From eea95c19615987d66dde4b547df1c28b4febe8f9 Mon Sep 17 00:00:00 2001
From: SengokuCola <1026294844@qq.com>
Date: Mon, 4 May 2026 22:52:41 +0800
Subject: [PATCH] =?UTF-8?q?feat=EF=BC=9Awebui=E6=94=AF=E6=8C=81=E6=9B=B4?=
 =?UTF-8?q?=E5=8A=A0=E4=BC=98=E5=8C=96=E7=9A=84=E6=A8=A1=E5=9E=8B=E9=85=8D?=
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 =?UTF-8?q?=E4=BD=93=E9=AA=8C=EF=BC=8C=E6=94=AF=E6=8C=81=E8=AE=BE=E7=BD=AE?=
 =?UTF-8?q?=E8=A7=86=E8=A7=89=E5=92=8Ccache=E4=BB=B7=E6=A0=BC=EF=BC=8C?=
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 =?UTF-8?q?=E7=94=9F=E6=95=88=E7=9A=84=E9=97=AE=E9=A2=98=EF=BC=8C=E4=BF=AE?=
 =?UTF-8?q?=E5=A4=8D=E8=A1=A8=E6=83=85=E5=8C=85=E8=B7=AF=E5=BE=84=E9=94=99?=
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MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 dashboard/package-lock.json                   |   4 +-
 dashboard/package.json                        |   2 +-
 .../dynamic-form/DynamicConfigForm.tsx        |  76 +-----
 .../components/dynamic-form/DynamicField.tsx  |  60 ++++-
 .../__tests__/DynamicField.test.tsx           |  76 ++++++
 .../src/components/expression-reviewer.tsx    |  16 +-
 dashboard/src/i18n/locales/zh.json            |  12 +-
 dashboard/src/lib/config-api.ts               |  12 +-
 dashboard/src/routes/config/bot.tsx           | 174 +++++++++---
 .../bot/hooks/ListItemEditorHookFactory.tsx   | 126 +++++++--
 .../config/bot/hooks/complexFieldHooks.tsx    |  40 +++
 .../src/routes/config/bot/hooks/index.ts      |   1 +
 dashboard/src/routes/config/model.tsx         | 248 +++++++++++++-----
 .../config/model/components/ModelCardList.tsx |   5 +
 .../config/model/components/ModelTable.tsx    |  14 +-
 .../model/components/TaskConfigCard.tsx       | 127 ++++++---
 .../src/routes/config/model/constants.ts      |  24 +-
 .../config/model/hooks/useModelAutoSave.ts    |   3 +
 .../routes/config/model/hooks/useModelTour.ts |  63 ++++-
 dashboard/src/routes/config/model/types.ts    |   3 +
 .../src/routes/config/modelProvider/index.tsx |  27 +-
 dashboard/src/routes/mcp-settings.tsx         |  25 +-
 dashboard/src/routes/resource/emoji/index.tsx |   2 +-
 .../resource/expression/ExpressionDialogs.tsx |   6 +-
 .../resource/expression/ExpressionList.tsx    |  12 +-
 .../src/routes/resource/expression/index.tsx  |  48 ++--
 .../src/routes/resource/jargon/index.tsx      |   2 +-
 dashboard/src/types/config-schema.ts          |   3 +-
 dashboard/src/types/expression.ts             |   1 +
 src/chat/replyer/maisaka_generator_base.py    |  21 +-
 src/config/config.py                          |   2 +-
 src/config/config_base.py                     |   1 -
 src/config/model_configs.py                   |  42 +--
 src/config/official_configs.py                |  27 +-
 src/emoji_system/emoji_manager.py             | 109 +++++---
 src/webui/config_schema.py                    |   3 -
 src/webui/routers/expression.py               | 199 ++++++++++----
 uv.lock                                       |  26 +-
 38 files changed, 1188 insertions(+), 454 deletions(-)

diff --git a/dashboard/package-lock.json b/dashboard/package-lock.json
index 494c87bf..77877140 100644
--- a/dashboard/package-lock.json
+++ b/dashboard/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "maibot-dashboard",
-  "version": "1.0.3",
+  "version": "1.0.5",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "maibot-dashboard",
-      "version": "1.0.3",
+      "version": "1.0.5",
       "dependencies": {
         "@codemirror/lang-css": "^6.3.1",
         "@codemirror/lang-javascript": "^6.2.4",
diff --git a/dashboard/package.json b/dashboard/package.json
index 3db4e7ac..85e72315 100644
--- a/dashboard/package.json
+++ b/dashboard/package.json
@@ -1,7 +1,7 @@
 {
   "name": "maibot-dashboard",
   "private": true,
-  "version": "1.0.4",
+  "version": "1.0.5",
   "type": "module",
   "main": "./out/main/index.js",
   "scripts": {
diff --git a/dashboard/src/components/dynamic-form/DynamicConfigForm.tsx b/dashboard/src/components/dynamic-form/DynamicConfigForm.tsx
index 71d1de92..b057e6f4 100644
--- a/dashboard/src/components/dynamic-form/DynamicConfigForm.tsx
+++ b/dashboard/src/components/dynamic-form/DynamicConfigForm.tsx
@@ -76,7 +76,6 @@ function DynamicConfigSection({
   basePath,
   hooks,
   level,
-  mergedChildren = [],
   nestedSchema,
   onChange,
   sectionDescription,
@@ -87,11 +86,6 @@ function DynamicConfigSection({
   basePath: string
   hooks: FieldHookRegistry
   level: number
-  mergedChildren?: Array<{
-    key: string
-    schema: ConfigSchema
-    values: Record<string, unknown>
-  }>
   nestedSchema: ConfigSchema
   onChange: (field: string, value: unknown) => void
   sectionDescription?: string
@@ -100,9 +94,7 @@ function DynamicConfigSection({
   values: Record<string, unknown>
 }) {
   const [advancedVisible, setAdvancedVisible] = React.useState(false)
-  const hasAdvanced =
-    hasTopLevelAdvancedFields(nestedSchema) ||
-    mergedChildren.some((child) => hasTopLevelAdvancedFields(child.schema))
+  const hasAdvanced = hasTopLevelAdvancedFields(nestedSchema)
 
