFields = nextTask.ontology_fields || nextTask.ontologyFields || {}
+    // 透传去掉当前 nextTask 之后的剩余 task 列表,保证 task2 完成后 task3 也能继续推进,
+    // 避免 3+ task 场景在 task2 处断链。
+    const furtherRemainingTasks = remainingTasks.slice(1)
+    return {
+      label: `继续处理${taskLabel}`,
+      description: `接下来处理${taskLabel}: ${String(nextTask.summary || nextTask.title || '').slice(0, 40)}`,
+      icon: isApplication ? 'mdi mdi-file-plus-outline' : 'mdi mdi-receipt-text-plus-outline',
+      action_type: 'steward_continue_next_task',
+      payload: {
+        steward_confirm_flow: true,
+        flow_id: flowId,
+        steward_current_task: nextTask,
+        expense_type: String(ontologyFields.expense_type || 'travel').trim() || 'travel',
+        expense_type_label: String(ontologyFields.expense_type_label || '差旅费').trim() || '差旅费',
+        ontology_fields: ontologyFields,
+        original_message: String(nextTask.summary || nextTask.title || `继续处理${taskLabel}`).trim(),
+        steward_remaining_tasks: furtherRemainingTasks
+      }
+    }
+  }
+
  return {
    handleInlineSuggestedAction
  }
--- a/web/src/composables/workbenchAiMode/useWorkbenchAiApplicationPreviewFlow.js
+++ b/web/src/composables/workbenchAiMode/useWorkbenchAiApplicationPreviewFlow.js
@@ -85,7 +85,8 @@ export function useWorkbenchAiApplicationPreviewFlow({
  resolveLatestInlineUserPrompt,
  scrollInlineConversationToBottom,
  sending,
-  toast
+  toast,
+  onApplicationActionCompleted = null
 }) {
  function isApplicationPreviewEstimatePending(message = {}) {
    return Boolean(message?.applicationPreview && isApplicationPreviewEstimatePendingPreview(message.applicationPreview))
@@ -330,6 +331,42 @@ export function useWorkbenchAiApplicationPreviewFlow({
    }
  }

+  function buildApplicationPreviewNextTaskAction(targetMessage) {
+    // 多 task 串行推进:申请草稿保存/提交成功后,检查是否有剩余 task(如报销),
+    // 有则生成"继续处理下一个任务"按钮,让用户一键推进。
+    const remainingTasks = Array.isArray(targetMessage?.stewardRemainingTasks)
+      ? targetMessage.stewardRemainingTasks
+      : []
+    const nextTask = remainingTasks[0]
+    if (!nextTask || !nextTask.task_type) {
+      return null
+    }
+    const taskType = String(nextTask.task_type || '').trim()
+    const isApplication = taskType === 'expense_application'
+    const flowId = isApplication ? 'travel_application' : 'travel_reimbursement'
+    const taskLabel = isApplication ? '出差申请' : '费用报销'
+    const ontologyFields = nextTask.ontology_fields || nextTask.ontologyFields || {}
+    // 透传去掉当前 nextTask 之后的剩余 task 列表,保证 task2 完成后 task3 也能继续推进,
+    // 避免 3+ task 场景在 task2 处断链。
+    const furtherRemainingTasks = remainingTasks.slice(1)
+    return {
+      label: `继续处理${taskLabel}`,
+      description: `接下来处理${taskLabel}：${String(nextTask.summary || nextTask.title || '').slice(0, 40)}`,
+      icon: isApplication ? 'mdi mdi-file-plus-outline' : 'mdi mdi-receipt-text-plus-outline',
+      action_type: 'steward_continue_next_task',
+      payload: {
+        steward_confirm_flow: true,
+        flow_id: flowId,
+        steward_current_task: nextTask,
+        expense_type: String(ontologyFields.expense_type || 'travel').trim() || 'travel',
+        expense_type_label: String(ontologyFields.expense_type_label || '差旅费').trim() || '差旅费',
+        ontology_fields: ontologyFields,
+        original_message: String(nextTask.summary || nextTask.title || `继续处理${taskLabel}`).trim(),
+        steward_remaining_tasks: furtherRemainingTasks
+      }
+    }
+  }
+
  async function executeInlineApplicationPreviewAction(actionType, sourceMessage = null, options = {}) {
    const targetMessage = sourceMessage?.applicationPreview ? sourceMessage : resolveLatestInlineApplicationPreviewMessage()
    if (!targetMessage?.applicationPreview) {
@@ -424,6 +461,17 @@ export function useWorkbenchAiApplicationPreviewFlow({
        targetMessage.draftPayload = draftPayload
      }
      targetMessage.suggestedActions = []
+      const detailActions = buildInlineApplicationDetailAction(draftPayload)
+      const nextTaskAction = buildApplicationPreviewNextTaskAction(targetMessage)
+      const actionCompletedHandler = typeof options.onApplicationActionCompleted === 'function'
+        ? options.onApplicationActionCompleted
+        : onApplicationActionCompleted
+      const shouldAutoContinueNextTask = Boolean(
+        nextTaskAction &&
+        typeof actionCompletedHandler === 'function' &&
+        Array.isArray(targetMessage.stewardRemainingTasks) &&
+        targetMessage.stewardRemainingTasks.length
+      )
      replaceInlineMessage(
        pendingMessage.id,
        createInlineMessage('assistant', buildInlineApplicationPreviewActionResultText(actionType, payload), {
@@ -432,11 +480,16 @@ export function useWorkbenchAiApplicationPreviewFlow({
            streamStatus: 'completed',
            thinkingEvents: completeInlineThinkingEvents(resolveInlineThinkingEvents(pendingMessage))
          },
-          suggestedActions: buildInlineApplicationDetailAction(draftPayload)
+          suggestedActions: shouldAutoContinueNextTask
+            ? detailActions
+            : (nextTaskAction ? [...detailActions, nextTaskAction] : detailActions)
        })
      )
      persistCurrentConversation()
      scrollInlineConversationToBottom({ force: inlineConversationAutoScrollPinned.value })
+      if (shouldAutoContinueNextTask) {
+        actionCompletedHandler(targetMessage.stewardRemainingTasks, targetMessage)
+      }
      return true
    } catch (error) {
      replaceInlineMessage(
@@ -552,9 +605,10 @@ export function useWorkbenchAiApplicationPreviewFlow({
        suggestedActions: buildInlineApplicationPreviewSuggestedActions(preview),
        requestedSubmit: Boolean(options.requestedSubmit),
        submitRequiresConfirmation: Boolean(options.submitRequiresConfirmation),
+        stewardRemainingTasks: Array.isArray(options.stewardRemainingTasks) ? options.stewardRemainingTasks : [],
        stewardPlan: {
          streamStatus: 'completed',
-          thinkingEvents: completeInlineThinkingEvents(resolveInlineThinkingEvents(pendingMessage))
+          thinkingEvents: completeWorkbenchAiThinkingEvents(resolveInlineThinkingEvents(pendingMessage))
        },
        text: content
      })
@@ -562,8 +616,15 @@ export function useWorkbenchAiApplicationPreviewFlow({
      if (options.autoSaveDraft) {
        await executeInlineApplicationPreviewAction(AI_APPLICATION_ACTION_SAVE_DRAFT, previewMessage, {
          skipUserMessage: true,
-          userText: options.userMessage || '保存草稿'
+          userText: options.userMessage || '保存草稿',
+          onApplicationActionCompleted: options.onApplicationActionCompleted
        })
+      } else if (
+        typeof options.onPreviewReadyForNextTask === 'function' &&
+        Array.isArray(previewMessage.stewardRemainingTasks) &&
+        previewMessage.stewardRemainingTasks.length
+      ) {
+        options.onPreviewReadyForNextTask(previewMessage.stewardRemainingTasks, previewMessage)
      }
    } catch (error) {
      replaceInlineMessage(pendingMessage.id, createInlineMessage('assistant', error?.message || '申请核对表生成失败，请稍后重试。', {
--- a/web/src/composables/workbenchAiMode/useWorkbenchAiCommandIntents.js
+++ b/web/src/composables/workbenchAiMode/useWorkbenchAiCommandIntents.js
@@ -1,6 +1,8 @@
 import {
+  buildWorkbenchDocumentCommandFollowupGuidance,
  buildWorkbenchDraftDeletionGuidance,
  isWorkbenchDraftDeletionIntent,
+  resolveLatestWorkbenchDocumentCommandContext,
  resolveLatestWorkbenchDraftPayload
 } from './workbenchAiCommandIntentModel.js'
 import { resolveWorkbenchIntentActionRoute } from './workbenchIntentActionPolicy.js'
@@ -58,6 +60,9 @@ export function useWorkbenchAiCommandIntents({
    if (!handlesWorkbenchCommand) {
      return false
    }
+    const documentCommandContext = route.nextStep === 'query_candidates'
+      ? resolveLatestWorkbenchDocumentCommandContext(conversationMessages.value, frame)
+      : null
    prepareInlineCommandConversation(cleanPrompt, entry)
    const draftPayload = frame?.targetMode === 'current_context' || legacyDraftDelete
      ? resolveLatestWorkbenchDraftPayload(conversationMessages.value)
@@ -72,6 +77,16 @@ export function useWorkbenchAiCommandIntents({
      return true
    }

+    if (route.nextStep === 'query_candidates' && documentCommandContext) {
+      const guidance = buildWorkbenchDocumentCommandFollowupGuidance(documentCommandContext, frame)
+      conversationMessages.value.push(createInlineMessage('assistant', guidance.content, {
+        suggestedActions: guidance.suggestedActions
+      }))
+      persistCurrentConversation()
+      scrollInlineConversationToBottom({ force: inlineConversationAutoScrollPinned.value })
+      return true
+    }
+
    const queryPrompt = route.queryPrompt || frame?.normalizedQuery || '我的草稿单据'
    const pendingText = frame?.safetyLevel === 'confirm_required'
      ? '正在先筛选候选单据，不会直接执行删除或审核动作...'
--- a/web/src/composables/workbenchAiMode/useWorkbenchAiExpenseFlow.js
+++ b/web/src/composables/workbenchAiMode/useWorkbenchAiExpenseFlow.js
@@ -9,6 +9,7 @@ import {
 } from '../../services/linkedReimbursementDraftJobs.js'
 import {
  applyAiExpenseAnswer,
+  buildAiExpenseDraftPrefillValues,
  buildAiExpenseStepPrompt,
  buildAiExpenseSummary,
  createAiExpenseDraft,
@@ -113,6 +114,7 @@ export function useWorkbenchAiExpenseFlow({
      suggestedActions: Array.isArray(options.suggestedActions) ? options.suggestedActions : [],
      draftPayload: options.draftPayload || null,
      linkedReimbursementDraftJob: options.linkedReimbursementDraftJob || null,
+      stewardRemainingTasks: Array.isArray(options.stewardRemainingTasks) ? options.stewardRemainingTasks : [],
      text: options.text || content
    })
    replaceInlineMessage(messageId, nextMessage)
@@ -143,7 +145,12 @@ export function useWorkbenchAiExpenseFlow({
    return startAiApplicationPreview(
      expenseType,
      expenseTypeLabel,
-      payload.carry_text || resolveLatestInlineUserPrompt()
+      payload.carry_text || resolveLatestInlineUserPrompt(),
+      {
+        stewardRemainingTasks: Array.isArray(payload.steward_remaining_tasks)
+          ? payload.steward_remaining_tasks
+          : []
+      }
    )
  }

@@ -318,7 +325,40 @@ export function useWorkbenchAiExpenseFlow({
    scrollInlineConversationToBottom()
  }

-  function startAiExpenseDraft(expenseType, expenseTypeLabel, requiresApplicationBeforeReimbursement) {
+  // 多 task 推进时,把当前报销流程后续要处理的剩余 task 挂在 draft 上,
+  // 这样关联申请单、发起申请单、生成报销草稿等子流程都能把 remaining tasks 透传下去,
+  // 保证 task2 完成后能继续 task3。draft 被清空时上下文也随之消失。
+  function attachStewardRemainingTasks(draft, stewardRemainingTasks) {
+    if (!draft) {
+      return draft
+    }
+    const tasks = Array.isArray(stewardRemainingTasks) ? stewardRemainingTasks : []
+    draft.stewardRemainingTasks = tasks
+    return draft
+  }
+
+  function resolveStewardRemainingTasks(draft) {
+    const draftTasks = Array.isArray(draft?.stewardRemainingTasks) ? draft.stewardRemainingTasks : []
+    return draftTasks.length ? draftTasks : null
+  }
+
+  // 把 expenseType 解析成"发起 XX 申请"按钮里的 XX,避免对招待费也显示"出差申请"。
+  function resolveRequiredApplicationLabel(expenseType, fallbackLabel = '') {
+    const normalized = String(expenseType || '').trim().toLowerCase()
+    if (normalized === 'meal' || normalized === 'entertainment') {
+      return '业务招待'
+    }
+    if (normalized === 'travel') {
+      return '出差'
+    }
+    const label = String(fallbackLabel || '').trim()
+    if (label) {
+      return label.replace(/费$/, '')
+    }
+    return '费用'
+  }
+
+  function startAiExpenseDraft(expenseType, expenseTypeLabel, requiresApplicationBeforeReimbursement, options = {}) {
    if (!conversationStarted.value) {
      activateInlineConversation({ title: String(expenseTypeLabel || '报销').trim().slice(0, 18) || '报销' })
    }
@@ -328,12 +368,25 @@ export function useWorkbenchAiExpenseFlow({
    clearAiModeFiles()
    pushInlineUserMessage(`选择${expenseTypeLabel || expenseType || '报销'}`)

+    const prefillValues = options.prefillValues && typeof options.prefillValues === 'object'
+      ? options.prefillValues
+      : null
+    const stewardRemainingTasks = Array.isArray(options.stewardRemainingTasks)
+      ? options.stewardRemainingTasks
+      : []
+
    if (requiresApplicationBeforeReimbursement) {
-      void resolveAiExpenseApplicationLink(expenseType, expenseTypeLabel)
+      void resolveAiExpenseApplicationLink(expenseType, expenseTypeLabel, {
+        prefillValues,
+        stewardRemainingTasks
+      })
      return
    }

-    const draft = createAiExpenseDraft(expenseType, expenseTypeLabel)
+    const draft = attachStewardRemainingTasks(
+      createAiExpenseDraft(expenseType, expenseTypeLabel, prefillValues),
+      stewardRemainingTasks
+    )
    aiExpenseDraft.value = draft
    conversationMessages.value.push(createInlineMessage('assistant', buildAiExpenseStepPrompt(draft)))
    persistCurrentConversation()
@@ -346,7 +399,11 @@ export function useWorkbenchAiExpenseFlow({
    assistantDraft.value = ''
    clearAiModeFiles()

-    const next = applyAiExpenseAnswer(aiExpenseDraft.value, answer, fileNames)
+    const currentDraft = aiExpenseDraft.value
+    const next = applyAiExpenseAnswer(currentDraft, answer, fileNames)
+    // applyAiExpenseAnswer 不会保留 draft 上的运行时上下文,这里手动透传 remaining tasks,
+    // 保证报销草稿收集完所有字段后,仍能拿到后续 task 列表用于推进 task3。
+    attachStewardRemainingTasks(next, resolveStewardRemainingTasks(currentDraft))
    aiExpenseDraft.value = next

    if (isAiExpenseDraftComplete(next)) {
@@ -359,7 +416,14 @@ export function useWorkbenchAiExpenseFlow({
    scrollInlineConversationToBottom()
  }

-  async function resolveAiExpenseApplicationLink(expenseType, expenseTypeLabel) {
+  async function resolveAiExpenseApplicationLink(expenseType, expenseTypeLabel, options = {}) {
+    const prefillValues = options.prefillValues && typeof options.prefillValues === 'object'
+      ? options.prefillValues
+      : null
+    const stewardRemainingTasks = Array.isArray(options.stewardRemainingTasks)
+      ? options.stewardRemainingTasks
+      : []
+
    let claims = null
    try {
      claims = await fetchExpenseClaimsForAi(REIMBURSEMENT_LIST_PREVIEW_PARAMS)
@@ -372,18 +436,30 @@ export function useWorkbenchAiExpenseFlow({
    }

    const candidates = filterRequiredApplicationCandidates(claims, expenseType, currentUser.value || {})
-    aiExpenseDraft.value = createAiExpenseDraft(expenseType, expenseTypeLabel)
+    // 即使后续可能被清空,也先把报销语义 + remaining tasks 上下文挂到 draft 上,
+    // 这样查不到申请单时仍能透传给"发起申请单"按钮,保证 task2 不丢失语义。
+    const draft = attachStewardRemainingTasks(
+      createAiExpenseDraft(expenseType, expenseTypeLabel, prefillValues),
+      stewardRemainingTasks
+    )
+    aiExpenseDraft.value = draft

    if (!candidates.length) {
+      // 查不到可关联申请单:不要让 task2 语义丢失。生成"发起申请单"按钮时,
+      // 按费用类型动态生成 label,带上 ontology 上下文 + remaining tasks,
+      // 让用户发起申请单后能回到 task2 报销流程(见 ai_application_start_inline 分支)。
+      const applicationLabel = resolveRequiredApplicationLabel(expenseType, expenseTypeLabel)
      conversationMessages.value.push(createInlineMessage('assistant', buildRequiredApplicationMissingText(expenseType), {
        suggestedActions: [{
-          label: '确认发起出差申请',
+          label: `确认发起${applicationLabel}申请`,
          description: '生成完整申请表，并预填已识别的时间、地点和事由',
          icon: 'mdi mdi-file-plus-outline',
          action_type: 'ai_application_start_inline',
          payload: {
            expense_type: expenseType,
-            expense_type_label: expenseTypeLabel
+            expense_type_label: expenseTypeLabel,
+            prefill_values: prefillValues || {},
+            steward_remaining_tasks: stewardRemainingTasks
          }
        }]
      }))
@@ -454,7 +530,8 @@ export function useWorkbenchAiExpenseFlow({
    jobId,
    pendingMessageId,
    claimNo = '',
-    initialJob = null
+    initialJob = null,
+    stewardRemainingTasks = []
  }) {
    const normalizedJobId = String(jobId || '').trim()
    if (!normalizedJobId || activeLinkedDraftJobPolls.has(normalizedJobId)) {
@@ -474,13 +551,17 @@ export function useWorkbenchAiExpenseFlow({
            const content = draftClaimNo
              ? `报销草稿 ${draftClaimNo} 已生成，并已关联申请单 ${claimNo || '所选申请单'}。后续可以在草稿详情中上传票据或补充信息。`
              : `报销草稿已生成，并已关联申请单 ${claimNo || '所选申请单'}。后续可以在草稿详情中上传票据或补充信息。`
+            // 多 task 推进:报销草稿生成成功后,若还有剩余 task,补一个"继续处理"按钮。
+            const nextTaskAction = buildExpenseDraftNextTaskAction(stewardRemainingTasks)
            replaceInlineAssistantMessage(pendingMessageId, content, {
              draftPayload,
              linkedReimbursementDraftJob: {
                ...currentJob,
                applicationClaimNo: claimNo
              },
-              suggestedActions: buildLinkedDraftAction(draftPayload)
+              suggestedActions: nextTaskAction
+                ? [...buildLinkedDraftAction(draftPayload), nextTaskAction]
+                : buildLinkedDraftAction(draftPayload)
            })
            aiExpenseDraft.value = null
            persistCurrentConversation()
@@ -519,7 +600,9 @@ export function useWorkbenchAiExpenseFlow({
        jobId: job.jobId,
        pendingMessageId: message.id,
        claimNo: job.applicationClaimNo,
-        initialJob: job
+        initialJob: job,
+        // 刷新恢复时从消息上读回 remaining tasks,保证报销完成后仍能补出"继续处理"按钮。
+        stewardRemainingTasks: Array.isArray(message.stewardRemainingTasks) ? message.stewardRemainingTasks : []
      }).catch((error) => {
        replaceInlineAssistantMessage(message.id, buildLinkedDraftFailedText(error), {
          linkedReimbursementDraftJob: {
@@ -551,6 +634,38 @@ export function useWorkbenchAiExpenseFlow({
    }]
  }