   return (
     <Card>
@@ -135,37 +127,6 @@ function DynamicConfigSection({
           level={level}
           advancedVisible={hasAdvanced ? advancedVisible : undefined}
         />
-        {mergedChildren.map((child) => {
-          const childTitle = resolveSectionTitle(child.schema)
-          const childDescription = resolveSectionDescription(child.schema, childTitle)
-          const parentPath = basePath.includes('.')
-            ? basePath.replace(/\.[^.]+$/, '')
-            : ''
-          const childPath = buildFieldPath(parentPath, child.key)
-
-          return (
-            <div key={child.key} className="mt-5 border-t border-border/50 pt-4">
-              <div className="mb-3 space-y-1">
-                <div className="flex items-center gap-2">
-                  <SectionIcon iconName={child.schema.uiIcon} />
-                  <h3 className="text-sm font-medium">{childTitle}</h3>
-                </div>
-                {childDescription && (
-                  <p className="text-xs text-muted-foreground">{childDescription}</p>
-                )}
-              </div>
-              <DynamicConfigForm
-                schema={child.schema}
-                values={child.values}
-                onChange={(field, value) => onChange(`${child.key}.${field}`, value)}
-                basePath={childPath}
-                hooks={hooks}
-                level={level}
-                advancedVisible={hasAdvanced ? advancedVisible : undefined}
-              />
-            </div>
-          )
-        })}
       </CardContent>
     </Card>
   )
@@ -197,17 +158,6 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
     () => new Map(schema.fields.map((field) => [field.name, field])),
     [schema.fields],
   )
-  const mergedChildKeys = React.useMemo(() => {
-    const keys = new Set<string>()
-    for (const nestedSchema of Object.values(schema.nested ?? {})) {
-      for (const childKey of nestedSchema.uiMergeChildren ?? []) {
-        if (schema.nested?.[childKey]) {
-          keys.add(childKey)
-        }
-      }
-    }
-    return keys
-  }, [schema.nested])
 
   const renderField = (field: FieldSchema) => {
     const fieldPath = buildFieldPath(basePath, field.name)
@@ -294,7 +244,6 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
 
       {schema.nested &&
         Object.entries(schema.nested)
-          .filter(([key]) => !mergedChildKeys.has(key))
           .map(([key, nestedSchema]) => {
           const nestedField = fieldMap.get(key)
           const nestedFieldPath = buildFieldPath(basePath, key)
@@ -342,34 +291,11 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
 
           const sectionTitle = resolveSectionTitle(nestedSchema)
           const sectionDescription = resolveSectionDescription(nestedSchema, sectionTitle)
-          const mergedChildren = (nestedSchema.uiMergeChildren ?? [])
-            .map((childKey) => {
-              const childSchema = schema.nested?.[childKey]
-              if (!childSchema) {
-                return null
-              }
-
-              return {
-                key: childKey,
-                schema: childSchema,
-                values: (values[childKey] as Record<string, unknown>) || {},
-              }
-            })
-            .filter(
-              (
-                child,
-              ): child is {
-                key: string
-                schema: ConfigSchema
-                values: Record<string, unknown>
-              } => Boolean(child),
-            )
 
           if (level === 0) {
             return (
               <DynamicConfigSection
                 key={key}
-                mergedChildren={mergedChildren}
                 nestedSchema={nestedSchema}
                 values={(values[key] as Record<string, unknown>) || {}}
                 onChange={onChange}
diff --git a/dashboard/src/components/dynamic-form/DynamicField.tsx b/dashboard/src/components/dynamic-form/DynamicField.tsx
index a0e72304..27ce7856 100644
--- a/dashboard/src/components/dynamic-form/DynamicField.tsx
+++ b/dashboard/src/components/dynamic-form/DynamicField.tsx
@@ -31,6 +31,23 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
   value,
   onChange,
 }) => {
+  const parseNumericValue = (rawValue: unknown, fallback: number) => {
+    if (typeof rawValue === 'number' && Number.isFinite(rawValue)) {
+      return rawValue
+    }
+
+    if (typeof rawValue === 'string') {
+      const parsedValue = schema.type === 'integer'
+        ? parseInt(rawValue, 10)
+        : parseFloat(rawValue)
+      if (Number.isFinite(parsedValue)) {
+        return parsedValue
+      }
+    }
+
+    return fallback
+  }
+
   const renderPrimitiveArrayEditor = () => {
     const itemType = schema.items?.type ?? 'string'
     const arrayValue = Array.isArray(value)
@@ -94,6 +111,12 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
     return <IconComponent className="h-4 w-4" />
   }
 
+  const isRuleTypeSelect =
+    schema.name === 'rule_type' &&
+    (schema.type === 'select' || schema['x-widget'] === 'select')
+  const inlineDescription = isRuleTypeSelect ? '' : schema.description
+  const selectHoverDescription = isRuleTypeSelect ? schema.description : undefined
+
   const renderFieldHeader = () => (
     <div className="flex flex-wrap items-center gap-x-2 gap-y-1">
       <Label
@@ -108,9 +131,9 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
         <span className="break-all">{schema.label}</span>
         {schema.required && <span className="text-destructive">*</span>}
       </Label>
-      {schema.description && (
+      {inlineDescription && (
         <span className="text-[13px] leading-6 text-muted-foreground whitespace-pre-line">
-          {schema.description}
+          {inlineDescription}
         </span>
       )}
     </div>
@@ -129,6 +152,9 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
         case 'slider':
           return renderSlider()
         case 'input':
+          if (type === 'integer' || type === 'number') {
+            return renderNumberInput()
+          }
           return renderTextInput()
         case 'number':
           return renderNumberInput()
@@ -214,7 +240,7 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
    * 渲染 Slider 组件（用于 number 类型 + x-widget: slider）
    */
   const renderSlider = () => {
-    const numValue = typeof value === 'number' ? value : (schema.default as number ?? 0)
+    const numValue = parseNumericValue(value, schema.default as number ?? 0)
     const min = schema.minValue ?? 0
     const max = schema.maxValue ?? 100
     const step = schema.step ?? 1
@@ -241,7 +267,7 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
    * 渲染 Input[type="number"] 组件（用于 number/integer 类型）
    */
   const renderNumberInput = () => {
-    const numValue = typeof value === 'number' ? value : (schema.default as number ?? 0)
+    const numValue = parseNumericValue(value, schema.default as number ?? 0)
     const min = schema.minValue
     const max = schema.maxValue
     const step = schema.step ?? (schema.type === 'integer' ? 1 : 0.1)
@@ -250,7 +276,12 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
       <Input
         type="number"
         value={numValue}
-        onChange={(e) => onChange(parseFloat(e.target.value) || 0)}
+        onChange={(e) => {
+          const nextValue = schema.type === 'integer'
+            ? parseInt(e.target.value, 10)
+            : parseFloat(e.target.value)
+          onChange(Number.isFinite(nextValue) ? nextValue : 0)
+        }}
         min={min}
         max={max}
         step={step}
@@ -262,7 +293,12 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
    * 渲染 Input[type="text"] 组件（用于 string 类型）
    */
   const renderTextInput = (type: 'password' | 'text' = 'text') => {
-    const strValue = typeof value === 'string' ? value : (schema.default as string ?? '')
+    const strValue =
+      typeof value === 'string'
+        ? value
+        : value === null || value === undefined
+          ? String(schema.default ?? '')
+          : String(value)
     return (
       <Input
         type={type}
@@ -277,11 +313,19 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
    */
   const renderTextarea = () => {
     const strValue = typeof value === 'string' ? value : (schema.default as string ?? '')
+    const minHeight = typeof schema['x-textarea-min-height'] === 'number'
+      ? schema['x-textarea-min-height']
+      : undefined
+    const rows = typeof schema['x-textarea-rows'] === 'number'
+      ? schema['x-textarea-rows']
+      : 4
+
     return (
       <Textarea
         value={strValue}
         onChange={(e) => onChange(e.target.value)}
-        rows={4}
+        rows={rows}
+        minHeight={minHeight}
       />
     )
   }
@@ -303,7 +347,7 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
 
     return (
       <Select value={strValue} onValueChange={(val) => onChange(val)}>
-        <SelectTrigger>
+        <SelectTrigger title={selectHoverDescription}>
           <SelectValue placeholder={`Select ${schema.label}`} />
         </SelectTrigger>
         <SelectContent>
diff --git a/dashboard/src/components/dynamic-form/__tests__/DynamicField.test.tsx b/dashboard/src/components/dynamic-form/__tests__/DynamicField.test.tsx
index f018643b..d916288c 100644
--- a/dashboard/src/components/dynamic-form/__tests__/DynamicField.test.tsx
+++ b/dashboard/src/components/dynamic-form/__tests__/DynamicField.test.tsx
@@ -100,6 +100,42 @@ describe('DynamicField', () => {
 
       expect(screen.getByText('Custom field requires Hook')).toBeInTheDocument()
     })
+
+    it('renders number Input when x-widget is input but type is integer', () => {
+      const schema: FieldSchema = {
+        name: 'test_integer_input_widget',
+        type: 'integer',
+        label: 'Test Integer Input Widget',
+        description: 'A numeric field rendered as input',
+        required: false,
+        'x-widget': 'input',
+        default: 0,
+      }
+      const onChange = vi.fn()
+
+      render(<DynamicField schema={schema} value={2} onChange={onChange} />)
+
+      const input = screen.getByRole('spinbutton')
+      expect(input).toBeInTheDocument()
+      expect(input).toHaveValue(2)
+    })
+
+    it('parses string values for numeric input widgets', () => {
+      const schema: FieldSchema = {
+        name: 'test_string_number_input_widget',
+        type: 'integer',
+        label: 'Test String Number Input Widget',
+        description: 'A numeric field with legacy string value',
+        required: false,
+        'x-widget': 'input',
+        default: 0,
+      }
+      const onChange = vi.fn()
+
+      render(<DynamicField schema={schema} value="2" onChange={onChange} />)
+
+      expect(screen.getByRole('spinbutton')).toHaveValue(2)
+    })
   })
 