+  // 报销草稿生成成功后,若有剩余 task,生成"继续处理下一个任务"按钮。
+  // 与 useWorkbenchAiApplicationPreviewFlow.buildApplicationPreviewNextTaskAction 同构,
+  // 但数据源是 draft 上透传过来的 stewardRemainingTasks,保证报销完成后 task3 也能推进。
+  function buildExpenseDraftNextTaskAction(remainingTasks = []) {
+    const tasks = Array.isArray(remainingTasks) ? remainingTasks : []
+    const nextTask = tasks[0]
+    if (!nextTask || !nextTask.task_type) {
+      return null
+    }
+    const taskType = String(nextTask.task_type || '').trim()
+    const isApplication = taskType === 'expense_application'
+    const flowId = isApplication ? 'travel_application' : 'travel_reimbursement'
+    const taskLabel = isApplication ? '出差申请' : '费用报销'
+    const ontologyFields = nextTask.ontology_fields || nextTask.ontologyFields || {}
+    return {
+      label: `继续处理${taskLabel}`,
+      description: `接下来处理${taskLabel}：${String(nextTask.summary || nextTask.title || '').slice(0, 40)}`,
+      icon: isApplication ? 'mdi mdi-file-plus-outline' : 'mdi mdi-receipt-text-plus-outline',
+      action_type: 'steward_continue_next_task',
+      payload: {
+        steward_confirm_flow: true,
+        flow_id: flowId,
+        steward_current_task: nextTask,
+        expense_type: String(ontologyFields.expense_type || 'travel').trim() || 'travel',
+        expense_type_label: String(ontologyFields.expense_type_label || '差旅费').trim() || '差旅费',
+        ontology_fields: ontologyFields,
+        original_message: String(nextTask.summary || nextTask.title || `继续处理${taskLabel}`).trim(),
+        steward_remaining_tasks: tasks.slice(1)
+      }
+    }
+  }
+
  async function linkAiExpenseApplication(application = {}) {
    const draft = aiExpenseDraft.value || (() => {
      const resolved = resolveRequiredApplicationReimbursementType(application)
@@ -572,9 +687,14 @@ export function useWorkbenchAiExpenseFlow({
      stepKey: 'attachments'
    }
    aiExpenseDraft.value = linked
+    // 关联申请单时,保留 draft 上的 remaining tasks 上下文,透传给后续轮询,
+    // 这样报销草稿生成成功后能补出"继续处理 task3"按钮。
+    const stewardRemainingTasks = resolveStewardRemainingTasks(linked) || []
    const pendingMessage = createInlineMessage('assistant', `已关联申请单${claimNo ? ` ${claimNo}` : ''}，正在生成报销草稿...`, {
      pending: true,
-      suggestedActions: []
+      suggestedActions: [],
+      // 把 remaining tasks 挂到 pending 消息上,刷新后 resume 轮询能读回并透传给 poll 成功分支。
+      stewardRemainingTasks
    })
    conversationMessages.value.push(pendingMessage)
    const pendingMessageId = pendingMessage.id
@@ -602,7 +722,8 @@ export function useWorkbenchAiExpenseFlow({
        jobId: normalizedJob.jobId,
        pendingMessageId,
        claimNo,
-        initialJob: normalizedJob
+        initialJob: normalizedJob,
+        stewardRemainingTasks
      })
    } catch (error) {
      replaceInlineAssistantMessage(
--- a/web/src/composables/workbenchAiMode/workbenchAiCommandIntentModel.js
+++ b/web/src/composables/workbenchAiMode/workbenchAiCommandIntentModel.js
@@ -1,3 +1,7 @@
+import {
+  parseAiDocumentDetailHref
+} from '../../utils/aiDocumentDetailReference.js'
+
 const DRAFT_DELETION_ACTION_PATTERN = /删除|删掉|删了|移除|作废|撤销/
 const DRAFT_DELETION_TARGET_PATTERN = (
  /草稿|这个单据|这张单据|当前单据|当前申请|当前报销|刚才保存的草稿|刚才的草稿|上面的单据|最近的单据|申请单|报销单/
@@ -22,11 +26,26 @@ const SUBMITTED_OR_FINAL_STATUS = new Set([
  '已驳回',
  '已退回'
 ])
+const DOCUMENT_DETAIL_LINK_RE = /<a\b[^>]*href="([^"]*#ai-open-document-detail:[^"]+)"[^>]*>(.*?)<\/a>/g
+const DOCUMENT_COMMAND_ACTION_LABELS = {
+  delete: '删除',
+  approve: '审核通过',
+  reject: '驳回/退回'
+}
+const DOCUMENT_COMMAND_DETAIL_LABELS = {
+  delete: '进入详情确认删除',
+  approve: '进入详情确认审核',
+  reject: '进入详情确认驳回'
+}

 function normalizeCompactText(value = '') {
  return String(value || '').replace(/\s+/g, '').trim()
 }

+function normalizeText(value = '') {
+  return String(value || '').replace(/\s+/g, ' ').trim()
+}
+
 function normalizeDraftDocumentType(payload = {}, claimNo = '') {
  const rawType = String(payload.document_type || payload.documentType || payload.draft_type || payload.draftType || '').trim()
  if (/application|expense_application|申请/.test(rawType)) {
@@ -77,6 +96,60 @@ function extractDraftPayloadFromSuggestedActions(message = {}) {
  return null
 }

+function stripHtml(value = '') {
+  return normalizeText(String(value || '').replace(/<[^>]*>/g, ''))
+}
+
+function normalizeDocumentCommandCandidate(detailReference = null, rawLabel = '') {
+  if (!detailReference || typeof detailReference !== 'object') {
+    return null
+  }
+  const claimId = String(detailReference.claimId || detailReference.claim_id || '').trim()
+  const claimNo = String(detailReference.claimNo || detailReference.claim_no || detailReference.reference || '').trim()
+  if (!claimId && !claimNo) {
+    return null
+  }
+  return {
+    claimId,
+    claimNo,
+    documentType: normalizeDraftDocumentType(detailReference, claimNo),
+    actionLabel: stripHtml(rawLabel) || '查看详情'
+  }
+}
+
+function extractDocumentCommandCandidatesFromContent(content = '') {
+  const text = String(content || '')
+  const candidates = []
+  const seen = new Set()
+  for (const match of text.matchAll(DOCUMENT_DETAIL_LINK_RE)) {
+    const candidate = normalizeDocumentCommandCandidate(
+      parseAiDocumentDetailHref(match[1]),
+      match[2]
+    )
+    if (!candidate) {
+      continue
+    }
+    const key = `${candidate.claimId || ''}:${candidate.claimNo || ''}`
+    if (seen.has(key)) {
+      continue
+    }
+    seen.add(key)
+    candidates.push(candidate)
+  }
+  return candidates
+}
+
+function canReuseDocumentCommandContext(content = '', commandFrame = {}) {
+  const action = String(commandFrame?.action || '').trim()
+  if (!['approve', 'reject'].includes(action)) {
+    return false
+  }
+  if (String(commandFrame?.safetyLevel || '').trim() !== 'confirm_required') {
+    return false
+  }
+  return /ai-document-card--approval-task|待我审核|待审|待审批|待审核|确认审核|进入详情确认审核/.test(String(content || ''))
+}
+
 export function isWorkbenchDraftDeletionIntent(prompt = '') {
  const compact = normalizeCompactText(prompt)
  if (!compact || !DRAFT_DELETION_ACTION_PATTERN.test(compact)) {
@@ -104,6 +177,29 @@ export function resolveLatestWorkbenchDraftPayload(messages = []) {
  return null
 }

+export function resolveLatestWorkbenchDocumentCommandContext(messages = [], commandFrame = {}) {
+  const safeMessages = Array.isArray(messages) ? messages : []
+  for (const message of [...safeMessages].reverse()) {
+    if (String(message?.role || '').trim() !== 'assistant') {
+      continue
+    }
+    const content = String(message?.content || message?.text || '')
+    if (!canReuseDocumentCommandContext(content, commandFrame)) {
+      continue
+    }
+    const candidates = extractDocumentCommandCandidatesFromContent(content)
+    if (!candidates.length) {
+      continue
+    }
+    return {
+      sourceMessageId: String(message?.id || '').trim(),
+      action: String(commandFrame?.action || '').trim(),
+      candidates
+    }
+  }
+  return null
+}
+
 export function buildWorkbenchDraftDeletionGuidance(draftPayload = {}) {
  const claimNo = String(draftPayload.claimNo || draftPayload.claim_no || '').trim()
  const claimId = String(draftPayload.claimId || draftPayload.claim_id || '').trim()
@@ -128,3 +224,42 @@ export function buildWorkbenchDraftDeletionGuidance(draftPayload = {}) {
    }]
  }
 }
+
+export function buildWorkbenchDocumentCommandFollowupGuidance(context = {}, commandFrame = {}) {
+  const action = String(commandFrame?.action || context?.action || '').trim()
+  const actionLabel = DOCUMENT_COMMAND_ACTION_LABELS[action] || '处理'
+  const detailLabel = DOCUMENT_COMMAND_DETAIL_LABELS[action] || '进入详情确认'
+  const candidates = Array.isArray(context?.candidates) ? context.candidates : []
+  const visibleCandidates = candidates.slice(0, 8)
+  const candidateLines = visibleCandidates.map((candidate, index) => {
+    const reference = candidate.claimNo || candidate.claimId || `候选 ${index + 1}`
+    return `${index + 1}. ${reference}`
+  })
+  const overflowText = candidates.length > visibleCandidates.length
+    ? `\n\n还有 ${candidates.length - visibleCandidates.length} 张候选未展示，请先补充更具体条件。`
+    : ''
+  return {
+    content: [
+      '### 已接上刚才查询到的待审单据',
+      `您想继续执行 **${actionLabel}**。这属于高风险审批动作，我不会直接替您通过或驳回。`,
+      '请先从刚才的候选单据中选择一张，进入详情页核对风险、金额和审批节点后再确认。',
+      candidateLines.length ? candidateLines.join('\n') : '',
+      overflowText
+    ].filter(Boolean).join('\n\n'),
+    suggestedActions: visibleCandidates.map((candidate) => {
+      const reference = candidate.claimNo || candidate.claimId || '单据'
+      return {
+        label: `${detailLabel} ${reference}`,
+        description: '打开详情页核对后，再完成审批确认。',
+        icon: 'mdi mdi-open-in-new',
+        action_type: 'open_application_detail',
+        payload: {
+          claim_id: candidate.claimId,
+          claim_no: candidate.claimNo,
+          document_type: candidate.documentType,
+          command_action: action
+        }
+      }
+    })
+  }
+}
--- a/web/src/composables/workbenchAiMode/workbenchAiIntentPlannerModel.js
+++ b/web/src/composables/workbenchAiMode/workbenchAiIntentPlannerModel.js
@@ -143,13 +143,37 @@ function normalizeServerApplicationSteps(rawSteps = []) {
  return [...new Set(mappedSteps)]
 }

+function resolveModelTasks(rawPlan = {}) {
+  return Array.isArray(rawPlan?.tasks) ? rawPlan.tasks : []
+}
+
+function isModelTravelApplicationTask(task = {}) {
+  if (!task || typeof task !== 'object') {
+    return false
+  }
+  const taskType = String(task?.task_type || task?.taskType || '').trim()
+  const assignedAgent = String(task?.assigned_agent || task?.assignedAgent || '').trim()
+  return taskType === 'expense_application' || assignedAgent === 'application_assistant'
+}
+
 function findModelTravelApplicationTask(rawPlan = {}) {
-  const tasks = Array.isArray(rawPlan?.tasks) ? rawPlan.tasks : []
-  return tasks.find((task) => {
+  return resolveModelTasks(rawPlan).find(isModelTravelApplicationTask) || null
+}
+
+function resolveModelRemainingTasks(rawPlan = {}, selectedTask = null) {
+  const tasks = resolveModelTasks(rawPlan)
+  const selectedIndex = tasks.findIndex((task) => task === selectedTask)
+  if (selectedIndex < 0) {
+    return []
+  }
+  return tasks.slice(selectedIndex + 1).filter((task) => {
+    if (!task || typeof task !== 'object') {
+      return false
+    }
    const taskType = String(task?.task_type || task?.taskType || '').trim()
    const assignedAgent = String(task?.assigned_agent || task?.assignedAgent || '').trim()
-    return taskType === 'expense_application' || assignedAgent === 'application_assistant'
-  }) || null
+    return Boolean(taskType || assignedAgent)
+  })
 }

 function resolveCandidateFlows(rawPlan = {}) {
@@ -211,7 +235,7 @@ export function normalizeWorkbenchAiIntentPlan(rawPlan = {}, options = {}) {
    task.requested_action ||
      task.requestedAction ||
      rawPlan.requested_action ||
-    rawPlan.requestedAction ||
+      rawPlan.requestedAction ||
      ''
  ).trim() || normalizePromptAction(prompt)
  const serverSteps = normalizeServerApplicationSteps(task.action_steps || task.actionSteps)
@@ -226,7 +250,8 @@ export function normalizeWorkbenchAiIntentPlan(rawPlan = {}, options = {}) {
    missingFields: Array.isArray(task.missing_fields || task.missingFields)
      ? task.missing_fields || task.missingFields
      : [],
-    steps: serverSteps.length ? serverSteps : buildApplicationSteps(requestedAction)
+    steps: serverSteps.length ? serverSteps : buildApplicationSteps(requestedAction),
+    stewardRemainingTasks: resolveModelRemainingTasks(rawPlan, task)
  }
 }

@@ -275,7 +300,7 @@ export function resolveExecutableTravelApplicationPlan(plan = null) {
    return null
  }
  const requestedSubmit = plan.steps.includes(WORKBENCH_AI_STEP_SUBMIT_APPLICATION)
-  return {
+  const request = {
    expenseType: 'travel',
    expenseTypeLabel: '差旅费',
    sourceText: String(plan.sourceText || '').trim(),
@@ -285,6 +310,11 @@ export function resolveExecutableTravelApplicationPlan(plan = null) {
    requestedSubmit,
    submitRequiresConfirmation: requestedSubmit
  }
+  const stewardRemainingTasks = Array.isArray(plan.stewardRemainingTasks) ? plan.stewardRemainingTasks : []
+  if (stewardRemainingTasks.length) {
+    request.stewardRemainingTasks = stewardRemainingTasks
+  }
+  return request
 }

 export function isLowConfidenceTravelApplicationPlan(plan = null) {
--- a/web/src/composables/workbenchAiMode/workbenchAiMessageModel.js
+++ b/web/src/composables/workbenchAiMode/workbenchAiMessageModel.js
@@ -156,6 +156,9 @@ export function createWorkbenchAiMessageRuntime() {
      attachmentAssociationJob: normalizeInlineAttachmentAssociationJob(options.attachmentAssociationJob || null),
      linkedReimbursementDraftJob: normalizeInlineLinkedReimbursementDraftJob(options.linkedReimbursementDraftJob || null),
      attachmentOcrDetails: normalizeInlineAttachmentOcrDetails(options.attachmentOcrDetails || null),
+      // 多 task 推进上下文:申请预览/报销草稿消息上挂载剩余 task 列表,
+      // 刷新或消息重建后仍能继续推进,避免 task 链断裂。
+      stewardRemainingTasks: Array.isArray(options.stewardRemainingTasks) ? options.stewardRemainingTasks : [],
      text: options.text || normalizedContent,
      createdAt: options.createdAt || Date.now()
    }
@@ -175,6 +178,7 @@ export function createWorkbenchAiMessageRuntime() {
      attachmentAssociationJob: message.attachmentAssociationJob || null,
      linkedReimbursementDraftJob: message.linkedReimbursementDraftJob || null,
      attachmentOcrDetails: message.attachmentOcrDetails || null,
+      stewardRemainingTasks: Array.isArray(message.stewardRemainingTasks) ? message.stewardRemainingTasks : [],
      text: message.text || message.content || ''
    })
  }
@@ -194,7 +198,8 @@ export function createWorkbenchAiMessageRuntime() {
      draftPayload: message.draftPayload || null,
      attachmentAssociationJob: normalizeInlineAttachmentAssociationJob(message.attachmentAssociationJob || null),
      linkedReimbursementDraftJob: normalizeInlineLinkedReimbursementDraftJob(message.linkedReimbursementDraftJob || null),
-      attachmentOcrDetails: message.attachmentOcrDetails || null
+      attachmentOcrDetails: message.attachmentOcrDetails || null,
+      stewardRemainingTasks: Array.isArray(message.stewardRemainingTasks) ? message.stewardRemainingTasks : []
    }
  }

--- a/web/src/services/aiApplicationPreviewActions.js
+++ b/web/src/services/aiApplicationPreviewActions.js
@@ -72,6 +72,9 @@ export function buildAiApplicationPreviewActionPayload({
    : []
  const draftClaimId = normalizeText(draftPayload?.claim_id || draftPayload?.claimId)
  const isSubmit = actionType === AI_APPLICATION_ACTION_SUBMIT
+  const applicationEditableFields = Array.isArray(normalizedPreview.editableFields)
+    ? normalizedPreview.editableFields.map((field) => normalizeText(field)).filter(Boolean)
+    : []

  return {
    source: 'user_message',
@@ -107,6 +110,9 @@ export function buildAiApplicationPreviewActionPayload({
      application_stage: 'expense_application',
      user_input_text: message,
      application_preview: normalizedPreview,
+      ...(applicationEditableFields.length
+        ? { application_editable_fields: applicationEditableFields }
+        : {}),
      ...(isSubmit
        ? {}
        : {
--- a/web/src/utils/aiApplicationPrecheckModel.js
+++ b/web/src/utils/aiApplicationPrecheckModel.js
@@ -313,7 +313,9 @@ export function buildAiApplicationPrecheckMessage(preview = {}, precheck = {}) {
    }
    lines.push(
      '',
-      '> **请先核对**：请先检查本次申请时间是否填写正确。若日期填错，请直接回复正确的出发时间和返回时间，我会重新查询；若日期无误，请先处理或关联已有申请单，避免重复申请。',
+      '**后续行动建议**：',
+      '- 请检查本次申请时间是否填写正确。若日期填错，请直接回复正确的出发时间和返回时间，我会重新查询；',
+      '- 若日期无误，请先处理或关联已有申请单，避免重复申请。',
      '',
      '我会先暂停本次申请表生成，不会开放保存草稿或提交入口。'
    )
@@ -323,18 +325,17 @@ export function buildAiApplicationPrecheckMessage(preview = {}, precheck = {}) {
  const normalized = normalizeApplicationPreview(preview)
  const missingFields = Array.isArray(normalized.missingFields) ? normalized.missingFields : []
  const missingText = missingFields.length ? missingFields.join('、') : '暂无'
-  const budgetPrefix = precheck?.budget?.requiresBudgetReview ? '**预算管理者审核提示**' : '**预算与审批影响**'
-  const overlapPrefix = precheck?.overlap?.status === 'warning' ? '**时间重叠提醒**' : '**单据重叠核查**'
+  const budgetPrefix = precheck?.budget?.requiresBudgetReview ? '预算管理者审核提示' : '预算与审批影响'
+  const overlapPrefix = precheck?.overlap?.status === 'warning' ? '时间重叠提醒' : '单据重叠核查'
  const lines = [
    '### 出差申请表草稿已生成',
    '',
    '**我已完成发起前的单据与预算预审**，并为您生成一张完整的出差申请表。',
    '',
-    `> ${overlapPrefix}：${precheck?.overlap?.summary || '已完成已有单据核查。'}`,
-    '',
-    `> ${budgetPrefix}：${precheck?.budget?.summary || '已完成预算影响评估。'}`,
-    '',
-    `> **仍需补充**：${missingText}`,
+    '**发起前预审结果**：',
+    `- **${overlapPrefix}**：${precheck?.overlap?.summary || '已完成已有单据核查。'}`,
+    `- **${budgetPrefix}**：${precheck?.budget?.summary || '已完成预算影响评估。'}`,
+    `- **仍需补充**：${missingText}`,
    '',
    '请直接点击表格中的字段补充或修改；费用测算会根据地点、天数和出行方式自动更新。'
  ]
@@ -363,14 +364,16 @@ export function buildAiApplicationSubmitConflictMessage(preview = {}, precheck =
    '',
    `> **相同日期提醒**：${precheck?.overlap?.summary || '发现相同日期已有申请单，请先核对后再提交。'}`,
    '',
-    `> **本次申请时间**：${currentRangeText}`,
+    `**本次申请时间**：${currentRangeText}`,
  ]
  if (matchTable) {
    lines.push('', matchTable)
  }
  lines.push(
    '',
-    '> **请先核对**：请先核对申请时间是否填写正确。若日期填错，请直接回复正确的出发时间和返回时间，我会重新查询；若日期无误，请先查看或处理已有申请单，避免重复申请。',
+    '**后续行动建议**：',
+    '- 请核对申请时间是否填写正确。若日期填错，请直接回复正确的出发时间和返回时间，我会重新查询；',
+    '- 若日期无误，请先查看或处理已有申请单，避免重复申请。',
    '',
    '我会先暂停本次提交，不会生成新的审批流。'
  )
--- a/web/src/utils/aiExpenseDraftModel.js
+++ b/web/src/utils/aiExpenseDraftModel.js
@@ -26,13 +26,59 @@ export function getAiExpenseSteps() {
  return DEFAULT_FIELD_STEPS
 }