   describe('type fallback', () => {
@@ -305,6 +341,27 @@ describe('DynamicField', () => {
       await user.type(input, '123')
       expect(onChange).toHaveBeenCalled()
     })
+
+    it('triggers numeric onChange for input widget with integer type', async () => {
+      const schema: FieldSchema = {
+        name: 'test_integer_input_widget_change',
+        type: 'integer',
+        label: 'Test Integer Input Widget Change',
+        description: 'A numeric field rendered as input',
+        required: false,
+        'x-widget': 'input',
+        default: 0,
+      }
+      const onChange = vi.fn()
+      const user = userEvent.setup()
+
+      render(<DynamicField schema={schema} value={0} onChange={onChange} />)
+
+      const input = screen.getByRole('spinbutton')
+      await user.clear(input)
+      await user.type(input, '5')
+      expect(onChange).toHaveBeenLastCalledWith(5)
+    })
   })
 
   describe('visual features', () => {
@@ -377,6 +434,25 @@ describe('DynamicField', () => {
       expect(screen.getByText('50')).toBeInTheDocument()
       expect(screen.getByText('25')).toBeInTheDocument()
     })
+
+    it('parses string values for slider widgets', () => {
+      const schema: FieldSchema = {
+        name: 'test_slider_string_value',
+        type: 'number',
+        label: 'Test Slider String Value',
+        description: 'A slider with legacy string value',
+        required: false,
+        'x-widget': 'slider',
+        minValue: 0,
+        maxValue: 10,
+        default: 0,
+      }
+      const onChange = vi.fn()
+
+      render(<DynamicField schema={schema} value="2.5" onChange={onChange} />)
+
+      expect(screen.getByText('2.5')).toBeInTheDocument()
+    })
   })
 
   describe('select features', () => {
diff --git a/dashboard/src/components/expression-reviewer.tsx b/dashboard/src/components/expression-reviewer.tsx
index e03d9f06..35b82819 100644
--- a/dashboard/src/components/expression-reviewer.tsx
+++ b/dashboard/src/components/expression-reviewer.tsx
@@ -552,8 +552,8 @@ export function ExpressionReviewer({ open, onOpenChange }: ExpressionReviewerPro
   }
 
   // 获取聊天名称
-  const getChatName = (chatId: string): string => {
-    return chatNameMap.get(chatId) || chatId
+  const getChatName = (expression: Expression): string => {
+    return expression.chat_name || chatNameMap.get(expression.chat_id) || expression.chat_id
   }
 
   // 单条审核
@@ -1104,8 +1104,8 @@ export function ExpressionReviewer({ open, onOpenChange }: ExpressionReviewerPro
                       <div className="flex flex-wrap items-center gap-1 sm:gap-2 text-xs text-muted-foreground">
                         <span>#{expr.id}</span>
                         <span>·</span>
-                        <span title={getChatName(expr.chat_id)} className="truncate max-w-24 sm:max-w-32">
-                          {getChatName(expr.chat_id)}
+                        <span title={getChatName(expr)} className="truncate max-w-24 sm:max-w-32">
+                          {getChatName(expr)}
                         </span>
                         <span>·</span>
                         <span>{formatTime(expr.create_date)}</span>
@@ -1585,8 +1585,8 @@ if (isCurrent) {
                                 <div className="w-6 h-6 rounded-full bg-primary/10 flex items-center justify-center text-primary">
                                   <User className="h-3 w-3" />
                                 </div>
-                                <span title={getChatName(expr.chat_id)} className="truncate max-w-[120px] font-medium">
-                                  {getChatName(expr.chat_id)}
+                                <span title={getChatName(expr)} className="truncate max-w-[120px] font-medium">
+                                  {getChatName(expr)}
                                 </span>
                               </div>
                               <span className="font-mono">{formatTime(expr.create_date)}</span>
@@ -1638,8 +1638,8 @@ if (isCurrent) {
                                 <div className="w-6 h-6 rounded-full bg-primary/10 flex items-center justify-center text-primary">
                                   <User className="h-3 w-3" />
                                 </div>
-                                <span title={getChatName(expr.chat_id)} className="truncate max-w-[120px] font-medium">
-                                  {getChatName(expr.chat_id)}
+                                <span title={getChatName(expr)} className="truncate max-w-[120px] font-medium">
+                                  {getChatName(expr)}
                                 </span>
                               </div>
                               <span className="font-mono">{formatTime(expr.create_date)}</span>
diff --git a/dashboard/src/i18n/locales/zh.json b/dashboard/src/i18n/locales/zh.json
index d1efaefd..35db2a8d 100644
--- a/dashboard/src/i18n/locales/zh.json
+++ b/dashboard/src/i18n/locales/zh.json
@@ -29,9 +29,9 @@
       "modelManagement": "模型管理与分配",
       "promptManagement": "Prompt 管理",
       "adapterConfig": "麦麦适配器配置",
-      "emojiManagement": "表情包管理",
-      "expressionManagement": "表达方式管理",
-      "slangManagement": "黑话管理",
+      "emojiManagement": "表情包",
+      "expressionManagement": "表达方式",
+      "slangManagement": "黑话",
       "personInfo": "人物信息管理",
       "knowledgeGraph": "长期记忆图谱",
       "knowledgeBase": "长期记忆",
@@ -779,13 +779,13 @@
       "modelProviderDesc": "配置模型提供商",
       "model": "麦麦模型配置",
       "modelDesc": "配置模型参数",
-      "emoji": "表情包管理",
+      "emoji": "表情包",
       "emojiDesc": "管理麦麦的表情包",
-      "expression": "表达方式管理",
+      "expression": "表达方式",
       "expressionDesc": "管理麦麦的表达方式",
       "person": "人物信息管理",
       "personDesc": "管理人物信息",
-      "jargon": "黑话管理",
+      "jargon": "黑话",
       "jargonDesc": "管理麦麦学习到的黑话和俚语",
       "statistics": "统计信息",
       "statisticsDesc": "查看使用统计",
diff --git a/dashboard/src/lib/config-api.ts b/dashboard/src/lib/config-api.ts
index fa4ac5da..e995a6a2 100644
--- a/dashboard/src/lib/config-api.ts
+++ b/dashboard/src/lib/config-api.ts
@@ -13,7 +13,7 @@ const API_BASE = '/api/webui/config'
  * 获取麦麦主程序配置架构
  */
 export async function getBotConfigSchema(): Promise<ApiResponse<ConfigSchema>> {
-  const response = await fetchWithAuth(`${API_BASE}/schema/bot`)
+  const response = await fetchWithAuth(`${API_BASE}/schema/bot`, { cache: 'no-store' })
   return parseResponse<ConfigSchema>(response)
 }
 
@@ -21,7 +21,7 @@ export async function getBotConfigSchema(): Promise<ApiResponse<ConfigSchema>> {
  * 获取模型配置架构
  */
 export async function getModelConfigSchema(): Promise<ApiResponse<ConfigSchema>> {
-  const response = await fetchWithAuth(`${API_BASE}/schema/model`)
+  const response = await fetchWithAuth(`${API_BASE}/schema/model`, { cache: 'no-store' })
   return parseResponse<ConfigSchema>(response)
 }
 
@@ -29,7 +29,7 @@ export async function getModelConfigSchema(): Promise<ApiResponse<ConfigSchema>>
  * 获取指定配置节的架构
  */
 export async function getConfigSectionSchema(sectionName: string): Promise<ApiResponse<ConfigSchema>> {
-  const response = await fetchWithAuth(`${API_BASE}/schema/section/${sectionName}`)
+  const response = await fetchWithAuth(`${API_BASE}/schema/section/${sectionName}`, { cache: 'no-store' })
   return parseResponse<ConfigSchema>(response)
 }
 
@@ -37,7 +37,7 @@ export async function getConfigSectionSchema(sectionName: string): Promise<ApiRe
  * 获取麦麦主程序配置数据
  */
 export async function getBotConfig(): Promise<ApiResponse<Record<string, unknown>>> {
-  const response = await fetchWithAuth(`${API_BASE}/bot`)
+  const response = await fetchWithAuth(`${API_BASE}/bot`, { cache: 'no-store' })
   return parseResponse<Record<string, unknown>>(response)
 }
 
@@ -45,7 +45,7 @@ export async function getBotConfig(): Promise<ApiResponse<Record<string, unknown
  * 获取模型配置数据
  */
 export async function getModelConfig(): Promise<ApiResponse<Record<string, unknown>>> {
-  const response = await fetchWithAuth(`${API_BASE}/model`)
+  const response = await fetchWithAuth(`${API_BASE}/model`, { cache: 'no-store' })
   return parseResponse<Record<string, unknown>>(response)
 }
 
@@ -66,7 +66,7 @@ export async function updateBotConfig(
  * 获取麦麦主程序配置的原始 TOML 内容
  */
 export async function getBotConfigRaw(): Promise<ApiResponse<string>> {
-  const response = await fetchWithAuth(`${API_BASE}/bot/raw`)
+  const response = await fetchWithAuth(`${API_BASE}/bot/raw`, { cache: 'no-store' })
   return parseResponse<string>(response)
 }
 
diff --git a/dashboard/src/routes/config/bot.tsx b/dashboard/src/routes/config/bot.tsx
index 08c0bf5a..fe5dce5a 100644
--- a/dashboard/src/routes/config/bot.tsx
+++ b/dashboard/src/routes/config/bot.tsx
@@ -24,10 +24,11 @@ import { getBotConfig, getBotConfigRaw, getBotConfigSchema, updateBotConfig, upd
 import { fieldHooks } from '@/lib/field-hooks'
 import { RestartProvider, useRestart } from '@/lib/restart-context'
 
-import { Code2, Info, Layout, Power, Save } from 'lucide-react'
+import { ChevronDown, ChevronUp, Code2, Info, Layout, Power, RefreshCw, Save } from 'lucide-react'
 
 import type { ConfigSchema } from '@/types/config-schema'
 import {
+  ChatPromptsHook,
   ChatTalkValueRulesHook,
   ExpressionGroupsHook,
   ExpressionLearningListHook,
@@ -50,13 +51,27 @@ const TAB_ORDER = [
   'personality',
   'chat',
   'expression',
+  'visual',
+  'a_memorix',
+  'message_receive',
   'emoji',
+  'voice',
   'response_post_process',
   'webui',
   'plugin_runtime',
   'log',
 ]
 
+/** 默认展示的主配置栏目 */
+const DEFAULT_VISIBLE_TAB_IDS = new Set([
+  'bot',
+  'personality',
+  'chat',
+  'expression',
+  'visual',
+  'a_memorix',
+])
+
 // ==================== Tab 分组类型与构建 ====================
 interface TabGroup {
   id: string
@@ -143,6 +158,9 @@ function BotConfigPageContent() {
   const [sourceCode, setSourceCode] = useState<string>('')
   const [hasTomlError, setHasTomlError] = useState(false)
   const [tomlErrorMessage, setTomlErrorMessage] = useState<string>('')
+  const [restartNoticeVisible, setRestartNoticeVisible] = useState(
+    () => localStorage.getItem('bot-config-restart-notice-dismissed') !== 'true'
+  )
   const { toast } = useToast()
   const { triggerRestart, isRestarting } = useRestart()
 