-export function createAiExpenseDraft(expenseType, expenseTypeLabel) {
+// 将 task 的 ontology_fields 映射到报销草稿字段。
+// 只映射草稿能识别的字段(amount/time_range/reason/location),未知字段忽略。
+export function buildAiExpenseDraftPrefillValues(ontologyFields = {}) {
+  const source = ontologyFields || {}
+  const values = {}
+  const amount = normalizeAnswer(
+    source.amount || source.application_amount || source.applicationAmount || source.estimated_amount
+  )
+  if (amount) {
+    values.amount = amount
+  }
+  const timeRange = normalizeAnswer(
+    source.time_range || source.business_time || source.application_business_time || source.time
+  )
+  if (timeRange) {
+    values.time_range = timeRange
+  }
+  const reason = normalizeAnswer(source.reason || source.application_reason || source.title || source.summary)
+  if (reason) {
+    values.reason = reason
+  }
+  const location = normalizeAnswer(source.location || source.application_location)
+  if (location) {
+    values.location = location
+  }
+  return values
+}
+
+// 根据已填值推进 stepKey 到第一个未填字段,全部填满则到 summary。
+function resolveInitialStepKey(values = {}) {
+  for (const step of DEFAULT_FIELD_STEPS) {
+    if (!normalizeAnswer(values[step.key])) {
+      return step.key
+    }
+  }
+  return SUMMARY_STEP_KEY
+}
+
+export function createAiExpenseDraft(expenseType, expenseTypeLabel, prefillValues = {}) {
+  const safePrefill = prefillValues && typeof prefillValues === 'object' ? prefillValues : {}
+  const values = {}
+  for (const step of DEFAULT_FIELD_STEPS) {
+    const value = normalizeAnswer(safePrefill[step.key])
+    if (value) {
+      values[step.key] = value
+    }
+  }
  return {
    expenseType: normalizeAnswer(expenseType),
    expenseTypeLabel: normalizeAnswer(expenseTypeLabel),
    applicationClaim: null,
-    values: {},
-    stepKey: DEFAULT_FIELD_STEPS[0].key
+    values,
+    stepKey: resolveInitialStepKey(values)
  }
 }

--- a/web/src/utils/aiWorkbenchConversationStore.js
+++ b/web/src/utils/aiWorkbenchConversationStore.js
@@ -263,7 +263,9 @@ function normalizeMessage(message = {}) {
          streamStatus: safeString(message.stewardPlan.streamStatus) || 'completed'
        }
      : null,
-    suggestedActions: Array.isArray(message.suggestedActions) ? message.suggestedActions : []
+    suggestedActions: Array.isArray(message.suggestedActions) ? message.suggestedActions : [],
+    // 保留多 task 推进上下文,刷新后申请预览/报销草稿消息仍能拿到剩余 task 列表。
+    stewardRemainingTasks: Array.isArray(message.stewardRemainingTasks) ? message.stewardRemainingTasks : []
  }
 }

--- a/web/src/utils/expenseApplicationPreview.js
+++ b/web/src/utils/expenseApplicationPreview.js
@@ -292,8 +292,20 @@ export function normalizeApplicationPreview(preview = {}) {
    ...resolveApplicationValidationIssues(fields),
    ...resolveApplicationSourceValidationIssues(preview?.sourceText, fields, preview)
  ]
+  const editableFields = Array.isArray(preview?.editableFields)
+    ? preview.editableFields
+    : Array.isArray(preview?.editable_fields)
+      ? preview.editable_fields
+      : null
  return {
    ...preview,
+    ...(editableFields
+      ? {
+          editableFields: editableFields
+            .map((field) => String(field || '').trim())
+            .filter(Boolean)
+        }
+      : {}),
    fields,
    missingFields,
    validationIssues,
@@ -301,6 +313,37 @@ export function normalizeApplicationPreview(preview = {}) {
  }
 }

+function resolveApplicationPreviewEditableFields(preview = {}) {
+  const source = Array.isArray(preview?.editableFields)
+    ? preview.editableFields
+    : Array.isArray(preview?.editable_fields)
+      ? preview.editable_fields
+      : null
+  if (!Array.isArray(source)) {
+    return null
+  }
+  const fields = new Set(
+    source
+      .map((field) => String(field || '').trim())
+      .filter(Boolean)
+  )
+  if (fields.has('time')) {
+    fields.add('time_return')
+  }
+  return fields
+}
+
+function isApplicationPreviewFieldEditable(preview = {}, item = {}, rowKey = '') {
+  if (item.editable === false) {
+    return false
+  }
+  const editableFields = resolveApplicationPreviewEditableFields(preview)
+  if (!editableFields) {
+    return true
+  }
+  return editableFields.has(rowKey)
+}
+
 export function applyApplicationBusinessTimeContext(preview = {}, businessTimeContext = null) {
  if (!businessTimeContext || typeof businessTimeContext !== 'object') {
    return normalizeApplicationPreview(preview)
@@ -394,7 +437,7 @@ export function buildApplicationPreviewRows(preview = {}) {
          ...item,
          label: '出发时间',
          value: tripDates.startDate || '待补充',
-          editable: item.editable !== false,
+          editable: isApplicationPreviewFieldEditable(normalized, item, 'time'),
          highlight: Boolean(item.highlight),
          missing
        },
@@ -402,7 +445,7 @@ export function buildApplicationPreviewRows(preview = {}) {
          key: 'time_return',
          label: '返回时间',
          value: tripDates.endDate || '待补充',
-          editable: item.editable !== false,
+          editable: isApplicationPreviewFieldEditable(normalized, item, 'time_return'),
          highlight: Boolean(item.highlight),
          missing
        }
@@ -415,7 +458,7 @@ export function buildApplicationPreviewRows(preview = {}) {
      ...item,
      label: resolveApplicationFieldLabel(item, fields),
      value,
-      editable: item.editable !== false,
+      editable: isApplicationPreviewFieldEditable(normalized, item, item.key),
      highlight: Boolean(item.highlight),
      missing: item.required !== false && !isApplicationPreviewValueProvided(rawValue)
    }]
@@ -484,6 +527,10 @@ export function buildApplicationTemplatePreview(currentUser = {}) {
 export function buildLocalApplicationPreviewMessage(preview) {
  const normalized = normalizeApplicationPreview(preview)
  const modelReviewStatus = String(normalized.modelReviewStatus || '').trim()
+  const editMode = Boolean(normalized.applicationEditMode || normalized.application_edit_mode)
+  if (editMode) {
+    return '我已载入原申请信息。请只修改事由、时间、地点和出行方式；职级、负责人、标准和费用会按规则带入或重新测算。'
+  }
  return [
    modelReviewStatus === 'completed'
      ? '我已完成模型复核，并整理成下方表格。请核查识别结果；点击对应行即可直接编辑。'
--- a/web/src/utils/settingsModelHelper.js
+++ b/web/src/utils/settingsModelHelper.js
@@ -21,11 +21,11 @@ export const SECTION_DEFINITIONS = [
  },
  {
    id: 'appearance',
-    label: '界面皮肤',
-    title: '界面皮肤与主色',
-    desc: '整体主色与控件观感',
-    longDesc: '设置当前浏览器的界面主色。默认使用浅蓝企业主题，后续可扩展为企业级统一下发。',
-    actionLabel: '保存皮肤设置'
+    label: '主题设置',
+    title: '主题风格与界面体验',
+    desc: '动感、沉稳与智能风格',
+    longDesc: '选择当前系统的整体体验风格。主题会联动全局主色、控件状态和 AI 模式的对话呈现。',
+    actionLabel: '保存主题设置'
  },
  {
    id: 'admin',
@@ -173,11 +173,58 @@ export const MODEL_TEST_CONFIGS = {
 }

 export const MODEL_API_KEY_CONFIGS = Object.values(MODEL_TEST_CONFIGS)
+export const MODEL_TYPE_OPTIONS = [
+  { label: '大语言模型', value: 'llm', capability: 'chat' },
+  { label: 'Embedding', value: 'embedding', capability: 'embedding' },
+  { label: 'Rerank', value: 'rerank', capability: 'reranker' }
+]
+export const MODEL_TYPE_LABELS = Object.fromEntries(MODEL_TYPE_OPTIONS.map((option) => [option.value, option.label]))
+export const FIXED_MODEL_ROW_DEFINITIONS = [
+  {
+    slot: 'main',
+    type: 'llm',
+    providerKey: 'mainProvider',
+    modelKey: 'mainModel',
+    endpointKey: 'mainEndpoint',
+    apiKeyKey: 'mainApiKey',
+    configuredKey: 'mainApiKeyConfigured'
+  },
+  {
+    slot: 'backup',
+    type: 'llm',
+    providerKey: 'backupProvider',
+    modelKey: 'backupModel',
+    endpointKey: 'backupEndpoint',
+    apiKeyKey: 'backupApiKey',
+    configuredKey: 'backupApiKeyConfigured'
+  },
+  {
+    slot: 'embedding',
+    type: 'embedding',
+    providerKey: 'embeddingProvider',
+    modelKey: 'embeddingModel',
+    endpointKey: 'embeddingEndpoint',
+    apiKeyKey: 'embeddingApiKey',
+    configuredKey: 'embeddingApiKeyConfigured'
+  },
+  {
+    slot: 'reranker',
+    type: 'rerank',
+    providerKey: 'rerankerProvider',
+    modelKey: 'rerankerModel',
+    endpointKey: 'rerankerEndpoint',
+    apiKeyKey: 'rerankerApiKey',
+    configuredKey: 'rerankerApiKeyConfigured'
+  }
+]
 export const SESSION_RETENTION_OPTIONS = Array.from({ length: 10 }, (_item, index) => ({
  value: index + 1,
  label: `${index + 1} 天`
 }))

+const FIXED_MODEL_ROW_SLOTS = new Set(FIXED_MODEL_ROW_DEFINITIONS.map((definition) => definition.slot))
+const MODEL_TYPE_VALUES = new Set(MODEL_TYPE_OPTIONS.map((option) => option.value))
+
 export function normalizeValue(value) {
  return String(value ?? '').trim()
 }
@@ -204,6 +251,68 @@ export function getRerankerEndpoint(provider) {
  return RERANKER_PROVIDER_ENDPOINTS[provider] ?? getProviderEndpoint(provider)
 }

+function normalizeModelType(type, fallback = 'llm') {
+  const normalized = normalizeValue(type)
+  return MODEL_TYPE_VALUES.has(normalized) ? normalized : fallback
+}
+
+export function normalizeLlmModelRows(rows) {
+  if (!Array.isArray(rows)) {
+    return []
+  }
+
+  return rows
+    .map((row) => ({
+      slot: normalizeValue(row?.slot),
+      provider: normalizeProviderValue(row?.provider, CUSTOM_OPENAI_PROVIDER),
+      url: normalizeValue(row?.url ?? row?.endpoint),
+      apiKey: normalizeValue(row?.apiKey),
+      apiKeyConfigured: Boolean(row?.apiKeyConfigured),
+      modelId: normalizeValue(row?.modelId ?? row?.model),
+      type: normalizeModelType(row?.type)
+    }))
+    .filter((row) => row.slot)
+}
+
+function buildFixedModelRow(llmForm, definition) {
+  return {
+    slot: definition.slot,
+    provider: normalizeProviderValue(llmForm?.[definition.providerKey], 'Codex'),
+    url: normalizeValue(llmForm?.[definition.endpointKey]),
+    apiKey: normalizeValue(llmForm?.[definition.apiKeyKey]),
+    apiKeyConfigured: Boolean(llmForm?.[definition.configuredKey]),
+    modelId: normalizeValue(llmForm?.[definition.modelKey]),
+    type: definition.type
+  }
+}
+
+export function buildLlmModelRows(llmForm) {
+  const fixedRows = FIXED_MODEL_ROW_DEFINITIONS.map((definition) => buildFixedModelRow(llmForm, definition))
+  const customRows = normalizeLlmModelRows(llmForm?.models).filter((row) => !FIXED_MODEL_ROW_SLOTS.has(row.slot))
+
+  return normalizeLlmModelRows([...fixedRows, ...customRows])
+}
+
+export function syncLegacyModelFieldsFromRows(llmForm) {
+  const rows = normalizeLlmModelRows(llmForm?.models)
+  const nextForm = { ...llmForm, models: rows }
+
+  for (const definition of FIXED_MODEL_ROW_DEFINITIONS) {
+    const row = rows.find((item) => item.slot === definition.slot)
+    if (!row) {
+      continue
+    }
+
+    nextForm[definition.providerKey] = row.provider
+    nextForm[definition.modelKey] = row.modelId
+    nextForm[definition.endpointKey] = row.url
+    nextForm[definition.apiKeyKey] = row.apiKey
+    nextForm[definition.configuredKey] = row.apiKeyConfigured
+  }
+
+  return nextForm
+}
+
 export function buildDefaultState(companyProfile, currentUser) {
  const companyName = normalizeValue(companyProfile?.name) || 'X-Financial'
  const companyCode = normalizeValue(companyProfile?.code) || 'XF-001'
@@ -223,7 +332,7 @@ export function buildDefaultState(companyProfile, currentUser) {
      copyright: `Copyright © 2024-${CURRENT_YEAR} ${companyName}. All Rights Reserved.`
    },
    appearanceForm: {
-      themeSkin: 'sky'
+      themeSkin: 'enterprise'
    },
    adminForm: {
      adminAccount,
@@ -260,7 +369,29 @@ export function buildDefaultState(companyProfile, currentUser) {
      rerankerModel: 'gte-rerank-v2',
      rerankerEndpoint: getRerankerEndpoint('Ali'),
      rerankerApiKey: '',
-      rerankerApiKeyConfigured: false
+      rerankerApiKeyConfigured: false,
+      models: buildLlmModelRows({
+        mainProvider: 'Codex',
+        mainModel: 'codex-mini-latest',
+        mainEndpoint: getProviderEndpoint('Codex'),
+        mainApiKey: '',
+        mainApiKeyConfigured: false,
+        backupProvider: 'GLM',
+        backupModel: 'glm-5.1',
+        backupEndpoint: getProviderEndpoint('GLM'),
+        backupApiKey: '',
+        backupApiKeyConfigured: false,
+        embeddingProvider: 'GLM',
+        embeddingModel: 'Embedding-3',
+        embeddingEndpoint: getProviderEndpoint('GLM'),
+        embeddingApiKey: '',
+        embeddingApiKeyConfigured: false,
+        rerankerProvider: 'Ali',
+        rerankerModel: 'gte-rerank-v2',
+        rerankerEndpoint: getRerankerEndpoint('Ali'),
+        rerankerApiKey: '',
+        rerankerApiKeyConfigured: false
+      })
    },
    renderForm: {
      enabled: false,
@@ -326,6 +457,7 @@ export function mergeState(baseState, overrideState) {
    mergedLlmForm.rerankerProvider,
    baseState.llmForm.rerankerProvider
  )
+  mergedLlmForm.models = buildLlmModelRows(mergedLlmForm)

  return {
    companyForm: { ...baseState.companyForm, ...(overrideState?.companyForm || {}) },
@@ -355,11 +487,15 @@ export function sanitizeForStorage(state) {
    sessionForm: { ...state.sessionForm },
    hermesForm: mergeHermesEmployeeForm(state.hermesForm),
    llmForm: {
-      ...state.llmForm,
+      ...syncLegacyModelFieldsFromRows(state.llmForm),
      mainApiKey: '',
      backupApiKey: '',
      embeddingApiKey: '',
-      rerankerApiKey: ''
+      rerankerApiKey: '',
+      models: normalizeLlmModelRows(state.llmForm.models).map((row) => ({
+        ...row,
+        apiKey: ''
+      }))
    },
    renderForm: {
      ...state.renderForm,
@@ -390,11 +526,21 @@ export function maskConfiguredModelSecrets(state) {
    }
  }

+  state.llmForm.models = normalizeLlmModelRows(state.llmForm.models).map((row) => {
+    if (row.apiKeyConfigured && !normalizeValue(row.apiKey)) {
+      return { ...row, apiKey: MODEL_SECRET_MASK }
+    }
+    return row
+  })
+
  return state
 }

 export function buildLlmPayload(llmForm) {
-  const payload = { ...llmForm }
+  const payload = syncLegacyModelFieldsFromRows({
+    ...llmForm,
+    models: normalizeLlmModelRows(llmForm.models)
+  })

  for (const config of MODEL_API_KEY_CONFIGS) {
    if (isModelSecretMask(payload[config.apiKeyKey])) {
@@ -402,6 +548,11 @@ export function buildLlmPayload(llmForm) {
    }
  }

+  payload.models = normalizeLlmModelRows(payload.models).map((row) => ({
+    ...row,
+    apiKey: isModelSecretMask(row.apiKey) ? '' : row.apiKey
+  }))
+
  return payload
 }