@@ -160,6 +178,7 @@ function BotConfigPageContent() {
   const [responsePostProcessConfig, setResponsePostProcessConfig] = useState<ConfigSectionData | null>(null)
   const [chineseTypoConfig, setChineseTypoConfig] = useState<ConfigSectionData | null>(null)
   const [responseSplitterConfig, setResponseSplitterConfig] = useState<ConfigSectionData | null>(null)
+  const [logConfig, setLogConfig] = useState<ConfigSectionData | null>(null)
   const [debugConfig, setDebugConfig] = useState<ConfigSectionData | null>(null)
   const [maimMessageConfig, setMaimMessageConfig] = useState<ConfigSectionData | null>(null)
   const [telemetryConfig, setTelemetryConfig] = useState<ConfigSectionData | null>(null)
@@ -174,6 +193,7 @@ function BotConfigPageContent() {
 
   // 用于标记初始加载和配置缓存
   const initialLoadRef = useRef(true)
+  const suppressAutoSaveRef = useRef(false)
   const configRef = useRef<Record<string, unknown>>({})
 
   // ==================== 辅助函数 ====================
@@ -240,6 +260,7 @@ function BotConfigPageContent() {
    * 抽取自 loadConfig 和 handleModeChange 中的重复逻辑
    */
   const parseAndSetConfig = useCallback((config: Record<string, unknown>) => {
+    suppressAutoSaveRef.current = true
     configRef.current = config
 
     setBotConfig((config.bot ?? {}) as ConfigSectionData)
@@ -255,6 +276,7 @@ function BotConfigPageContent() {
     setResponsePostProcessConfig((config.response_post_process ?? {}) as ConfigSectionData)
     setChineseTypoConfig((config.chinese_typo ?? {}) as ConfigSectionData)
     setResponseSplitterConfig((config.response_splitter ?? {}) as ConfigSectionData)
+    setLogConfig((config.log ?? {}) as ConfigSectionData)
     setDebugConfig((config.debug ?? {}) as ConfigSectionData)
     setMaimMessageConfig((config.maim_message ?? {}) as ConfigSectionData)
     setTelemetryConfig((config.telemetry ?? {}) as ConfigSectionData)
@@ -263,6 +285,10 @@ function BotConfigPageContent() {
     setMcpConfig((config.mcp ?? {}) as ConfigSectionData)
     setPluginRuntimeConfig((config.plugin_runtime ?? {}) as ConfigSectionData)
     setAMemorixConfig((config.a_memorix ?? {}) as ConfigSectionData)
+
+    window.setTimeout(() => {
+      suppressAutoSaveRef.current = false
+    }, 0)
   }, [])
 
   /**
@@ -285,6 +311,7 @@ function BotConfigPageContent() {
       response_post_process: responsePostProcessConfig,
       chinese_typo: chineseTypoConfig,
       response_splitter: responseSplitterConfig,
+      log: logConfig,
       debug: debugConfig,
       maim_message: maimMessageConfig,
       telemetry: telemetryConfig,
@@ -308,6 +335,7 @@ function BotConfigPageContent() {
     responsePostProcessConfig,
     chineseTypoConfig,
     responseSplitterConfig,
+    logConfig,
     debugConfig,
     maimMessageConfig,
     telemetryConfig,
@@ -394,6 +422,7 @@ function BotConfigPageContent() {
 
   useEffect(() => {
     const hookEntries = [
+      ['chat.chat_prompts', ChatPromptsHook],
       ['chat.talk_value_rules', ChatTalkValueRulesHook],
       ['expression.expression_groups', ExpressionGroupsHook],
       ['expression.learning_list', ExpressionLearningListHook],
@@ -421,30 +450,41 @@ function BotConfigPageContent() {
     setHasUnsavedChanges
   )
 
+  const triggerConfigAutoSave = useCallback(
+    (sectionName: Parameters<typeof triggerAutoSave>[0], data: unknown) => {
+      if (suppressAutoSaveRef.current) {
+        return
+      }
+      triggerAutoSave(sectionName, data)
+    },
+    [triggerAutoSave]
+  )
+
   // 使用 useConfigAutoSave hook 简化配置变化监听
   // 注意: useConfigAutoSave 是一个 hook，不能在条件语句或循环中调用
   // 因此我们仍然需要逐个调用，但代码更简洁
-  useConfigAutoSave(botConfig, 'bot', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(personalityConfig, 'personality', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(chatConfig, 'chat', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(expressionConfig, 'expression', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(emojiConfig, 'emoji', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(memoryConfig, 'memory', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(visualConfig, 'visual', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(voiceConfig, 'voice', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(messageReceiveConfig, 'message_receive', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(keywordReactionConfig, 'keyword_reaction', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(responsePostProcessConfig, 'response_post_process', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(chineseTypoConfig, 'chinese_typo', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(responseSplitterConfig, 'response_splitter', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(debugConfig, 'debug', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(maimMessageConfig, 'maim_message', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(telemetryConfig, 'telemetry', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(webuiConfig, 'webui', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(databaseConfig, 'database', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(mcpConfig, 'mcp', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(pluginRuntimeConfig, 'plugin_runtime', initialLoadRef.current, triggerAutoSave)
-  useConfigAutoSave(aMemorixConfig, 'a_memorix', initialLoadRef.current, triggerAutoSave)
+  useConfigAutoSave(botConfig, 'bot', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(personalityConfig, 'personality', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(chatConfig, 'chat', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(expressionConfig, 'expression', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(emojiConfig, 'emoji', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(memoryConfig, 'memory', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(visualConfig, 'visual', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(voiceConfig, 'voice', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(messageReceiveConfig, 'message_receive', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(keywordReactionConfig, 'keyword_reaction', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(responsePostProcessConfig, 'response_post_process', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(chineseTypoConfig, 'chinese_typo', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(responseSplitterConfig, 'response_splitter', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(logConfig, 'log', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(debugConfig, 'debug', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(maimMessageConfig, 'maim_message', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(telemetryConfig, 'telemetry', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(webuiConfig, 'webui', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(databaseConfig, 'database', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(mcpConfig, 'mcp', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(pluginRuntimeConfig, 'plugin_runtime', initialLoadRef.current, triggerConfigAutoSave)
+  useConfigAutoSave(aMemorixConfig, 'a_memorix', initialLoadRef.current, triggerConfigAutoSave)
 