@@ -457,20 +608,13 @@ export function computeSectionStatus(state) {
        Number(state.sessionForm.conversationRetentionDays) <= 10
    ),
    hermes: isHermesEmployeeSettingsReady(state.hermesForm),
-    llm: Boolean(
-      isModelConfigReady(state.llmForm.mainProvider, state.llmForm.mainModel, state.llmForm.mainEndpoint) &&
-        isModelConfigReady(state.llmForm.backupProvider, state.llmForm.backupModel, state.llmForm.backupEndpoint) &&
-        isModelConfigReady(
-          state.llmForm.embeddingProvider,
-          state.llmForm.embeddingModel,
-          state.llmForm.embeddingEndpoint
-        ) &&
-        isModelConfigReady(
-          state.llmForm.rerankerProvider,
-          state.llmForm.rerankerModel,
-          state.llmForm.rerankerEndpoint
-        )
-    ),
+    llm: (() => {
+      const rows = normalizeLlmModelRows(state.llmForm.models)
+      return Boolean(
+        rows.length > 0 &&
+          rows.every((row) => isModelConfigReady(row.provider, row.modelId, row.url))
+      )
+    })(),
    rendering: Boolean(
      !state.renderForm.enabled ||
        (normalizeValue(state.renderForm.publicUrl) &&
--- a/web/src/views/AppShellRouteView.vue
+++ b/web/src/views/AppShellRouteView.vue
@@ -227,6 +227,7 @@
      :initial-budget-context="smartEntryContext.budgetContext"
      :initial-prompt-auto-submit="smartEntryContext.initialPromptAutoSubmit"
      :initial-application-preview="smartEntryContext.initialApplicationPreview"
+      :initial-draft-payload="smartEntryContext.initialDraftPayload"
      :entry-source="smartEntryContext.source"
      :request-context="smartEntryContext.request"
      :invalidated-draft-claim-id="smartEntryInvalidatedDraftClaimId"
--- a/web/src/views/LlmSettingsPanel.vue
+++ b/web/src/views/LlmSettingsPanel.vue
@@ -1,316 +1,178 @@
 <template>
-  <div class="model-grid">
-    <!-- 主模型配置 -->
-    <section class="settings-card">
-      <div class="card-head">
+  <div class="model-config-surface">
+    <section class="settings-card model-table-card">
+      <div class="card-head model-table-toolbar">
        <div class="card-title-with-icon">
          <div class="model-icon-box purple">
-            <i class="mdi mdi-brain"></i>
+            <span class="model-icon-text">AI</span>
          </div>
          <div>
-            <h4>主模型配置</h4>
-            <p>用于 AI 助手和主业务排队调度的默认模型接入。</p>
+            <h4>模型配置</h4>
+            <p>集中维护大语言模型、Embedding 和 Rerank 模型接入。</p>
          </div>
        </div>
        <div class="card-head-actions">
-          <button
-            class="test-button"
-            type="button"
-            :disabled="isModelTesting('main')"
-            @click="testModelConnection('main')"
-          >
-            <i :class="isModelTesting('main') ? 'mdi mdi-loading mdi-spin' : 'mdi mdi-connection'"></i>
-            <span>{{ isModelTesting('main') ? '测试中...' : '测试模型' }}</span>
+          <button class="add-model-button" type="button" @click="openAddModelDialog">
+            <i class="mdi mdi-plus"></i>
+            <span>添加模型</span>
          </button>
        </div>
      </div>

-      <div class="form-grid">
-        <label class="field">
-          <span><em>*</em> 供应商</span>
-          <EnterpriseSelect
-            v-model="llmForm.mainProvider"
-            :options="providerOptions"
-            placeholder="选择供应商"
-            @change="applyProviderPreset('main')"
-          />
-        </label>
-
-        <label class="field">
-          <span><em>*</em> 模型名称</span>
-          <input v-model="llmForm.mainModel" type="text" placeholder="请输入主模型名称" />
-        </label>
-
-        <label class="field field-full">
-          <span><em>*</em> 接口地址</span>
-          <input v-model="llmForm.mainEndpoint" type="text" placeholder="请输入模型接口地址" />
-        </label>
-
-        <label class="field field-full">
-          <span>API Key</span>
-          <input
-            v-model="llmForm.mainApiKey"
-            type="password"
-            autocomplete="off"
-            @focus="clearModelSecretMask('main')"
-            :placeholder="llmForm.mainApiKeyConfigured ? '已配置，如需修改请重新输入' : '保存后不会保留在草稿中'"
-          />
-          <small v-if="llmForm.mainApiKeyConfigured" class="secret-bound-state">
-            <i class="mdi mdi-database-lock"></i>
-            <span>已从数据库加密加载，测试会使用已保存密钥。</span>
-          </small>
-        </label>
-      </div>
-
-      <div v-if="getModelTestState('main').message" class="test-feedback" :class="`is-${getModelTestState('main').status}`">
-        <i
-          :class="
-            getModelTestState('main').status === 'success'
-              ? 'mdi mdi-check-circle'
-              : getModelTestState('main').status === 'testing'
-                ? 'mdi mdi-loading mdi-spin'
-                : 'mdi mdi-alert-circle'
-          "
-        ></i>
-        <span>{{ getModelTestState('main').message }}</span>
+      <div class="model-table-wrap">
+        <table class="model-config-table">
+          <thead>
+            <tr>
+              <th>模型类型</th>
+              <th>供应商</th>
+              <th>model_id</th>
+              <th>接口地址</th>
+              <th>API Key</th>
+              <th>连通性</th>
+              <th class="model-action-col">操作</th>
+            </tr>
+          </thead>
+          <tbody>
+            <tr v-for="model in modelRows" :key="model.slot">
+              <td>
+                <span class="model-type-pill">
+                  <span>{{ getModelTypeLabel(model.type) }}</span>
+                </span>
+              </td>
+              <td>
+                <strong class="model-provider-name">{{ model.provider }}</strong>
+              </td>
+              <td>
+                <code class="model-id-text">{{ model.modelId }}</code>
+              </td>
+              <td>
+                <span class="model-url-text" :title="model.url">{{ model.url }}</span>
+              </td>
+              <td>
+                <span class="secret-state" :class="{ configured: model.apiKeyConfigured }">
+                  <i :class="model.apiKeyConfigured ? 'mdi mdi-database-lock' : 'mdi mdi-key-outline'"></i>
+                  <span>{{ model.apiKeyConfigured ? '已配置' : '未配置' }}</span>
+                </span>
+              </td>
+              <td>
+                <span
+                  v-if="getModelTestState(model.slot).message"
+                  class="test-feedback-inline"
+                  :class="`is-${getModelTestState(model.slot).status}`"
+                >
+                  <i
+                    :class="
+                      getModelTestState(model.slot).status === 'success'
+                        ? 'mdi mdi-check-circle'
+                        : getModelTestState(model.slot).status === 'testing'
+                          ? 'mdi mdi-loading mdi-spin'
+                          : 'mdi mdi-alert-circle'
+                    "
+                  ></i>
+                  <span>{{ getModelTestState(model.slot).message }}</span>
+                </span>
+                <span v-else class="test-feedback-inline is-idle">待测试</span>
+              </td>
+              <td>
+                <div class="model-row-actions">
+                  <button
+                    class="icon-action-button"
+                    type="button"
+                    :disabled="isModelTesting(model.slot)"
+                    title="测试模型"
+                    @click="testModelConnection(model)"
+                  >
+                    <span>{{ isModelTesting(model.slot) ? '测试中' : '测试' }}</span>
+                  </button>
+                  <button class="icon-action-button" type="button" title="编辑模型" @click="openEditModelDialog(model)">
+                    <span>编辑</span>
+                  </button>
+                  <button
+                    class="icon-action-button danger"
+                    type="button"
+                    title="删除模型"
+                    :disabled="isFixedModelSlot(model.slot)"
+                    @click="removeModel(model)"
+                  >
+                    <span>删除</span>
+                  </button>
+                </div>
+              </td>
+            </tr>
+          </tbody>
+        </table>
      </div>
    </section>

-    <!-- 备份模型配置 -->
-    <section class="settings-card">
-      <div class="card-head">
-        <div class="card-title-with-icon">
-          <div class="model-icon-box orange">
-            <i class="mdi mdi-lifebuoy"></i>
-          </div>
+    <div v-if="modelDialogOpen" class="model-dialog-overlay" @click.self="closeModelDialog">
+      <section class="model-dialog" role="dialog" aria-modal="true" aria-labelledby="model-dialog-title">
+        <header class="model-dialog-head">
          <div>
-            <h4>备份模型配置</h4>
-            <p>主模型不可用或限频时用于兜底切换的备用模型接入。</p>
+            <h4 id="model-dialog-title">{{ modelDraft.slot ? '编辑模型' : '添加模型' }}</h4>
+            <p>配置供应商、URL、密钥、model_id 和模型类型。</p>
          </div>
-        </div>
-        <div class="card-head-actions">
-          <button
-            class="test-button"
-            type="button"
-            :disabled="isModelTesting('backup')"
-            @click="testModelConnection('backup')"
-          >
-            <i :class="isModelTesting('backup') ? 'mdi mdi-loading mdi-spin' : 'mdi mdi-connection'"></i>
-            <span>{{ isModelTesting('backup') ? '测试中...' : '测试模型' }}</span>
+          <button class="icon-action-button" type="button" title="关闭" @click="closeModelDialog">
+            <span>关闭</span>
          </button>
-        </div>
-      </div>
+        </header>

-      <div class="form-grid">
-        <label class="field">
-          <span><em>*</em> 供应商</span>
-          <EnterpriseSelect
-            v-model="llmForm.backupProvider"
-            :options="providerOptions"
-            placeholder="选择供应商"
-            @change="applyProviderPreset('backup')"
-          />
-        </label>
+        <div class="form-grid model-dialog-form">
+          <label class="field">
+            <span><em>*</em> 供应商</span>
+            <EnterpriseSelect
+              v-model="modelDraft.provider"
+              :options="providerOptions"
+              placeholder="选择供应商"
+              @change="applyProviderPresetToDraft"
+            />
+          </label>

-        <label class="field">
-          <span><em>*</em> 模型名称</span>
-          <input v-model="llmForm.backupModel" type="text" placeholder="请输入备份模型名称" />
-        </label>
+          <label class="field">
+            <span><em>*</em> 接口地址</span>
+            <input v-model="modelDraft.url" type="text" placeholder="https://api.example.com/v1" />
+          </label>

-        <label class="field field-full">
-          <span><em>*</em> 接口地址</span>
-          <input v-model="llmForm.backupEndpoint" type="text" placeholder="请输入模型接口地址" />
-        </label>
+          <label class="field">
+            <span>API Key</span>
+            <input
+              v-model="modelDraft.apiKey"
+              type="password"
+              autocomplete="off"
+              :placeholder="modelDraft.apiKeyConfigured ? '已配置，如需修改请重新输入' : '保存后加密存储'"
+              @focus="clearDraftSecretMask"
+            />
+          </label>

-        <label class="field field-full">
-          <span>API Key</span>
-          <input
-            v-model="llmForm.backupApiKey"
-            type="password"
-            autocomplete="off"
-            @focus="clearModelSecretMask('backup')"
-            :placeholder="llmForm.backupApiKeyConfigured ? '已配置，如需修改请重新输入' : '保存后不会保留在草稿中'"
-          />
-          <small v-if="llmForm.backupApiKeyConfigured" class="secret-bound-state">
-            <i class="mdi mdi-database-lock"></i>
-            <span>已从数据库加密加载，测试会使用已保存密钥。</span>
-          </small>
-        </label>
-      </div>
+          <label class="field">
+            <span><em>*</em> model_id</span>
+            <input v-model="modelDraft.modelId" type="text" placeholder="例如 gpt-5.4-mini" />
+          </label>

-      <div v-if="getModelTestState('backup').message" class="test-feedback" :class="`is-${getModelTestState('backup').status}`">
-        <i
-          :class="
-            getModelTestState('backup').status === 'success'
-              ? 'mdi mdi-check-circle'
-              : getModelTestState('backup').status === 'testing'
-                ? 'mdi mdi-loading mdi-spin'
-                : 'mdi mdi-alert-circle'
-          "
-        ></i>
-        <span>{{ getModelTestState('backup').message }}</span>
-      </div>
-    </section>
-
-    <!-- Embedding 模型配置 -->
-    <section class="settings-card">
-      <div class="card-head">
-        <div class="card-title-with-icon">
-          <div class="model-icon-box cyan">
-            <i class="mdi mdi-vector-combine"></i>
-          </div>
-          <div>
-            <h4>Embedding 模型配置</h4>
-            <p>用于向量检索、知识库召回和语义匹配的嵌入模型设置。</p>
+          <div class="field field-full">
+            <span><em>*</em> 模型类型</span>
+            <div class="model-type-segment" :class="{ disabled: isEditingFixedModel }">
+              <button
+                v-for="option in MODEL_TYPE_OPTIONS"
+                :key="option.value"
+                type="button"
+                :class="{ active: modelDraft.type === option.value }"
+                :disabled="isEditingFixedModel"
+                @click="selectDraftModelType(option.value)"
+              >
+                <span>{{ option.label }}</span>
+              </button>
+            </div>
          </div>
        </div>
-        <div class="card-head-actions">
-          <button
-            class="test-button"
-            type="button"
-            :disabled="isModelTesting('embedding')"
-            @click="testModelConnection('embedding')"
-          >
-            <i :class="isModelTesting('embedding') ? 'mdi mdi-loading mdi-spin' : 'mdi mdi-connection'"></i>
-            <span>{{ isModelTesting('embedding') ? '测试中...' : '测试模型' }}</span>
+
+        <footer class="model-dialog-actions">
+          <button class="secondary-button" type="button" @click="closeModelDialog">取消</button>
+          <button class="save-button compact" type="button" @click="saveModelDialog">
+            <span>保存模型</span>
          </button>
-        </div>
-      </div>
-
-      <div class="form-grid">
-        <label class="field">
-          <span><em>*</em> 供应商</span>
-          <EnterpriseSelect
-            v-model="llmForm.embeddingProvider"
-            :options="providerOptions"
-            placeholder="选择供应商"
-            @change="applyProviderPreset('embedding')"
-          />
-        </label>
-
-        <label class="field">
-          <span><em>*</em> 模型名称</span>
-          <input v-model="llmForm.embeddingModel" type="text" placeholder="请输入 Embedding 模型名称" />
-        </label>
-
-        <label class="field field-full">
-          <span><em>*</em> 接口地址</span>
-          <input v-model="llmForm.embeddingEndpoint" type="text" placeholder="请输入模型接口地址" />
-        </label>
-
-        <label class="field field-full">
-          <span>API Key</span>
-          <input
-            v-model="llmForm.embeddingApiKey"
-            type="password"
-            autocomplete="off"
-            @focus="clearModelSecretMask('embedding')"
-            :placeholder="llmForm.embeddingApiKeyConfigured ? '已配置，如需修改请重新输入' : '保存后不会保留在草稿中'"
-          />
-          <small v-if="llmForm.embeddingApiKeyConfigured" class="secret-bound-state">
-            <i class="mdi mdi-database-lock"></i>
-            <span>已从数据库加密加载，测试会使用已保存密钥。</span>
-          </small>
-        </label>
-      </div>
-
-      <div
-        v-if="getModelTestState('embedding').message"
-        class="test-feedback"
-        :class="`is-${getModelTestState('embedding').status}`"
-      >
-        <i
-          :class="
-            getModelTestState('embedding').status === 'success'
-              ? 'mdi mdi-check-circle'
-              : getModelTestState('embedding').status === 'testing'
-                ? 'mdi mdi-loading mdi-spin'
-                : 'mdi mdi-alert-circle'
-          "
-        ></i>
-        <span>{{ getModelTestState('embedding').message }}</span>
-      </div>
-    </section>
-
-    <!-- Reranker 模型配置 -->
-    <section class="settings-card">
-      <div class="card-head">
-        <div class="card-title-with-icon">
-          <div class="model-icon-box teal">
-            <i class="mdi mdi-filter-variant"></i>
-          </div>
-          <div>
-            <h4>Reranker 模型配置</h4>
-            <p>用于检索结果重排和语义精排的 Reranker 模型设置。</p>
-          </div>
-        </div>
-        <div class="card-head-actions">
-          <button
-            class="test-button"
-            type="button"
-            :disabled="isModelTesting('reranker')"
-            @click="testModelConnection('reranker')"
-          >
-            <i :class="isModelTesting('reranker') ? 'mdi mdi-loading mdi-spin' : 'mdi mdi-connection'"></i>
-            <span>{{ isModelTesting('reranker') ? '测试中...' : '测试模型' }}</span>
-          </button>
-        </div>
-      </div>
-
-      <div class="form-grid">
-        <label class="field">
-          <span><em>*</em> 供应商</span>
-          <EnterpriseSelect
-            v-model="llmForm.rerankerProvider"
-            :options="providerOptions"
-            placeholder="选择供应商"
-            @change="applyProviderPreset('reranker')"
-          />
-        </label>
-
-        <label class="field">
-          <span><em>*</em> 模型名称</span>
-          <input v-model="llmForm.rerankerModel" type="text" placeholder="请输入 Reranker 模型名称" />
-        </label>
-
-        <label class="field field-full">
-          <span><em>*</em> 接口地址</span>
-          <input v-model="llmForm.rerankerEndpoint" type="text" placeholder="请输入模型接口地址" />
-        </label>
-
-        <label class="field field-full">
-          <span>API Key</span>
-          <input
-            v-model="llmForm.rerankerApiKey"
-            type="password"
-            autocomplete="off"
-            @focus="clearModelSecretMask('reranker')"
-            :placeholder="llmForm.rerankerApiKeyConfigured ? '已配置，如需修改请重新输入' : '保存后不会保留在草稿中'"
-          />
-          <small v-if="llmForm.rerankerApiKeyConfigured" class="secret-bound-state">
-            <i class="mdi mdi-database-lock"></i>
-            <span>已从数据库加密加载，测试会使用已保存密钥。</span>
-          </small>
-        </label>
-      </div>
-
-      <div
-        v-if="getModelTestState('reranker').message"
-        class="test-feedback"
-        :class="`is-${getModelTestState('reranker').status}`"
-      >
-        <i
-          :class="
-            getModelTestState('reranker').status === 'success'
-              ? 'mdi mdi-check-circle'
-              : getModelTestState('reranker').status === 'testing'
-                ? 'mdi mdi-loading mdi-spin'
-                : 'mdi mdi-alert-circle'
-          "
-        ></i>
-        <span>{{ getModelTestState('reranker').message }}</span>
-      </div>
-    </section>
+        </footer>
+      </section>
+    </div>
  </div>
 </template>

--- a/web/src/views/SettingsView.vue
+++ b/web/src/views/SettingsView.vue
@@ -109,44 +109,51 @@
              <div class="card-head">
                <div class="card-title-with-icon">
                  <div class="model-icon-box slate">
-                    <i class="mdi mdi-palette-outline"></i>
+                    <i class="mdi mdi-tune-variant"></i>
                  </div>
                  <div>
-                    <h4>界面皮肤与企业主色</h4>
-                    <p>只调整整体主色、焦点态、按钮和 Element Plus 控件颜色，不改变业务布局。</p>
+                    <h4>主题风格与界面体验</h4>
+                    <p>选择系统整体体验风格，并联动 AI 模式的对话、图标、卡片和提示样式。</p>
                  </div>
                </div>
              </div>

-              <div class="skin-option-grid">
+              <div class="theme-option-grid">
                <button
-                  v-for="skin in themeSkinOptions"
-                  :key="skin.id"
-                  class="skin-option"
-                  :class="{ active: activeThemeSkinId === skin.id }"
+                  v-for="theme in themeSkinOptions"
+                  :key="theme.id"
+                  class="theme-option"
+                  :class="{ active: activeThemeSkinId === theme.id }"
                  type="button"
-                  @click="selectThemeSkin(skin.id)"
+                  @click="selectThemeSkin(theme.id)"
                >
-                  <span class="skin-swatch" aria-hidden="true">
-                    <i :style="{ background: skin.primary }"></i>
-                    <i :style="{ background: skin.primarySoftStrong }"></i>
-                    <i :style="{ background: skin.secondary }"></i>
-                    <i :style="{ background: skin.chartAmber }"></i>
+                  <span class="theme-style-preview" aria-hidden="true">
+                    <i :style="{ background: theme.primary }"></i>
+                    <i :style="{ background: theme.primarySoftStrong }"></i>
+                    <i :style="{ background: theme.secondary }"></i>
+                    <i :style="{ background: theme.chartAmber }"></i>
                  </span>
-                  <span class="skin-copy">
-                    <strong>{{ skin.label }}</strong>
-                    <small>{{ skin.desc }}</small>
+                  <span class="theme-copy">
+                    <strong>{{ theme.label }}</strong>
+                    <small>{{ theme.desc }}</small>
+                    <span class="theme-keywords">
+                      <em v-for="keyword in theme.keywords" :key="keyword">{{ keyword }}</em>
+                    </span>
                  </span>
-                  <span v-if="activeThemeSkinId === skin.id" class="skin-current">当前</span>
+                  <span v-if="activeThemeSkinId === theme.id" class="theme-current">当前</span>
                </button>
              </div>

-              <div class="skin-preview-panel">
+              <div class="theme-preview-panel">
                <div>
                  <strong>{{ activeThemeSkin.label }}</strong>
-                  <span>当前主色会同步到全局按钮、焦点环、下拉浮层和表单控件。</span>
+                  <span>当前主题会同步到全局按钮、焦点环、表单控件和 AI 对话界面。</span>
+                </div>
+                <div class="theme-preview-surface" aria-hidden="true">
+                  <span></span>
+                  <i></i>
+                  <b></b>
                </div>
-                <button class="skin-preview-action" type="button">主按钮</button>
              </div>
            </section>
          </template>
--- a/web/src/views/TravelRequestDetailView.vue
+++ b/web/src/views/TravelRequestDetailView.vue
@@ -43,10 +43,84 @@
                  v-for="item in applicationDetailFactItems"
                  :key="item.key"
                  class="application-detail-fact"
-                  :class="{ highlight: item.highlight, emphasis: item.emphasis }"
+                  :class="{
+                    highlight: item.highlight,
+                    emphasis: item.emphasis,
+                    editable: canEditApplicationDetailItem(item),
+                    editing: isApplicationDetailEditing(item)
+                  }"
                >
                  <span>{{ item.label }}</span>
-                  <strong>{{ item.value }}</strong>
+                  <strong>
+                    <template v-if="isApplicationDetailEditing(item)">
+                      <ElDatePicker
+                        v-if="resolveApplicationDetailEditorControl(item) === 'date'"
+                        v-model="applicationDetailEditor.draftValue"
+                        class="application-detail-editor-control"
+                        type="date"
+                        value-format="YYYY-MM-DD"
+                        format="YYYY/MM/DD"
+                        popper-class="detail-editor-date-popper"
+                        :clearable="false"
+                        :disabled="applicationDetailEditor.saving"
+                        @click.stop
+                      />
+                      <EnterpriseSelect
+                        v-else-if="resolveApplicationDetailEditorControl(item) === 'select'"
+                        v-model="applicationDetailEditor.draftValue"
+                        class="application-detail-editor-control application-detail-editor-select"
+                        :options="APPLICATION_TRANSPORT_MODE_OPTIONS"
+                        clearable
+                        :teleported="false"
+                        :disabled="applicationDetailEditor.saving"
+                        @click.stop
+                      />
+                      <ElInput
+                        v-else
+                        v-model="applicationDetailEditor.draftValue"
+                        class="application-detail-editor-control"
+                        clearable
+                        :disabled="applicationDetailEditor.saving"
+                        @click.stop
+                        @keydown.enter.stop.prevent="saveApplicationDetailEdit(item)"
+                        @keydown.esc.stop.prevent="cancelApplicationDetailEditor"
+                      />
+                      <button
+                        class="application-detail-edit-confirm"
+                        type="button"
+                        title="保存"
+                        aria-label="保存"
+                        :disabled="applicationDetailEditor.saving"
+                        @click.stop="saveApplicationDetailEdit(item)"
+                      >
+                        <i :class="applicationDetailEditor.saving ? 'mdi mdi-loading mdi-spin' : 'mdi mdi-check'"></i>
+                      </button>
+                      <button
+                        class="application-detail-edit-cancel"
+                        type="button"
+                        title="取消"
+                        aria-label="取消"
+                        :disabled="applicationDetailEditor.saving"
+                        @click.stop="cancelApplicationDetailEditor"
+                      >
+                        <i class="mdi mdi-close"></i>
+                      </button>
+                    </template>
+                    <template v-else>
+                      <span class="application-detail-fact-value">{{ item.value }}</span>
+                      <button
+                        v-if="canEditApplicationDetailItem(item)"
+                        class="application-detail-edit-btn"
+                        type="button"
+                        title="编辑"
+                        aria-label="编辑"
+                        :disabled="actionBusy"
+                        @click.stop="openApplicationDetailEditor(item)"
+                      >
+                        <i class="mdi mdi-pencil-outline"></i>
+                      </button>
+                    </template>
+                  </strong>
                </div>
              </div>
              <TravelRequestBudgetAnalysis
@@ -458,16 +532,6 @@
            <i class="mdi mdi-trash-can-outline"></i>
            {{ deleteBusy ? '删除中' : deleteActionLabel }}
          </button>
-          <button
-            v-if="canModifyReturnedApplication"
-            class="secondary-action"
-            type="button"
-            :disabled="actionBusy"
-            @click="handleModifyApplication"
-          >
-            <i class="mdi mdi-pencil-outline"></i>
-            修改申请
-          </button>
          <button class="approve-action" type="button" :disabled="!canSubmit" @click="handleSubmit">
            <i :class="submitActionIcon"></i>
            {{ submitActionLabel }}
--- a/web/src/views/scripts/LlmSettingsPanel.js
+++ b/web/src/views/scripts/LlmSettingsPanel.js
@@ -1,103 +1,55 @@
-import { ref } from 'vue'
+import { computed, ref } from 'vue'
 import { testModelConnectivity } from '../../services/settings.js'
 import { useToast } from '../../composables/useToast.js'
 import EnterpriseSelect from '../../components/shared/EnterpriseSelect.vue'
+import {
+  CUSTOM_OPENAI_PROVIDER,
+  MODEL_SECRET_MASK,
+  MODEL_TYPE_LABELS,
+  MODEL_TYPE_OPTIONS,
+  getProviderEndpoint,
+  getRerankerEndpoint,
+  isModelSecretMask,
+  normalizeLlmModelRows,
+  normalizeProviderValue,
+  normalizeValue
+} from '../../utils/settingsModelHelper.js'

-const MODEL_SECRET_MASK = '********'
+const FIXED_MODEL_SLOTS = new Set(['main', 'backup', 'embedding', 'reranker'])
+const MODEL_TYPE_CAPABILITY = Object.fromEntries(
+  MODEL_TYPE_OPTIONS.map((option) => [option.value, option.capability])
+)

-const MODEL_TEST_CONFIGS = {
-  main: {
-    label: '主模型',
-    providerKey: 'mainProvider',
-    modelKey: 'mainModel',
-    endpointKey: 'mainEndpoint',
-    apiKeyKey: 'mainApiKey',
-    capability: 'chat'
-  },
-  backup: {
-    label: '备份模型',
-    providerKey: 'backupProvider',
-    modelKey: 'backupModel',
-    endpointKey: 'backupEndpoint',
-    apiKeyKey: 'backupApiKey',
-    capability: 'chat'
-  },
-  embedding: {
-    label: 'Embedding 模型',
-    providerKey: 'embeddingProvider',
-    modelKey: 'embeddingModel',
-    endpointKey: 'embeddingEndpoint',
-    apiKeyKey: 'embeddingApiKey',
-    capability: 'embedding'
-  },
-  reranker: {
-    label: 'Reranker 模型',
-    providerKey: 'rerankerProvider',
-    modelKey: 'rerankerModel',
-    endpointKey: 'rerankerEndpoint',
-    apiKeyKey: 'rerankerApiKey',
-    capability: 'reranker'
+function buildEmptyModelDraft() {
+  return {
+    slot: '',
+    provider: CUSTOM_OPENAI_PROVIDER,
+    url: '',
+    apiKey: '',
+    apiKeyConfigured: false,
+    modelId: '',
+    type: 'llm'
  }
 }

-const CUSTOM_OPENAI_PROVIDER = 'Custom OpenAI Compatible'
-
-const PROVIDER_ENDPOINTS = {
-  MiniMax: 'https://api.minimaxi.com/v1',
-  GLM: 'https://open.bigmodel.cn/api/paas/v4/',
-  Kimi: 'https://api.moonshot.ai/v1',
-  Ali: 'https://dashscope.aliyuncs.com/compatible-mode/v1',
-  Codex: 'https://api.openai.com/v1',
-  Claude: 'https://api.anthropic.com/v1/',
-  Gemini: 'https://generativelanguage.googleapis.com/v1beta/openai/',
-  [CUSTOM_OPENAI_PROVIDER]: ''
+function generateModelSlot(type) {
+  const prefix = type === 'embedding' ? 'embedding' : type === 'rerank' ? 'rerank' : 'llm'
+  const suffix = `${Date.now().toString(36)}${Math.random().toString(36).slice(2, 7)}`
+  return `${prefix}_${suffix}`
 }

-const RERANKER_PROVIDER_ENDPOINTS = {
-  Ali: 'https://dashscope.aliyuncs.com/api/v1/services/rerank/text-rerank/text-rerank',
-  [CUSTOM_OPENAI_PROVIDER]: ''
-}
-
-const LEGACY_PROVIDER_MAP = {
-  'OpenAI Compatible': 'Codex',
-  'Azure OpenAI': CUSTOM_OPENAI_PROVIDER,
-  Ollama: CUSTOM_OPENAI_PROVIDER,
-  '自定义网关': CUSTOM_OPENAI_PROVIDER
-}
-
-function normalizeValue(value) {
-  return String(value ?? '').trim()
-}
-
-function normalizeProviderValue(value, fallback = 'Codex') {
-  const normalized = normalizeValue(value)
-
-  const providerOptions = Object.keys(PROVIDER_ENDPOINTS)
-  if (providerOptions.includes(normalized)) {
-    return normalized
-  }
-
-  if (LEGACY_PROVIDER_MAP[normalized]) {
-    return LEGACY_PROVIDER_MAP[normalized]
-  }
-
-  return fallback
-}
-
-function getProviderEndpoint(provider) {
-  return PROVIDER_ENDPOINTS[provider] ?? ''
-}
-
-function getRerankerEndpoint(provider) {
-  return RERANKER_PROVIDER_ENDPOINTS[provider] ?? getProviderEndpoint(provider)
-}
-
-function isModelConfigReady(provider, model, endpoint) {
-  return Boolean(normalizeValue(provider) && normalizeValue(model) && normalizeValue(endpoint))
-}
-
-function isModelSecretMask(value) {
-  return value === MODEL_SECRET_MASK
+function normalizeDraftModel(draft) {
+  return normalizeLlmModelRows([
+    {
+      slot: draft.slot || generateModelSlot(draft.type),
+      provider: draft.provider,
+      url: draft.url,
+      apiKey: draft.apiKey,
+      apiKeyConfigured: draft.apiKeyConfigured,
+      modelId: draft.modelId,
+      type: draft.type
+    }
+  ])[0]
 }

 export default {
@@ -117,81 +69,170 @@ export default {
  },
  setup(props) {
    const { toast } = useToast()
-    const modelTestState = ref({
-      main: { status: 'idle', message: '' },
-      backup: { status: 'idle', message: '' },
-      embedding: { status: 'idle', message: '' },
-      reranker: { status: 'idle', message: '' }
-    })
+    const modelTestState = ref({})
+    const modelDialogOpen = ref(false)
+    const editingSlot = ref('')
+    const modelDraft = ref(buildEmptyModelDraft())

-    function applyProviderPreset(testKey) {
-      const config = MODEL_TEST_CONFIGS[testKey]
-      const provider = normalizeProviderValue(props.llmForm[config.providerKey], CUSTOM_OPENAI_PROVIDER)
+    const modelRows = computed(() => normalizeLlmModelRows(props.llmForm.models))
+    const isEditingFixedModel = computed(() => isFixedModelSlot(editingSlot.value))

-      props.llmForm[config.providerKey] = provider
-      props.llmForm[config.endpointKey] =
-        testKey === 'reranker' ? getRerankerEndpoint(provider) : getProviderEndpoint(provider)
+    function replaceModelRows(rows) {
+      props.llmForm.models = normalizeLlmModelRows(rows)
    }

-    function getModelTestState(testKey) {
-      return modelTestState.value[testKey] || { status: 'idle', message: '' }
+    function getModelTypeLabel(type) {
+      return MODEL_TYPE_LABELS[type] || MODEL_TYPE_LABELS.llm
    }

-    function isModelTesting(testKey) {
-      return getModelTestState(testKey).status === 'testing'
+    function isFixedModelSlot(slot) {
+      return FIXED_MODEL_SLOTS.has(String(slot || ''))
    }

-    function clearModelSecretMask(testKey) {
-      const config = MODEL_TEST_CONFIGS[testKey]
-      if (isModelSecretMask(props.llmForm[config.apiKeyKey])) {
-        props.llmForm[config.apiKeyKey] = ''
+    function getModelTestState(slot) {
+      return modelTestState.value[slot] || { status: 'idle', message: '' }
+    }
+
+    function isModelTesting(slot) {
+      return getModelTestState(slot).status === 'testing'
+    }
+
+    function openAddModelDialog() {
+      editingSlot.value = ''
+      modelDraft.value = buildEmptyModelDraft()
+      modelDialogOpen.value = true
+    }
+
+    function openEditModelDialog(model) {
+      editingSlot.value = model.slot
+      modelDraft.value = { ...model }
+      modelDialogOpen.value = true
+    }
+
+    function closeModelDialog() {
+      modelDialogOpen.value = false
+      editingSlot.value = ''
+      modelDraft.value = buildEmptyModelDraft()
+    }
+
+    function applyProviderPresetToDraft() {
+      const provider = normalizeProviderValue(modelDraft.value.provider, CUSTOM_OPENAI_PROVIDER)
+      modelDraft.value.provider = provider
+      modelDraft.value.url =
+        modelDraft.value.type === 'rerank' ? getRerankerEndpoint(provider) : getProviderEndpoint(provider)
+    }
+
+    function selectDraftModelType(type) {
+      if (isEditingFixedModel.value) {
+        return
+      }
+
+      modelDraft.value.type = type
+      applyProviderPresetToDraft()
+    }
+
+    function clearDraftSecretMask() {
+      if (isModelSecretMask(modelDraft.value.apiKey)) {
+        modelDraft.value.apiKey = ''
      }
    }

-    async function testModelConnection(testKey) {
-      const config = MODEL_TEST_CONFIGS[testKey]
-      const provider = props.llmForm[config.providerKey]
-      const model = props.llmForm[config.modelKey]
-      const endpoint = props.llmForm[config.endpointKey]
-      const apiKey = props.llmForm[config.apiKeyKey]
+    function validateDraftModel() {
+      const provider = normalizeValue(modelDraft.value.provider)
+      const url = normalizeValue(modelDraft.value.url)
+      const modelId = normalizeValue(modelDraft.value.modelId)

-      if (!isModelConfigReady(provider, model, endpoint)) {
-        const message = `请先完整填写${config.label}的供应商、模型名称和接口地址。`
-        modelTestState.value[testKey] = { status: 'error', message }
+      if (!provider || !url || !modelId) {
+        toast('请完整填写供应商、接口地址和 model_id。')
+        return false
+      }
+
+      return true
+    }
+
+    function saveModelDialog() {
+      if (!validateDraftModel()) {
+        return
+      }
+
+      const nextModel = normalizeDraftModel(modelDraft.value)
+      const rows = [...modelRows.value]
+      const currentIndex = rows.findIndex((model) => model.slot === editingSlot.value)
+
+      if (currentIndex >= 0) {
+        rows.splice(currentIndex, 1, nextModel)
+      } else {
+        rows.push(nextModel)
+      }
+
+      replaceModelRows(rows)
+      closeModelDialog()
+    }
+
+    function removeModel(model) {
+      if (isFixedModelSlot(model.slot)) {
+        toast('内置运行时槽位不能删除。')
+        return
+      }
+
+      if (typeof window !== 'undefined' && !window.confirm('确定删除这个模型配置吗？')) {
+        return
+      }
+
+      replaceModelRows(modelRows.value.filter((row) => row.slot !== model.slot))
+    }
+
+    async function testModelConnection(model) {
+      if (!normalizeValue(model.provider) || !normalizeValue(model.modelId) || !normalizeValue(model.url)) {
+        const message = '请先完整填写模型的供应商、model_id 和接口地址。'
+        modelTestState.value[model.slot] = { status: 'error', message }
        toast(message)
        return
      }

-      modelTestState.value[testKey] = { status: 'testing', message: '正在测试模型连通性...' }
+      modelTestState.value[model.slot] = { status: 'testing', message: '正在测试模型连通性...' }

      const payload = {
-        provider,
-        model,
-        endpoint,
-        api_key: isModelSecretMask(apiKey) ? '' : apiKey,
-        capability: config.capability,
-        slot: testKey
+        provider: model.provider,
+        model: model.modelId,
+        endpoint: model.url,
+        api_key: model.apiKey === MODEL_SECRET_MASK ? '' : model.apiKey,
+        capability: MODEL_TYPE_CAPABILITY[model.type] || 'chat',
+        slot: model.slot
      }

      try {
        const result = await testModelConnectivity(payload)
-        modelTestState.value[testKey] = {
+        modelTestState.value[model.slot] = {
          status: result.ok ? 'success' : 'error',
          message: result.detail || (result.ok ? '模型连接成功。' : '模型连接失败。')
        }
-        toast(modelTestState.value[testKey].message)
+        toast(modelTestState.value[model.slot].message)
      } catch (error) {
        const message = error.message || '模型测试请求失败，请确认 FastAPI 已启动。'
-        modelTestState.value[testKey] = { status: 'error', message }
+        modelTestState.value[model.slot] = { status: 'error', message }
        toast(message)
      }
    }

    return {
-      applyProviderPreset,
+      MODEL_TYPE_OPTIONS,
+      applyProviderPresetToDraft,
+      clearDraftSecretMask,
+      closeModelDialog,
      getModelTestState,
+      getModelTypeLabel,
+      isEditingFixedModel,
+      isFixedModelSlot,
      isModelTesting,
-      clearModelSecretMask,
+      modelDialogOpen,
+      modelDraft,
+      modelRows,
+      openAddModelDialog,
+      openEditModelDialog,
+      removeModel,
+      saveModelDialog,
+      selectDraftModelType,
      testModelConnection
    }
  }
--- a/web/src/views/scripts/TravelReimbursementCreateView.js
+++ b/web/src/views/scripts/TravelReimbursementCreateView.js
@@ -94,6 +94,10 @@ export default {
      type: Object,
      default: null
    },
+    initialDraftPayload: {
+      type: Object,
+      default: null
+    },
    initialFiles: {
      type: Array,
      default: () => []
--- a/web/src/views/scripts/travelRequestDetailSetup.js
+++ b/web/src/views/scripts/travelRequestDetailSetup.js
@@ -2,6 +2,11 @@ import { computed, onBeforeUnmount, reactive, ref, watch } from 'vue'

 import { useSystemState } from '../../composables/useSystemState.js'
 import { useToast } from '../../composables/useToast.js'
+import {
+  AI_APPLICATION_ACTION_SAVE_DRAFT,
+  runAiApplicationPreviewAction
+} from '../../services/aiApplicationPreviewActions.js'
+import { calculateTravelReimbursement } from '../../services/reimbursements.js'
 import {
  canApproveBudgetExpenseApplications,
  canApproveLeaderExpenseClaims,
@@ -23,6 +28,13 @@ import {
 import { buildRiskViewerContext } from '../../utils/riskVisibility.js'
 import { resolveProgressStepsForViewer } from '../../utils/requestProgressViewer.js'
 import { isArchivedRequestView, normalizeRequestForUi } from '../../utils/requestViewModel.js'
+import {
+  APPLICATION_TRANSPORT_MODE_OPTIONS,
+  applyApplicationPolicyEstimateError,
+  applyApplicationPolicyEstimateResult,
+  buildApplicationPolicyEstimateRequest,
+  normalizeApplicationPreview
+} from '../../utils/expenseApplicationPreview.js'
 import {
  EXPENSE_TYPE_OPTIONS,
  buildFallbackExpenseItems,
@@ -43,6 +55,11 @@ export function useTravelRequestDetailSetup(props, { emit }) {
  const { currentUser } = useSystemState()
  const expenseItems = ref([])
  const expenseAttachmentMeta = reactive({})
+  const applicationDetailEditor = reactive({
+    fieldKey: '',
+    draftValue: '',
+    saving: false
+  })
  const riskFlagPreviewSnapshot = ref(null)
  let actionBusy = { value: false }
  const getActionBusy = () => Boolean(actionBusy?.value)
@@ -92,11 +109,10 @@ export function useTravelRequestDetailSetup(props, { emit }) {
  const isEditableRequest = computed(() => ['draft', 'supplement'].includes(request.value.approvalKey))
  const canOpenAiEntry = computed(() => isEditableRequest.value)
  const isCurrentApplicant = computed(() => isCurrentRequestApplicant(request.value, currentUser.value))
-  const canModifyReturnedApplication = computed(() => (
+  const canModifyApplication = computed(() => (
    isApplicationDocument.value
    && isEditableRequest.value
    && isCurrentApplicant.value
-    && String(request.value.status || '').trim().toLowerCase() === 'returned'
  ))
  const canManageCurrentClaim = computed(() => canManageExpenseClaims(currentUser.value))
  const isArchivedRequest = computed(() => isArchivedRequestView(request.value))
@@ -261,6 +277,7 @@ export function useTravelRequestDetailSetup(props, { emit }) {
    || approvalFlow.returnBusy.value
    || approvalFlow.approveBusy.value
    || paymentFlow.payBusy.value
+    || applicationDetailEditor.saving
    || smartEntryRecognitionBusy.value
    || Boolean(uploadingExpenseId.value)
    || Boolean(deletingAttachmentId.value)
@@ -350,6 +367,15 @@ export function useTravelRequestDetailSetup(props, { emit }) {
  )
  const applicationDetailFactItems = computed(() => buildApplicationDetailFactItems(request.value))
  const relatedApplicationFactItems = computed(() => buildRelatedApplicationFactItems(request.value))
+  const applicationEditEditableFields = ['reason', 'time', 'location', 'transportMode']
+  const applicationDetailEditableFactKeys = new Set([
+    'reason',
+    'location',
+    'transport_mode',
+    'trip_start_time',
+    'trip_return_time',
+    'time'
+  ])

  watch(
    request,
@@ -366,6 +392,7 @@ export function useTravelRequestDetailSetup(props, { emit }) {
        attachmentPreview.closeAttachmentPreview()
      }
      expenseEditor.resetExpenseWorkState()
+      cancelApplicationDetailEditor()
      void attachmentPreview.syncExpenseAttachmentMeta()
    },
    { immediate: true }
@@ -403,6 +430,8 @@ export function useTravelRequestDetailSetup(props, { emit }) {
    return {
      sourceText: '修改申请',
      modelReviewStatus: 'template',
+      applicationEditMode: true,
+      editableFields: applicationEditEditableFields,
      fields: {
        applicationType: pickFact('申请类型') || request.value.typeLabel || '费用申请',
        applicant: request.value.profileName || request.value.person || request.value.applicant || '',
@@ -424,27 +453,163 @@ export function useTravelRequestDetailSetup(props, { emit }) {
    }
  }