   // 保存源代码
   const saveSourceCode = async () => {
@@ -592,6 +632,21 @@ function BotConfigPageContent() {
     await triggerRestart()
   }
 
+  const dismissRestartNotice = () => {
+    localStorage.setItem('bot-config-restart-notice-dismissed', 'true')
+    setRestartNoticeVisible(false)
+  }
+
+  const handleReloadFromFile = async () => {
+    cancelPendingAutoSave()
+    await loadConfig()
+    setHasUnsavedChanges(false)
+    toast({
+      title: '已刷新',
+      description: '已从 bot_config.toml 重新读取配置',
+    })
+  }
+
   // 保存并重启
   const handleSaveAndRestart = async () => {
     try {
@@ -650,6 +705,7 @@ function BotConfigPageContent() {
       response_post_process: responsePostProcessConfig,
       chinese_typo: chineseTypoConfig,
       response_splitter: responseSplitterConfig,
+      log: logConfig,
       debug: debugConfig,
       maim_message: maimMessageConfig,
       telemetry: telemetryConfig,
@@ -673,6 +729,7 @@ function BotConfigPageContent() {
       responsePostProcessConfig,
       chineseTypoConfig,
       responseSplitterConfig,
+      logConfig,
       debugConfig,
       maimMessageConfig,
       telemetryConfig,
@@ -699,6 +756,7 @@ function BotConfigPageContent() {
       response_post_process: setResponsePostProcessConfig,
       chinese_typo: setChineseTypoConfig,
       response_splitter: setResponseSplitterConfig,
+      log: setLogConfig,
       debug: setDebugConfig,
       maim_message: setMaimMessageConfig,
       telemetry: setTelemetryConfig,
@@ -736,6 +794,16 @@ function BotConfigPageContent() {
             </div>
             {/* 按钮组 - 桌面端靠右 */}
             <div className="flex gap-2 flex-shrink-0">
+              <Button
+                onClick={handleReloadFromFile}
+                disabled={saving || autoSaving || isRestarting}
+                size="sm"
+                variant="outline"
+                className="w-20 sm:w-24"
+              >
+                <RefreshCw className="h-3 w-3 sm:h-4 sm:w-4 mr-1" />
+                刷新
+              </Button>
               <Button
                 onClick={editMode === 'visual' ? saveConfig : saveSourceCode}
                 disabled={saving || autoSaving || !hasUnsavedChanges || isRestarting}
@@ -804,12 +872,19 @@ function BotConfigPageContent() {
         </div>
 
         {/* 重启提示 */}
-        <Alert>
-          <Info className="h-4 w-4" />
-          <AlertDescription>
-            配置更新后需要<strong>重启麦麦</strong>才能生效。你可以点击右上角的"保存并重启"按钮一键完成保存和重启。
-          </AlertDescription>
-        </Alert>
+        {restartNoticeVisible && (
+          <Alert>
+            <Info className="h-4 w-4" />
+            <AlertDescription className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+              <span>
+                配置更新后需要<strong>重启麦麦</strong>才能生效。你可以点击右上角的"保存并重启"按钮一键完成保存和重启。
+              </span>
+              <Button type="button" variant="outline" size="sm" onClick={dismissRestartNotice}>
+                我知道了
+              </Button>
+            </AlertDescription>
+          </Alert>
+        )}
 
         {/* 源代码模式 */}
         {editMode === 'source' && (
@@ -903,11 +978,34 @@ interface DynamicConfigTabsProps {
 
 function DynamicConfigTabs(props: DynamicConfigTabsProps) {
   const { configSchema, sectionValues, setHasUnsavedChanges, setSectionValue, tabGroups } = props
+  const [expanded, setExpanded] = useState(false)
+  const [activeTab, setActiveTab] = useState(tabGroups[0]?.id ?? '')
+
+  useEffect(() => {
+    if (!tabGroups.some((tab) => tab.id === activeTab)) {
+      setActiveTab(tabGroups[0]?.id ?? '')
+    }
+  }, [activeTab, tabGroups])
 
   if (tabGroups.length === 0 || !configSchema?.nested) {
     return null
   }
 
+  const visibleTabGroups = expanded
+    ? tabGroups
+    : tabGroups.filter((tab) => DEFAULT_VISIBLE_TAB_IDS.has(tab.id))
+  const hasCollapsibleTabs = tabGroups.some((tab) => !DEFAULT_VISIBLE_TAB_IDS.has(tab.id))
+
+  const toggleExpanded = () => {
+    setExpanded((current) => {
+      if (current && !DEFAULT_VISIBLE_TAB_IDS.has(activeTab)) {
+        const firstDefaultTab = tabGroups.find((tab) => DEFAULT_VISIBLE_TAB_IDS.has(tab.id))
+        setActiveTab(firstDefaultTab?.id ?? tabGroups[0]?.id ?? '')
+      }
+      return !current
+    })
+  }
+
   const renderTabContent = (tab: TabGroup) => {
     const tabNestedEntries = tab.sections
       .map((sectionName) => [sectionName, configSchema.nested?.[sectionName]] as const)
@@ -953,9 +1051,9 @@ function DynamicConfigTabs(props: DynamicConfigTabsProps) {
   }
 