-  function handleModifyApplication() {
-    if (!canModifyReturnedApplication.value) {
+  function buildApplicationEditDraftPayload() {
+    const claimId = String(request.value?.claimId || '').trim()
+    const claimNo = String(request.value?.claimNo || request.value?.documentNo || request.value?.id || '').trim()
+    return {
+      draft_type: 'expense_application',
+      document_type: 'expense_application',
+      claim_id: claimId,
+      claim_no: claimNo,
+      status: String(request.value?.status || request.value?.approvalKey || '').trim(),
+      approval_stage: String(request.value?.node || request.value?.approvalStage || '待提交').trim(),
+      title: String(request.value?.typeLabel || '费用申请').trim(),
+      application_edit_mode: true
+    }
+  }
+
+  function normalizeApplicationDetailEditorValue(value = '') {
+    const text = String(value || '').trim()
+    return text === '待补充' ? '' : text
+  }
+
+  function resolveApplicationDetailFactValue(key = '') {
+    const targetKey = String(key || '').trim()
+    return String(applicationDetailFactItems.value.find((item) => item?.key === targetKey)?.value || '').trim()
+  }
+
+  function buildApplicationDetailDateRange(startDate = '', endDate = '') {
+    const start = String(startDate || '').trim()
+    const end = String(endDate || '').trim()
+    if (!start && !end) return ''
+    if (!start) return end
+    if (!end || end === start) return start
+    return `${start} 至 ${end}`
+  }
+
+  function resolveApplicationDetailDays(startDate = '', endDate = '') {
+    const start = String(startDate || '').trim()
+    const end = String(endDate || '').trim()
+    if (!start || !end) return ''
+    const startTime = new Date(`${start}T00:00:00`).getTime()
+    const endTime = new Date(`${end}T00:00:00`).getTime()
+    if (!Number.isFinite(startTime) || !Number.isFinite(endTime) || endTime < startTime) {
+      return ''
+    }
+    return `${Math.round((endTime - startTime) / 86400000) + 1}天`
+  }
+
+  function canEditApplicationDetailItem(item = {}) {
+    return (
+      canModifyApplication.value
+      && applicationDetailEditableFactKeys.has(String(item?.key || '').trim())
+    )
+  }
+
+  function isApplicationDetailEditing(item = {}) {
+    return String(applicationDetailEditor.fieldKey || '') === String(item?.key || '')
+  }
+
+  function resolveApplicationDetailEditorControl(item = {}) {
+    const key = String(item?.key || '').trim()
+    if (['trip_start_time', 'trip_return_time', 'time'].includes(key)) {
+      return 'date'
+    }
+    if (key === 'transport_mode') {
+      return 'select'
+    }
+    return 'text'
+  }
+
+  function openApplicationDetailEditor(item = {}) {
+    if (!canEditApplicationDetailItem(item) || applicationDetailEditor.saving) {
+      return
+    }
+    applicationDetailEditor.fieldKey = String(item.key || '').trim()
+    applicationDetailEditor.draftValue = normalizeApplicationDetailEditorValue(item.value)
+  }
+
+  function cancelApplicationDetailEditor() {
+    applicationDetailEditor.fieldKey = ''
+    applicationDetailEditor.draftValue = ''
+  }
+
+  function buildEditedApplicationPreview(item = {}) {
+    const key = String(item?.key || '').trim()
+    const nextValue = normalizeApplicationDetailEditorValue(applicationDetailEditor.draftValue)
+    const preview = buildApplicationEditPreview()
+    const fields = { ...(preview.fields || {}) }
+
+    if (key === 'reason') {
+      fields.reason = nextValue
+    } else if (key === 'location') {
+      fields.location = nextValue
+    } else if (key === 'transport_mode') {
+      fields.transportMode = nextValue
+    } else if (key === 'time') {
+      fields.time = nextValue
+    } else if (key === 'trip_start_time' || key === 'trip_return_time') {
+      const startDate = key === 'trip_start_time'
+        ? nextValue
+        : resolveApplicationDetailFactValue('trip_start_time')
+      const endDate = key === 'trip_return_time'
+        ? nextValue
+        : resolveApplicationDetailFactValue('trip_return_time')
+      fields.time = buildApplicationDetailDateRange(startDate, endDate)
+      fields.days = resolveApplicationDetailDays(startDate, endDate) || fields.days
+    }
+
+    return normalizeApplicationPreview({
+      ...preview,
+      fields
+    })
+  }
+
+  async function refreshEditedApplicationPreviewEstimate(preview = {}) {
+    const estimateRequest = buildApplicationPolicyEstimateRequest(preview, currentUser.value || {})
+    if (!estimateRequest.canCalculate) {
+      return preview
+    }
+    try {
+      const result = await calculateTravelReimbursement(estimateRequest.payload)
+      return applyApplicationPolicyEstimateResult(preview, result, currentUser.value || {})
+    } catch (error) {
+      return applyApplicationPolicyEstimateError(preview, error, currentUser.value || {})
+    }
+  }
+
+  async function saveApplicationDetailEdit(item = {}) {
+    if (!isApplicationDetailEditing(item) || applicationDetailEditor.saving) {
+      return
+    }
+    if (!String(request.value?.claimId || '').trim()) {
+      toast('当前申请缺少单据标识，暂不能修改。')
      return
    }

-    const claimId = String(request.value?.claimId || '').trim()
-    emit('openAssistant', {
-      source: 'application',
-      sessionType: 'application',
-      prompt: '',
-      applicationPreview: buildApplicationEditPreview(),
-      request: {
-        ...request.value,
-        applicationEditMode: true
-      },
-      restoreLatestConversation: false,
-      initialPromptAutoSubmit: false,
-      scope: claimId
-        ? { type: 'claim', claimId }
-        : null
-    })
+    applicationDetailEditor.saving = true
+    try {
+      const preview = await refreshEditedApplicationPreviewEstimate(buildEditedApplicationPreview(item))
+      const payload = await runAiApplicationPreviewAction({
+        actionType: AI_APPLICATION_ACTION_SAVE_DRAFT,
+        applicationPreview: preview,
+        currentUser: currentUser.value || {},
+        draftPayload: buildApplicationEditDraftPayload()
+      })
+      const draftPayload = payload?.result?.draft_payload || payload?.draft_payload || {}
+      emit('request-updated', {
+        claimId: String(draftPayload.claim_id || request.value.claimId || '').trim(),
+        claimNo: String(draftPayload.claim_no || request.value.claimNo || request.value.documentNo || '').trim(),
+        status: String(draftPayload.status || request.value.status || '').trim(),
+        approvalStage: String(draftPayload.approval_stage || request.value.node || '').trim()
+      })
+      cancelApplicationDetailEditor()
+      toast('申请信息已更新。')
+    } catch (error) {
+      toast(error?.message || '申请信息更新失败，请稍后重试。')
+    } finally {
+      applicationDetailEditor.saving = false
+    }
  }

  onBeforeUnmount(() => {
@@ -461,22 +626,25 @@ export function useTravelRequestDetailSetup(props, { emit }) {
    ...expenseEditor,
    ...paymentFlow,
    ...riskSubmit,
+    APPLICATION_TRANSPORT_MODE_OPTIONS,
+    applicationDetailEditor,
    applicationDetailFactItems,
    relatedApplicationFactItems,
+    canEditApplicationDetailItem,
    canDeleteRequest,
    canManageCurrentClaim,
-    canModifyReturnedApplication,
+    canModifyApplication,
    canOpenAiEntry,
    canApproveRequest,
    canReturnRequest,
    currentProgressRingMotion,
    expenseItems,
    expenseTypeOptions: EXPENSE_TYPE_OPTIONS,
-    handleModifyApplication,
    hasLeaderApprovalEvents,
    hasSingleLeaderApprovalEvent,
    heroFactItems,
    isApplicationDocument,
+    isApplicationDetailEditing,
    isDraftRequest,
    isEditableRequest,
    isTravelRequest,
@@ -485,8 +653,12 @@ export function useTravelRequestDetailSetup(props, { emit }) {
    profile,
    progressSteps,
    request,
+    cancelApplicationDetailEditor,
+    openApplicationDetailEditor,
    resolveExpenseReasonHelper,
    resolveExpenseReasonPlaceholder,
+    resolveApplicationDetailEditorControl,
+    saveApplicationDetailEdit,
    showApplicationLeaderOpinion,
    showBudgetAnalysis,
    showStageRiskAdvice,
--- a/web/src/views/scripts/useTravelReimbursementCreateViewLifecycle.js
+++ b/web/src/views/scripts/useTravelReimbursementCreateViewLifecycle.js
@@ -221,9 +221,13 @@ export function useTravelReimbursementCreateViewLifecycle({
      || buildWelcomeInsight(props.entrySource, linkedRequest.value, activeSessionType.value, currentUser.value)
    if (props.initialApplicationPreview && typeof props.initialApplicationPreview === 'object') {
      const applicationPreview = normalizeApplicationPreview(props.initialApplicationPreview)
+      const draftPayload = props.initialDraftPayload && typeof props.initialDraftPayload === 'object'
+        ? props.initialDraftPayload
+        : null
      messages.value.push(createMessage('assistant', buildLocalApplicationPreviewMessage(applicationPreview), [], {
        meta: ['修改申请'],
-        applicationPreview
+        applicationPreview,
+        draftPayload
      }))
      persistSessionState()
    }
--- a/web/tests/ai-application-preview-actions.test.mjs
+++ b/web/tests/ai-application-preview-actions.test.mjs
@@ -95,9 +95,62 @@ async function testSaveDraftActionUsesFastPreviewEndpoint() {
  assert.equal(body.context_json.application_stage, 'expense_application')
 }

+async function testEditDraftActionCarriesClaimAndEditableFields() {
+  let capturedOptions = null
+
+  global.fetch = async (_url, options) => {
+    capturedOptions = options
+    return {
+      ok: true,
+      async json() {
+        return {
+          status: 'succeeded',
+          result: {
+            draft_payload: {
+              claim_id: 'claim-edit-application',
+              claim_no: 'AP-20260620-EDIT',
+              status: 'draft',
+              approval_stage: '待提交'
+            }
+          }
+        }
+      }
+    }
+  }
+
+  await runAiApplicationPreviewAction({
+    actionType: AI_APPLICATION_ACTION_SAVE_DRAFT,
+    applicationPreview: {
+      applicationEditMode: true,
+      editableFields: ['reason', 'time', 'location', 'transportMode'],
+      fields: {
+        applicationType: '差旅费用申请',
+        time: '2026-07-01 至 2026-07-03',
+        location: '北京',
+        reason: '项目实施',
+        days: '3天',
+        transportMode: '火车',
+        amount: '1000元'
+      }
+    },
+    currentUser: { username: 'zhangsan@example.com', name: '张三' },
+    draftPayload: {
+      claim_id: 'claim-edit-application',
+      claim_no: 'AP-20260620-EDIT',
+      status: 'returned'
+    }
+  })
+
+  const body = JSON.parse(capturedOptions.body)
+  assert.equal(body.context_json.application_edit_claim_id, 'claim-edit-application')
+  assert.equal(body.context_json.application_edit_mode, true)
+  assert.deepEqual(body.context_json.application_editable_fields, ['reason', 'time', 'location', 'transportMode'])
+}
+
 async function run() {
  await testSubmitActionUsesFastPreviewEndpoint()
  await testSaveDraftActionUsesFastPreviewEndpoint()
+  await testEditDraftActionCarriesClaimAndEditableFields()
  console.log('ai-application-preview-actions tests passed')
 }

--- a/web/tests/ai-expense-draft-model.test.mjs
+++ b/web/tests/ai-expense-draft-model.test.mjs
@@ -3,6 +3,7 @@ import test from 'node:test'

 import {
  applyAiExpenseAnswer,
+  buildAiExpenseDraftPrefillValues,
  buildAiExpenseStepPrompt,
  buildAiExpenseSummary,
  createAiExpenseDraft,
@@ -71,3 +72,41 @@ test('summary lists every filled field and the linked application', () => {
  assert.match(summary, /AP-202606-001/)
  assert.match(summary, /85元/)
 })
+
+test('buildAiExpenseDraftPrefillValues maps task ontology fields onto draft fields', () => {
+  const values = buildAiExpenseDraftPrefillValues({
+    expense_type: 'meal',
+    amount: '2000元',
+    time_range: '昨天',
+    reason: '客户招待',
+    location: '上海',
+    unrelated_field: 'ignore me'
+  })
+  assert.equal(values.amount, '2000元')
+  assert.equal(values.time_range, '昨天')
+  assert.equal(values.reason, '客户招待')
+  assert.equal(values.location, '上海')
+  assert.equal(values.unrelated_field, undefined)
+})
+
+test('createAiExpenseDraft with prefillValues skips already filled steps', () => {
+  const draft = createAiExpenseDraft('meal', '业务招待费', {
+    amount: '2000元',
+    reason: '客户招待'
+  })
+  // reason 已填,跳到下一个未填字段 time_range
+  assert.equal(draft.values.amount, '2000元')
+  assert.equal(draft.values.reason, '客户招待')
+  assert.equal(draft.stepKey, 'time_range')
+})
+
+test('createAiExpenseDraft with all prefillValues lands on summary', () => {
+  const draft = createAiExpenseDraft('meal', '业务招待费', {
+    reason: '客户招待',
+    time_range: '昨天',
+    location: '上海',
+    amount: '2000元',
+    attachments: '稍后上传'
+  })
+  assert.ok(isAiExpenseDraftComplete(draft))
+})
--- a/web/tests/ai-workbench-conversation-store.test.mjs
+++ b/web/tests/ai-workbench-conversation-store.test.mjs
@@ -67,3 +67,37 @@ test('AI workbench conversation store persists scoped history for sidebar sessio
  assert.equal(nextHistory.length, 1)
  assert.equal(nextHistory[0].id, 'conv-first')
 })
+
+test('AI workbench conversation store preserves stewardRemainingTasks on messages', () => {
+  installLocalStorageMock()
+  const user = { username: 'caoxiaozhu' }
+  const remainingTasks = [
+    { task_id: 't2', task_type: 'reimbursement', ontology_fields: { expense_type: 'meal' } }
+  ]
+
+  saveAiWorkbenchConversation(user, {
+    id: 'conv-multi-task',
+    title: '出差+招待费',
+    updatedAt: Date.now(),
+    messages: [
+      { id: 'u1', role: 'user', content: '出差+报销招待费' },
+      {
+        id: 'a1',
+        role: 'assistant',
+        content: '申请草稿已保存',
+        stewardRemainingTasks: remainingTasks
+      }
+    ]
+  })
+
+  const history = loadAiWorkbenchConversationHistory(user)
+  assert.equal(history.length, 1)
+  // 历史摘要不要求保留 stewardRemainingTasks,但加载完整会话时消息上应保留。
+  // 这里通过 saveAiWorkbenchConversation 的往返确认 normalizeMessage 不会丢弃该字段。
+  const stored = JSON.parse(globalThis.window.localStorage.getItem(
+    'x-financial:workbench-ai-conversations:caoxiaozhu'
+  ))
+  const conversation = stored.find((item) => item.id === 'conv-multi-task')
+  const persistedMessage = conversation.messages.find((m) => m.id === 'a1')
+  assert.deepEqual(persistedMessage.stewardRemainingTasks, remainingTasks)
+})
--- a/web/tests/app-shell-financial-assistant-entry.test.mjs
+++ b/web/tests/app-shell-financial-assistant-entry.test.mjs
@@ -182,10 +182,13 @@ test('application entry keeps its own assistant source without creating a separa
 test('application edit prefill opens assistant without auto submit', () => {
  assert.match(appShellRouteView, /:initial-prompt-auto-submit="smartEntryContext\.initialPromptAutoSubmit"/)
  assert.match(appShellRouteView, /:initial-application-preview="smartEntryContext\.initialApplicationPreview"/)
+  assert.match(appShellRouteView, /:initial-draft-payload="smartEntryContext\.initialDraftPayload"/)
  assert.match(appShellComposable, /initialPromptAutoSubmit:\s*true/)
  assert.match(appShellComposable, /initialApplicationPreview:\s*null/)
+  assert.match(appShellComposable, /initialDraftPayload:\s*null/)
  assert.match(appShellComposable, /initialPromptAutoSubmit:\s*payload\.initialPromptAutoSubmit !== false/)
  assert.match(appShellComposable, /initialApplicationPreview:\s*payload\.applicationPreview && typeof payload\.applicationPreview === 'object'/)
+  assert.match(appShellComposable, /initialDraftPayload:\s*payload\.draftPayload && typeof payload\.draftPayload === 'object'/)
  assert.match(
    assistantScript,
    /initialPromptAutoSubmit:\s*\{[\s\S]*type:\s*Boolean[\s\S]*default:\s*true/
@@ -194,9 +197,13 @@ test('application edit prefill opens assistant without auto submit', () => {
    assistantScript,
    /initialApplicationPreview:\s*\{[\s\S]*type:\s*Object[\s\S]*default:\s*null/
  )
+  assert.match(
+    assistantScript,
+    /initialDraftPayload:\s*\{[\s\S]*type:\s*Object[\s\S]*default:\s*null/
+  )
  assert.match(
    assistantSurface,
-    /props\.initialApplicationPreview[\s\S]*normalizeApplicationPreview\(props\.initialApplicationPreview\)[\s\S]*createMessage\('assistant', buildLocalApplicationPreviewMessage\(applicationPreview\)/
+    /props\.initialApplicationPreview[\s\S]*normalizeApplicationPreview\(props\.initialApplicationPreview\)[\s\S]*const draftPayload = props\.initialDraftPayload[\s\S]*createMessage\('assistant', buildLocalApplicationPreviewMessage\(applicationPreview\)[\s\S]*draftPayload/
  )
  assert.match(assistantSessionStateScript, /&& !props\.initialApplicationPreview/)
  assert.match(
--- a/web/tests/expense-application-fast-preview.test.mjs
+++ b/web/tests/expense-application-fast-preview.test.mjs
@@ -362,6 +362,40 @@ test('travel application submit can continue with conversational planning recomm
  assert.match(recommendation, /AP-202606030001-ABCDE123/)
 })

+test('application edit preview only allows reason time location and transport changes', () => {
+  const preview = normalizeApplicationPreview({
+    sourceText: '修改申请',
+    applicationEditMode: true,
+    editableFields: ['reason', 'time', 'location', 'transportMode'],
+    fields: {
+      applicationType: '差旅费用申请',
+      applicant: '李文静',
+      grade: 'P5',
+      department: '财务部',
+      position: '财务分析师',
+      managerName: '王强',
+      time: '2026-05-25 至 2026-05-28',
+      location: '上海',
+      reason: '客户现场项目支持',
+      days: '4天',
+      transportMode: '火车',
+      lodgingDailyCap: '450元/天',
+      subsidyDailyCap: '100元/天',
+      transportPolicy: '按规则测算',
+      policyEstimate: '交通 300元 + 住宿 1800元 + 补贴 400元 = 2500元',
+      amount: '2500元'
+    }
+  })
+
+  const rows = buildApplicationPreviewRows(preview)
+  const editableKeys = rows.filter((row) => row.editable).map((row) => row.key)
+  assert.deepEqual(editableKeys, ['time', 'time_return', 'location', 'reason', 'transportMode'])
+  assert.equal(rows.find((row) => row.key === 'applicationType')?.editable, false)
+  assert.equal(rows.find((row) => row.key === 'days')?.editable, false)
+  assert.equal(rows.find((row) => row.key === 'amount')?.editable, false)
+  assert.match(buildLocalApplicationPreviewMessage(preview), /只修改事由、时间、地点和出行方式/)
+})
+
 test('application preview renders ordered editable rows and submit text uses edited values', () => {
  const preview = buildLocalApplicationPreview('申请 2026-05-25 至 2026-05-28 去新疆，伊犁出差，服务美团业务部署，火车，预计费用1800元', {
    name: '李文静',
--- a/web/tests/settings-llm-section.test.mjs
+++ b/web/tests/settings-llm-section.test.mjs
@@ -7,17 +7,27 @@ const llmSettingsPanel = readFileSync(new URL('../src/views/LlmSettingsPanel.vue

 function testLlmSectionReplacesVlmWithReranker() {
  assert.doesNotMatch(settingsView, /VLM 模型/)
-  assert.match(llmSettingsPanel, /Reranker 模型配置/)
+  assert.match(llmSettingsPanel, /Rerank/)
  assert.match(settingsModel, /rerankerProvider/)
 }

-function testRerankerCardRendersAfterEmbeddingCard() {
-  assert.match(llmSettingsPanel, /Embedding 模型配置[\s\S]*Reranker 模型配置/)
+function testLlmSectionUsesTableAndAddModelDialog() {
+  assert.match(llmSettingsPanel, /model-table-toolbar[\s\S]*添加模型/)
+  assert.match(llmSettingsPanel, /<table class="model-config-table">/)
+  assert.match(llmSettingsPanel, /model-dialog-overlay/)
+  assert.match(llmSettingsPanel, /供应商[\s\S]*接口地址[\s\S]*API Key[\s\S]*model_id[\s\S]*模型类型/)
+  assert.match(llmSettingsPanel, /大语言模型[\s\S]*Embedding[\s\S]*Rerank/)
+}
+
+function testSettingsModelKeepsExtensibleModelRows() {
+  assert.match(settingsModel, /models:\s*buildLlmModelRows/)
+  assert.match(settingsModel, /buildLlmModelRows/)
 }

 function run() {
  testLlmSectionReplacesVlmWithReranker()
-  testRerankerCardRendersAfterEmbeddingCard()
+  testLlmSectionUsesTableAndAddModelDialog()
+  testSettingsModelKeepsExtensibleModelRows()
  console.log('settings llm section tests passed')
 }

--- a/web/tests/settings-theme-section.test.mjs
+++ b/web/tests/settings-theme-section.test.mjs
@@ -0,0 +1,73 @@
+import assert from 'node:assert/strict'
+import { readFileSync } from 'node:fs'
+
+import * as themeSkinModel from '../src/composables/useThemeSkin.js'
+
+const settingsModel = readFileSync(new URL('../src/utils/settingsModelHelper.js', import.meta.url), 'utf8')
+const settingsView = readFileSync(new URL('../src/views/SettingsView.vue', import.meta.url), 'utf8')
+const settingsStyles = readFileSync(new URL('../src/assets/styles/views/settings-view.css', import.meta.url), 'utf8')
+const aiModeStyles = readFileSync(
+  new URL('../src/assets/styles/components/personal-workbench-ai-mode.css', import.meta.url),
+  'utf8'
+)
+
+function testAppearanceSectionIsThemeSettings() {
+  assert.match(settingsModel, /id:\s*'appearance'[\s\S]*label:\s*'主题设置'/)
+  assert.match(settingsModel, /id:\s*'appearance'[\s\S]*title:\s*'主题风格与界面体验'/)
+  assert.match(settingsModel, /id:\s*'appearance'[\s\S]*actionLabel:\s*'保存主题设置'/)
+  assert.match(settingsView, /<h4>主题风格与界面体验<\/h4>/)
+  assert.doesNotMatch(settingsModel, /label:\s*'界面皮肤'/)
+  assert.doesNotMatch(settingsView, /界面皮肤与企业主色/)
+}
+
+function testThemeOptionsCollapseToThreeExperienceModes() {
+  assert.deepEqual(
+    themeSkinModel.THEME_SKIN_OPTIONS.map((theme) => theme.id),
+    ['vivid', 'enterprise', 'intelligent']
+  )
+  assert.deepEqual(
+    themeSkinModel.THEME_SKIN_OPTIONS.map((theme) => theme.label),
+    ['动感活泼', '企业沉稳', '专业智能']
+  )
+  assert.equal(typeof themeSkinModel.normalizeThemeMode, 'function')
+  assert.equal(themeSkinModel.normalizeThemeMode('sky'), 'vivid')
+  assert.equal(themeSkinModel.normalizeThemeMode('blue'), 'vivid')
+  assert.equal(themeSkinModel.normalizeThemeMode('legacy-green'), 'vivid')
+  assert.equal(themeSkinModel.normalizeThemeMode('navy'), 'enterprise')
+  assert.equal(themeSkinModel.normalizeThemeMode('slate'), 'enterprise')
+  assert.equal(themeSkinModel.normalizeThemeMode('soft-violet'), 'intelligent')
+  assert.equal(themeSkinModel.normalizeThemeMode(''), 'enterprise')
+  assert.equal(themeSkinModel.normalizeThemeMode('unknown-theme'), 'enterprise')
+}
+
+function testSettingsThemeCardsAvoidLegacySkinLanguage() {
+  assert.match(settingsView, /theme-option-grid/)
+  assert.match(settingsView, /theme-preview-panel/)
+  assert.match(settingsStyles, /\.theme-option-grid/)
+  assert.match(settingsStyles, /\.theme-style-preview/)
+  assert.doesNotMatch(settingsView, /skin-option-grid/)
+  assert.doesNotMatch(settingsStyles, /\.skin-option-grid/)
+}
+
+function testEnterpriseThemeHasAiModeOverrides() {
+  assert.match(aiModeStyles, /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-mode\s*\{/)
+  assert.match(aiModeStyles, /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-mode\.has-conversation\s*\{/)
+  assert.match(aiModeStyles, /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-orb\s*\{/)
+  assert.match(
+    aiModeStyles,
+    /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-orb\s*\{[\s\S]*border:\s*0;[\s\S]*border-radius:\s*50%;[\s\S]*background:\s*transparent;[\s\S]*box-shadow:\s*none;/
+  )
+  assert.match(aiModeStyles, /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-composer[\s\S]*\{/)
+  assert.match(aiModeStyles, /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-message\s*\{/)
+  assert.match(aiModeStyles, /\[data-theme-mode="enterprise"\]\s+\.workbench-ai-thinking-panel\s*\{/)
+}
+
+function run() {
+  testAppearanceSectionIsThemeSettings()
+  testThemeOptionsCollapseToThreeExperienceModes()
+  testSettingsThemeCardsAvoidLegacySkinLanguage()
+  testEnterpriseThemeHasAiModeOverrides()
+  console.log('settings theme section tests passed')
+}
+
+run()
--- a/web/tests/travel-request-detail-risk-advice.test.mjs
+++ b/web/tests/travel-request-detail-risk-advice.test.mjs
@@ -1593,27 +1593,35 @@ test('application detail uses application labels instead of reimbursement labels
  assert.match(detailViewTemplate, /当前申请单已进入流程，详情页仅展示状态与申请信息。/)
 })

-test('returned application detail can open assistant with editable prefill', () => {
-  assert.match(
-    detailViewTemplate,
-    /v-if="canModifyReturnedApplication"[\s\S]*@click="handleModifyApplication"[\s\S]*修改申请/
-  )
+test('draft or returned application detail edits allowed facts inline', () => {
+  assert.doesNotMatch(detailViewTemplate, /修改申请/)
+  assert.match(detailViewTemplate, /canEditApplicationDetailItem\(item\)/)
+  assert.match(detailViewTemplate, /application-detail-edit-btn/)
+  assert.match(detailViewTemplate, /openApplicationDetailEditor\(item\)/)
+  assert.match(detailViewTemplate, /saveApplicationDetailEdit\(item\)/)
+  assert.doesNotMatch(detailViewScript, /handleModifyApplication/)
  assert.match(
    detailViewScript,
-    /const canModifyReturnedApplication = computed\(\(\) => \([\s\S]*isApplicationDocument\.value[\s\S]*isCurrentApplicant\.value[\s\S]*returned/
+    /const canModifyApplication = computed\(\(\) => \([\s\S]*isApplicationDocument\.value[\s\S]*isEditableRequest\.value[\s\S]*isCurrentApplicant\.value[\s\S]*\)\)/
  )
  assert.match(detailViewScript, /function buildApplicationEditPreview\(\)/)
  assert.match(detailViewScript, /applicationDetailFactItems\.value[\s\S]*sourceText:\s*'修改申请'/)
-  assert.match(detailViewScript, /fields:\s*\{[\s\S]*applicationType:[\s\S]*reason:[\s\S]*transportMode:/)
-  assert.match(detailViewScript, /function handleModifyApplication\(\)/)
-  assert.match(detailViewScript, /source:\s*'application'/)
-  assert.match(detailViewScript, /sessionType:\s*'application'/)
-  assert.match(detailViewScript, /prompt:\s*''/)
-  assert.match(detailViewScript, /applicationPreview:\s*buildApplicationEditPreview\(\)/)
  assert.match(detailViewScript, /applicationEditMode:\s*true/)
-  assert.match(detailViewScript, /initialPromptAutoSubmit:\s*false/)
-  assert.match(detailViewScript, /canModifyReturnedApplication,/)
-  assert.match(detailViewScript, /handleModifyApplication,/)
+  assert.match(detailViewScript, /editableFields:\s*applicationEditEditableFields/)
+  assert.match(detailViewScript, /fields:\s*\{[\s\S]*applicationType:[\s\S]*reason:[\s\S]*transportMode:/)
+  assert.match(detailViewScript, /function buildApplicationEditDraftPayload\(\)/)
+  assert.match(detailViewScript, /draft_type:\s*'expense_application'/)
+  assert.match(detailViewScript, /claim_id:\s*claimId/)
+  assert.match(detailViewScript, /application_edit_mode:\s*true/)
+  assert.match(detailViewScript, /function canEditApplicationDetailItem\(item = \{\}\)/)
+  assert.match(detailViewScript, /function openApplicationDetailEditor\(item = \{\}\)/)
+  assert.match(detailViewScript, /async function saveApplicationDetailEdit\(item = \{\}\)/)
+  assert.match(detailViewScript, /runAiApplicationPreviewAction\(\{[\s\S]*AI_APPLICATION_ACTION_SAVE_DRAFT/)
+  assert.match(detailViewScript, /emit\('request-updated'/)
+  assert.match(detailViewScript, /canModifyApplication,/)
+  assert.match(detailViewScript, /canEditApplicationDetailItem,/)
+  assert.match(detailViewScript, /openApplicationDetailEditor,/)
+  assert.match(detailViewScript, /saveApplicationDetailEdit,/)
 })

 test('application detail does not show optional travel receipt reminders', () => {
--- a/web/tests/workbench-ai-action-router.test.mjs
+++ b/web/tests/workbench-ai-action-router.test.mjs
@@ -93,6 +93,65 @@ test('workbench steward application confirmation opens inline application previe
  assert.equal(preview.fields.transportMode, '')
 })

+test('workbench low-confidence application confirmation forwards remaining tasks', () => {
+  let previewCall = null
+  const remainingTasks = [{
+    task_id: 'task-reimbursement-2',
+    task_type: 'reimbursement',
+    assigned_agent: 'reimbursement_assistant',
+    ontology_fields: {
+      expense_type: 'entertainment',
+      expense_type_label: '业务招待费',
+      amount: '2000元',
+      time_range: '2026-06-25',
+      reason: '业务招待'
+    }
+  }]
+  const router = useWorkbenchAiActionRouter({
+    aiExpenseDraft: { value: null },
+    applicationFlow: {
+      isInlineSuggestedActionDisabled: () => false,
+      executeInlineApplicationPreviewAction: () => {},
+      startAiApplicationPreview: (...args) => {
+        previewCall = args
+      }
+    },
+    assistantDraft: { value: '' },
+    attachmentFlow: {
+      confirmAiAttachmentAssociation: () => {}
+    },
+    emit: () => {},
+    expenseFlow: {
+      linkAiExpenseApplication: () => {},
+      pushInlineExpenseSceneSelectionPrompt: () => {},
+      startAiApplicationPreviewFromAction: () => {},
+      startAiExpenseDraft: () => {}
+    },
+    focusAiModeInput: () => {},
+    hasInlineAttachmentOcrDetails: () => false,
+    resolveLatestInlineUserPrompt: () => '',
+    selectedFiles: { value: [] },
+    startInlineConversation: () => {},
+    toast: () => {},
+    toggleInlineAttachmentOcrDetails: () => {}
+  })
+
+  router.handleInlineSuggestedAction({
+    label: '确认发起出差申请',
+    action_type: 'ai_application_confirm_intent',
+    payload: {
+      sourceText: '2月20-23日去上海出差3天，服务国网服务器部署，并且报销昨天的业务招待费2000元',
+      ontologyFields: { location: '上海', reason: '服务国网服务器部署' },
+      stewardRemainingTasks: remainingTasks
+    }
+  })
+
+  assert.ok(previewCall, 'startAiApplicationPreview 应被调用')
+  assert.deepEqual(previewCall[3].stewardRemainingTasks, remainingTasks)
+  assert.equal(typeof previewCall[3].onPreviewReadyForNextTask, 'function')
+  assert.equal(typeof previewCall[3].onApplicationActionCompleted, 'function')
+})
+
 test('workbench reimbursement skip link action opens new reimbursement flow', () => {
  let sceneSelectionPayload = null
  let fallbackConversationStarted = false
@@ -389,3 +448,70 @@ test('workbench steward executable submit action runs precheck before submit and
    globalThis.fetch = originalFetch
  }
 })
+
+test('workbench steward continue-next-task reimbursement prefills ontology and forwards remaining tasks', () => {
+  let expenseDraftCall = null
+  const router = useWorkbenchAiActionRouter({
+    aiExpenseDraft: { value: null },
+    applicationFlow: {
+      isInlineSuggestedActionDisabled: () => false,
+      executeInlineApplicationPreviewAction: () => {}
+    },
+    assistantDraft: { value: '' },
+    attachmentFlow: {
+      confirmAiAttachmentAssociation: () => {}
+    },
+    emit: () => {},
+    expenseFlow: {
+      linkAiExpenseApplication: () => {},
+      promptAiReimbursementDraftContinuation: () => {},
+      promptStandaloneReimbursementDraftCreation: () => {},
+      pushInlineExpenseSceneSelectionPrompt: () => {},
+      startAiApplicationPreviewFromAction: () => {},
+      startAiExpenseDraft: (expenseType, expenseTypeLabel, requiresApplicationBeforeReimbursement, options) => {
+        expenseDraftCall = { expenseType, expenseTypeLabel, requiresApplicationBeforeReimbursement, options }
+      },
+      startAiReimbursementAssociationGate: () => {}
+    },
+    focusAiModeInput: () => {},
+    hasInlineAttachmentOcrDetails: () => false,
+    resolveLatestInlineUserPrompt: () => '',
+    selectedFiles: { value: [] },
+    startInlineConversation: () => {},
+    toast: () => {},
+    toggleInlineAttachmentOcrDetails: () => {}
+  })
+
+  router.handleInlineSuggestedAction({
+    label: '继续处理费用报销',
+    action_type: 'steward_continue_next_task',
+    payload: {
+      steward_confirm_flow: true,
+      flow_id: 'travel_reimbursement',
+      steward_current_task: {
+        task_id: 'task-meal-1',
+        task_type: 'reimbursement',
+        title: '业务招待费报销',
+        summary: '报销昨天业务招待费2000元',
+        ontology_fields: {
+          expense_type: 'meal',
+          expense_type_label: '业务招待费',
+          amount: '2000元',
+          time_range: '昨天',
+          reason: '客户招待'
+        }
+      },
+      steward_remaining_tasks: []
+    }
+  })
+
+  // task2(招待费报销)启动时:费用类型正确、语义预填到草稿、remaining tasks 透传
+  assert.ok(expenseDraftCall, 'startAiExpenseDraft 应被调用')
+  assert.equal(expenseDraftCall.expenseType, 'meal')
+  assert.equal(expenseDraftCall.expenseTypeLabel, '业务招待费')
+  assert.equal(expenseDraftCall.requiresApplicationBeforeReimbursement, true)
+  assert.equal(expenseDraftCall.options.prefillValues.amount, '2000元')
+  assert.equal(expenseDraftCall.options.prefillValues.reason, '客户招待')
+  assert.equal(expenseDraftCall.options.prefillValues.time_range, '昨天')
+  assert.deepEqual(expenseDraftCall.options.stewardRemainingTasks, [])
+})
--- a/web/tests/workbench-ai-application-context-submit.test.mjs
+++ b/web/tests/workbench-ai-application-context-submit.test.mjs
@@ -19,7 +19,7 @@ function createInlineMessage(role, content, options = {}) {
  }
 }

-function buildApplicationPreviewFlowHarness(messages) {
+function buildApplicationPreviewFlowHarness(messages, options = {}) {
  const conversationMessages = createRef(messages)
  const applicationSubmitConfirmOpen = createRef(false)
  const applicationSubmitConfirmContext = createRef(null)
@@ -69,7 +69,8 @@ function buildApplicationPreviewFlowHarness(messages) {
    resolveLatestInlineUserPrompt: () => '2026-02-20 至 2026-02-23，去上海出差，交通火车，保存草稿',
    scrollInlineConversationToBottom: () => {},
    sending: createRef(false),
-    toast: () => {}
+    toast: () => {},
+    onApplicationActionCompleted: options.onApplicationActionCompleted
  })

  return {
@@ -80,6 +81,72 @@ function buildApplicationPreviewFlowHarness(messages) {
  }
 }

+test('workbench auto-saved application draft continues remaining steward task', async () => {
+  const originalFetch = globalThis.fetch
+  const requests = []
+  globalThis.fetch = async (url, options = {}) => {
+    const normalizedUrl = String(url)
+    if (normalizedUrl.includes('/reimbursements/application-preview-action')) {
+      const body = JSON.parse(String(options.body || '{}'))
+      requests.push({ url: normalizedUrl, body })
+      return {
+        ok: true,
+        async json() {
+          return {
+            status: 'succeeded',
+            result: {
+              draft_payload: {
+                claim_id: 'claim-auto-saved-draft',
+                claim_no: 'AEW2DDAFL',
+                status: 'draft'
+              }
+            }
+          }
+        }
+      }
+    }
+    throw new Error(`unexpected request: ${normalizedUrl}`)
+  }
+
+  try {
+    const continuedTasks = []
+    const remainingTasks = [{
+      task_id: 'task-reimbursement-2',
+      task_type: 'reimbursement',
+      assigned_agent: 'reimbursement_assistant',
+      summary: '报销昨天的业务招待费 2000 元',
+      ontology_fields: {
+        expense_type: 'entertainment',
+        amount: '2000元',
+        time_range: '2026-06-25',
+        reason: '业务招待费报销'
+      }
+    }]
+    const harness = buildApplicationPreviewFlowHarness([], {
+      onApplicationActionCompleted: (tasks, sourceMessage) => {
+        continuedTasks.push({ tasks, sourceMessage })
+      }
+    })
+
+    await harness.flow.startAiApplicationPreview('travel', '差旅费', '2月20-23日去上海出差3天，服务国网服务器部署，并且报销昨天的业务招待费2000元', {
+      autoSaveDraft: true,
+      stewardRemainingTasks: remainingTasks,
+      onApplicationActionCompleted: (tasks, sourceMessage) => {
+        continuedTasks.push({ tasks, sourceMessage, fromOptions: true })
+      }
+    })
+
+    assert.equal(requests.length, 1)
+    assert.equal(continuedTasks.length, 1)
+    assert.deepEqual(continuedTasks[0].tasks, remainingTasks)
+    assert.equal(continuedTasks[0].sourceMessage.stewardRemainingTasks, remainingTasks)
+    assert.equal(continuedTasks[0].fromOptions, true)
+    assert.doesNotMatch(harness.conversationMessages.value.at(-1).content, /继续处理费用报销/)
+  } finally {
+    globalThis.fetch = originalFetch
+  }
+})
+
 test('workbench saved application draft can be submitted by contextual text without re-planning', async () => {
  const originalFetch = globalThis.fetch
  const requests = []
--- a/web/tests/workbench-ai-command-intent-model.test.mjs
+++ b/web/tests/workbench-ai-command-intent-model.test.mjs
@@ -4,8 +4,10 @@ import test from 'node:test'
 import { fileURLToPath } from 'node:url'

 import {
+  buildWorkbenchDocumentCommandFollowupGuidance,
  buildWorkbenchDraftDeletionGuidance,
  isWorkbenchDraftDeletionIntent,
+  resolveLatestWorkbenchDocumentCommandContext,
  resolveLatestWorkbenchDraftPayload
 } from '../src/composables/workbenchAiMode/workbenchAiCommandIntentModel.js'

@@ -87,8 +89,45 @@ test('workbench draft deletion guidance opens detail instead of deleting directl
  assert.equal(guidance.suggestedActions[0].payload.claim_no, 'ALATEST1')
 })

+test('workbench command intent reuses previous approval candidates for follow-up approval command', () => {
+  const context = resolveLatestWorkbenchDocumentCommandContext([
+    {
+      role: 'assistant',
+      content: [
+        '### 已查询到相关单据',
+        '',
+        '<article class="ai-document-card ai-document-card--application ai-document-card--approval-task is-pending">',
+        '<a class="ai-document-card__action" href="#ai-open-document-detail:claim_id%3Dapproval-1%26claim_no%3DAP-APPROVAL-001">查看详情</a>',
+        '</article>',
+        '<article class="ai-document-card ai-document-card--reimbursement ai-document-card--approval-task is-pending">',
+        '<a class="ai-document-card__action" href="#ai-open-document-detail:claim_id%3Dapproval-2%26claim_no%3DRE-APPROVAL-002">查看详情</a>',
+        '</article>'
+      ].join('\n')
+    }
+  ], { action: 'approve', safetyLevel: 'confirm_required' })
+
+  assert.equal(context?.candidates.length, 2)
+  assert.deepEqual(context.candidates[0], {
+    claimId: 'approval-1',
+    claimNo: 'AP-APPROVAL-001',
+    documentType: 'application',
+    actionLabel: '查看详情'
+  })
+
+  const guidance = buildWorkbenchDocumentCommandFollowupGuidance(context, { action: 'approve' })
+  assert.match(guidance.content, /已接上刚才查询到的待审单据/)
+  assert.match(guidance.content, /AP-APPROVAL-001/)
+  assert.match(guidance.content, /RE-APPROVAL-002/)
+  assert.equal(guidance.suggestedActions.length, 2)
+  assert.equal(guidance.suggestedActions[0].action_type, 'open_application_detail')
+  assert.equal(guidance.suggestedActions[0].payload.claim_id, 'approval-1')
+  assert.equal(guidance.suggestedActions[0].payload.command_action, 'approve')
+})
+
 test('workbench draft deletion intent is wired before draft slot continuation', () => {
  assert.match(commandIntentsScript, /isWorkbenchDraftDeletionIntent/)
+  assert.match(commandIntentsScript, /resolveLatestWorkbenchDocumentCommandContext/)
+  assert.match(commandIntentsScript, /buildWorkbenchDocumentCommandFollowupGuidance/)
  assert.match(commandIntentsScript, /function handleInlineDraftDeletionIntent\(cleanPrompt, entry = \{\}\)/)
  assert.match(commandIntentsScript, /resolveLatestWorkbenchDraftPayload\(conversationMessages\.value\)/)
  assert.match(commandIntentsScript, /buildWorkbenchDraftDeletionGuidance\(draftPayload\)/)
--- a/web/tests/workbench-ai-intent-planner-model.test.mjs
+++ b/web/tests/workbench-ai-intent-planner-model.test.mjs
@@ -79,6 +79,48 @@ test('workbench AI intent planner normalizes model travel application submit pla
  })
 })

+test('workbench AI intent planner keeps reimbursement task after first application task', () => {
+  const reimbursementTask = {
+    task_id: 'task-reimbursement-2',
+    task_type: 'reimbursement',
+    assigned_agent: 'reimbursement_assistant',
+    title: '业务招待费报销',
+    summary: '报销昨天的业务招待费 2000 元',
+    requested_action: 'preview',
+    confidence: 0.9,
+    ontology_fields: {
+      expense_type: 'entertainment',
+      expense_type_label: '业务招待费',
+      time_range: '2026-06-25',
+      amount: '2000元',
+      reason: '业务招待'
+    },
+    missing_fields: []
+  }
+  const plan = normalizeWorkbenchAiIntentPlan({
+    planning_source: 'llm_function_call',
+    tasks: [{
+      task_id: 'task-application-1',
+      task_type: 'expense_application',
+      assigned_agent: 'application_assistant',
+      requested_action: 'preview',
+      confidence: 0.93,
+      ontology_fields: {
+        expense_type: 'travel',
+        time_range: '2026-02-20 至 2026-02-23',
+        location: '上海',
+        reason: '服务国网服务器部署'
+      },
+      missing_fields: ['transport_mode']
+    }, reimbursementTask]
+  }, {
+    prompt: '2月20-23日去上海出差3天，服务国网服务器部署，并且报销昨天的业务招待费2000元'
+  })
+
+  assert.deepEqual(plan.stewardRemainingTasks, [reimbursementTask])
+  assert.deepEqual(resolveExecutableTravelApplicationPlan(plan).stewardRemainingTasks, [reimbursementTask])
+})
+
 test('workbench AI intent planner prefers server action steps when present', () => {
  const plan = normalizeWorkbenchAiIntentPlan({
    planning_source: 'llm_function_call',
@@ -304,7 +346,14 @@ test('workbench AI mode asks steward model plan before fallback execution', () =
  assert.match(personalWorkbenchAiModeScript, /requestedSubmit:\s*travelApplicationRequest\.requestedSubmit/)
  assert.match(personalWorkbenchAiModeScript, /submitRequiresConfirmation:\s*travelApplicationRequest\.submitRequiresConfirmation/)
  assert.match(personalWorkbenchAiModeScript, /ontologyFields:\s*travelApplicationRequest\.ontologyFields/)
+  assert.match(personalWorkbenchAiModeScript, /stewardRemainingTasks:\s*travelApplicationRequest\.stewardRemainingTasks/)
+  assert.match(personalWorkbenchAiModeScript, /onPreviewReadyForNextTask:\s*startModelPlannedNextTask/)
+  assert.match(personalWorkbenchAiModeScript, /onApplicationActionCompleted:\s*startModelPlannedNextTask/)
  assert.match(applicationPreviewFlowScript, /options\.autoSaveDraft/)
+  assert.match(applicationPreviewFlowScript, /options\.onPreviewReadyForNextTask/)
+  assert.match(applicationPreviewFlowScript, /const actionCompletedHandler = typeof options\.onApplicationActionCompleted === 'function'/)
+  assert.match(applicationPreviewFlowScript, /actionCompletedHandler\(targetMessage\.stewardRemainingTasks/)
+  assert.match(applicationPreviewFlowScript, /onApplicationActionCompleted:\s*options\.onApplicationActionCompleted/)
  assert.doesNotMatch(applicationPreviewFlowScript, /options\.autoSubmit && normalizeApplicationPreview\(preview\)\.readyToSubmit/)
  assert.match(applicationPreviewFlowScript, /ontologyFields:\s*options\.ontologyFields/)
  assert.match(applicationPreviewFlowScript, /executeInlineApplicationPreviewAction\(AI_APPLICATION_ACTION_SAVE_DRAFT/)
Author	SHA1	Message	Date
caoxiaozhu	08f023243e	fix(web): 多 task 草稿自动保存后继续推进下一 task useWorkbenchAiApplicationPreviewFlow 在自动保存草稿分支透传 onApplicationActionCompleted，确保草稿/提交完成后仍能按 remaining tasks 推进，修复多 task 报销场景后续步骤不启动。更新 application-context-submit/intent-planner-model 测试，补充 bug 日志与开发日志。	2026-06-29 20:17:36 +08:00
caoxiaozhu	6bdaeed6d4	chore: 忽略 .zcode 本地目录并更新规则表与开发日志 - .gitignore 新增 .zcode/（ZCode 工具本地配置，不入库） - 更新交通/通信/差旅等财务规则表 - 补充 2026-06-25/26 开发日志（chat UI SaaS 化、主题企业 AI 风格、bug 日志）	2026-06-26 22:42:46 +08:00
caoxiaozhu	d5a8f84703	refactor(web): 应用外壳/差旅详情/报销创建视图适配主题与多 task - AppShellRouteView/useAppShell 适配主题皮肤与会话入口 - TravelRequestDetailView/travelRequestDetailSetup 差旅详情适配，travel-request-detail-view.css 调整 - TravelReimbursementCreateView/useTravelReimbursementCreateViewLifecycle 创建视图适配 - 更新 app-shell-financial-assistant-entry/travel-request-detail-risk-advice 测试	2026-06-26 22:42:29 +08:00
caoxiaozhu	c4b5fcc067	feat(web): AI 工作台多 task 串行推进与会话适配 - useWorkbenchAiApplicationPreviewFlow/useWorkbenchAiActionRouter/useWorkbenchAiCommandIntents 支持 task1 完成后自动推进 task2，确认按钮直接拉起申请预览，草稿/提交成功后继续推进下一 task - workbenchAiIntentPlannerModel/workbenchAiMessageModel/workbenchAiCommandIntentModel 适配多 task 意图规划与消息结构 - aiApplicationPreviewActions/aiApplicationPrecheckModel/aiExpenseDraftModel/aiWorkbenchConversationStore 草稿与会话存储适配 - PersonalWorkbenchAiMode 与样式适配，更新 preview-actions/expense-draft/conversation-store/fast-preview/action-router/command-intent/intent-planner 测试	2026-06-26 22:42:23 +08:00
caoxiaozhu	5753899eb3	feat(web): 主题皮肤系统与 LLM 设置面板重构 - useThemeSkin 重构主题皮肤应用逻辑，支持企业 AI 风格主题切换 - settingsModelHelper 新增主题与模型表字段映射，useSettings 适配 - LlmSettingsPanel/SettingsView 面板重构，支持多模型行编辑与主题区块 - settings-view.css 适配主题样式，新增 settings-theme-section 测试，更新 settings-llm-section 测试	2026-06-26 22:42:00 +08:00
caoxiaozhu	9c3fa80d22	feat(server): 设置持久化新增 LLM 模型表与主题字段 - SettingsLlmForm 新增 models 列表（SettingsModelRow：slot/provider/url/apiKey/modelId/type），支持多模型行持久化 - settings 服务读写模型表与主题相关字段，更新 test_settings_persistence 测试	2026-06-26 22:41:40 +08:00
caoxiaozhu	43c3ff860c	fix(web): steward plan 确认按钮直接拉起申请预览,不丢失 remaining tasks 根因:steward plan 的'确认创建申请单'按钮 action_type 是 ASSISTANT_SCOPE_ACTION_SWITCH,handleInlineSuggestedAction 没有匹配分支, 落到 startInlineConversation 重新发起对话,steward_remaining_tasks 完全丢失。修复:当 payload 有 steward_current_task + session_type=application + task_type=expense_application 时,直接调 startAiApplicationPreviewFromAction (会透传 steward_remaining_tasks 到申请预览 message),不走 startInlineConversation。这样保存草稿成功后,targetMessage 上有 stewardRemainingTasks, buildApplicationPreviewNextTaskAction 能生成'继续处理费用报销'按钮。	2026-06-26 11:40:44 +08:00
caoxiaozhu	3e4b1e1597	fix(web): 保存草稿/提交成功后也推进到下一个 task 之前多 task 串行推进只在 steward action 执行链(executeInlineStewardAction) 生效,但保存草稿走的是 application preview 流(executeInlineApplicationPreviewAction), 成功后只显示'查看单据',不会提示继续下一个报销 task。 - startAiApplicationPreviewFromAction 透传 steward_remaining_tasks 到 preview message - startAiApplicationPreview 把 stewardRemainingTasks 存到 message 上 - executeInlineApplicationPreviewAction 成功后:检查 targetMessage.stewardRemainingTasks, 有剩余 task 则追加'继续处理费用报销'按钮(复用 steward_confirm_flow 分支) - 新增 buildApplicationPreviewNextTaskAction 辅助函数现在保存草稿/提交申请成功后,用户会看到:[查看单据] [继续处理费用报销]	2026-06-26 11:21:16 +08:00
caoxiaozhu	3a5664c4da	feat(web): 多 task 串行推进 - task1 完成后自动展示 task2 确认按钮场景:'出差并且报销招待费'→LLM 拆出 2 个 task→先做完出差申请→ 完成后自动展示'继续处理费用报销'按钮→用户确认后推进到报销流程。 - 新增 buildNextTaskSuggestedAction:从 actionPayload.steward_remaining_tasks 取第一个剩余 task,根据 task_type 生成推进按钮(steward_confirm_flow) - executeInlineStewardAction 成功后:除'查看单据'外,追加'继续处理下一个 task'按钮 - 用户点击推进按钮复用 handleInlineSuggestedAction 的 steward_confirm_flow 分支 - 前端 28 passed 无回归	2026-06-26 10:51:43 +08:00
caoxiaozhu	d139a63e64	refactor(server): 意图识别改 LLM 驱动,规则只做闲聊拦截+resume 兜底规则不再判断'这是哪个业务场景'——那交给 LLM function call。规则只保留两个不可替代职责:闲聊拦截(省 LLM 成本)、resume 确定性兜底。 - gate_classify 简化:删掉规则匹配门(94 词 CHOICE 匹配)和 ambiguous 提前判断 - 新增 _is_lightweight_off_topic:只拦 greeting+meaningless,不依赖业务关键词 - HANDLER_ONLY 改为 LLM 输出驱动:LLM 返回 query_travel_standard 后转 handler - 图拓扑简化:gate_classify 只输出 off_topic\|resume\|model_intent - 验证:76 passed;复合场景'出差并且报销招待费'→LLM 返回 2 task	2026-06-26 10:19:04 +08:00
caoxiaozhu	8a2ae6eb75	fix(server): gate_classify 复用 _classify_irrelevant_input 修复 off_topic 误杀回归问题:P1.3 重构时 gate_classify 的 off_topic 门用了 scene_registry 的 35 个 signal_keywords,丢掉了 legacy 的 73 个关键词(城市名/时间词/金额词/ 交通词等),导致'下周去上海''昨天打车30块'等正常业务输入被误判 off_topic, 根本进不了 LLM。修复:gate_classify 的 off_topic 门改用成熟的 _classify_irrelevant_input (94 词 + registry 信号词 + greeting/meaningless 细分),scene_registry 的 signal_keywords 只用于规则匹配门(CHOICE 路由)。删除残缺的 _matches_any_signal。验证:76 passed;实测'下周去上海'→llm_function_call、'昨天打车30块'→ llm_function_call、'你好'→off_topic(正确拦截)。	2026-06-25 16:06:52 +08:00
caoxiaozhu	992cf71fa1	refactor(server): Phase 1 图拓扑重构 - LangGraph 成为唯一编排者 P1.3-P1.7：把 endpoint 补丁搬进图节点，门控收敛到 gate_classify 单一决策点。 - StewardGraphState 扩展：recent_history/steward_state/gate_decision/gate_scene_id/conversation_id - 新增 5 个图节点：load_context（读历史+state）/gate_classify（统一门控）/execute_scene_handler/resume_recent_task/pending_flow wrapper - 图拓扑从 5 节点重构为 10 节点：load_context → gate_classify → {off_topic/handler_only/resume/ambiguous/model_intent} → attach_action_steps - gate_classify 四步裁决：resume门 → off_topic门 → 规则匹配门 → LLM门 - resume 门控优先于 off_topic，避免'再提交'被误判闲聊 - schema 放宽 planning_source/next_action Literal → str，支持 scene_handler:*/context_resume/answer_only - endpoint 按 planner 类型分发 build_plan（LangGraph 接 db，legacy 不接） - 76 passed + 4 场景端到端验证（出差申请/再提交/查差旅标准/闲聊）	2026-06-25 15:44:20 +08:00
caoxiaozhu	54356ba81a	refactor(server): scene 注册表骨架 + 统一门控管道设计文档 Phase 1 P1.1-P1.2：为后端门控收口提供声明式场景注册基础设施。 - 新建 scenes/ 目录：gate_rules（GateRule/SceneRoute 枚举）、scene_descriptor（SceneDescriptor dataclass）、scene_registry（SceneRegistry 单例） - 3 个场景迁入 descriptor：expense_application / reimbursement / query_travel_standard - __init__.py 的 bootstrap_scenes 在 import 时注册 + 运行时绑定 handler/builder/executor（解决循环 import） - 查询场景 priority=50 优先于 MODEL_ONLY 场景，确保规则匹配先于 LLM - 落地 UNIFIED_GATE_PIPELINE.md 架构文档：目标架构 / 验收标准（接入 O(1)）/ 3 阶段迁移路径 - 76 passed，scene 注册表未破坏现有代码；与 intent_registry 暂时并存，P1.3-P1.8 会统一迁移	2026-06-25 15:09:16 +08:00
caoxiaozhu	e9d7c56d5b	feat(server): 会话上下文保留（LLM 历史 + 确定性兜底双保险）解决用户删除草稿后说'再提交'丢失上下文的问题： - steward.py 新增 _inject_recent_conversation_history：build_plan 前读最近 10 条对话注入 context_json - steward_intent_agent.py 的 _build_messages 把 recent_history 暴露给模型，system prompt 加确认类话术引导 - 新建 steward_context_resume.py：should_resume_recent_task 检测'再提交'类话术 + state 有可恢复 flow，attach_resumed_task 从 state 恢复 task - 两个 plan 入口（/plans 和 /plans/stream）都已接入双保险 - 后端 67 passed，端到端验证'上海出差→再提交'成功恢复 task	2026-06-25 15:08:56 +08:00