   return (
-    <Tabs defaultValue={tabGroups[0].id} className="w-full">
+    <Tabs value={activeTab} onValueChange={setActiveTab} className="w-full">
       <TabsList className="flex flex-wrap h-auto gap-1 p-1">
-        {tabGroups.map((tab) => (
+        {visibleTabGroups.map((tab) => (
           <TabsTrigger
             key={tab.id}
             value={tab.id}
@@ -964,6 +1062,22 @@ function DynamicConfigTabs(props: DynamicConfigTabsProps) {
             {tab.label}
           </TabsTrigger>
         ))}
+        {hasCollapsibleTabs && (
+          <Button
+            type="button"
+            variant="ghost"
+            size="sm"
+            className="h-8 px-2 text-xs sm:h-9 sm:px-3"
+            onClick={toggleExpanded}
+          >
+            {expanded ? (
+              <ChevronUp className="mr-1 h-3.5 w-3.5" />
+            ) : (
+              <ChevronDown className="mr-1 h-3.5 w-3.5" />
+            )}
+            {expanded ? '收起' : '更多'}
+          </Button>
+        )}
       </TabsList>
       {tabGroups.map((tab) => (
         <TabsContent key={tab.id} value={tab.id} className="space-y-4">
diff --git a/dashboard/src/routes/config/bot/hooks/ListItemEditorHookFactory.tsx b/dashboard/src/routes/config/bot/hooks/ListItemEditorHookFactory.tsx
index c08f1cc3..127564ac 100644
--- a/dashboard/src/routes/config/bot/hooks/ListItemEditorHookFactory.tsx
+++ b/dashboard/src/routes/config/bot/hooks/ListItemEditorHookFactory.tsx
@@ -1,4 +1,4 @@
-import { useCallback, useMemo } from 'react'
+import { useCallback, useMemo, type CSSProperties } from 'react'
 import * as LucideIcons from 'lucide-react'
 import { Plus, Trash2 } from 'lucide-react'
 
@@ -31,6 +31,12 @@ export interface ListItemEditorOptions {
   emptyText?: string
   /** 顶部图标（覆盖 schema 自带的 x-icon） */
   iconName?: string
+  /** 紧凑布局：把指定字段放在同一行展示 */
+  fieldRows?: string[][]
+  /** Hook-local field UI metadata overrides */
+  fieldSchemaOverrides?: Record<string, Partial<FieldSchema>>
+  /** 添加按钮位置 */
+  addButtonPlacement?: 'top' | 'bottom'
 }
 
 function resolveLabel(schema?: ConfigSchema | FieldSchema, fieldPath?: string): string {
@@ -190,9 +196,105 @@ export function createListItemEditorHook(
       [items, onChange],
     )
 
+    const renderItemEditor = (item: Record<string, unknown>, index: number) => {
+      if (!nestedSchema) {
+        return null
+      }
+
+      if (!options.fieldRows?.length) {
+        return (
+          <DynamicConfigForm
+            schema={nestedSchema}
+            values={item}
+            onChange={(field, fieldValue) =>
+              handleItemFieldChange(index, field, fieldValue)
+            }
+            basePath=""
+            level={1}
+          />
+        )
+      }
+
+      const applyFieldOverride = (field: FieldSchema): FieldSchema => ({
+        ...field,
+        ...(options.fieldSchemaOverrides?.[field.name] ?? {}),
+      })
+      const fieldMap = new Map(
+        nestedSchema.fields.map((field) => [field.name, applyFieldOverride(field)]),
+      )
+      const rowFieldNames = new Set(options.fieldRows.flat())
+      const remainingFields = nestedSchema.fields
+        .filter((field) => !rowFieldNames.has(field.name))
+        .map(applyFieldOverride)
+      const buildRowSchema = (fields: FieldSchema[]): ConfigSchema => ({
+        ...nestedSchema,
+        fields,
+        nested: undefined,
+      })
+
+      return (
+        <div className="space-y-3">
+          {options.fieldRows.map((row, rowIndex) => {
+            const fields = row
+              .map((fieldName) => fieldMap.get(fieldName))
+              .filter((field): field is FieldSchema => Boolean(field))
+
+            if (fields.length === 0) {
+              return null
+            }
+
+            return (
+              <div
+                key={rowIndex}
+                className="grid gap-3 md:grid-cols-[repeat(var(--field-count),minmax(0,1fr))]"
+                style={{ '--field-count': fields.length } as CSSProperties}
+              >
+                {fields.map((field) => (
+                  <DynamicConfigForm
+                    key={field.name}
+                    schema={buildRowSchema([field])}
+                    values={item}
+                    onChange={(fieldName, fieldValue) =>
+                      handleItemFieldChange(index, fieldName, fieldValue)
+                    }
+                    basePath=""
+                    level={1}
+                  />
+                ))}
+              </div>
+            )
+          })}
+          {remainingFields.length > 0 && (
+            <DynamicConfigForm
+              schema={buildRowSchema(remainingFields)}
+              values={item}
+              onChange={(field, fieldValue) =>
+                handleItemFieldChange(index, field, fieldValue)
+              }
+              basePath=""
+              level={1}
+            />
+          )}
+        </div>
+      )
+    }
+
     const label = resolveLabel(schema, fieldPath)
     const description = resolveDescription(schema)
     const iconName = resolveIconName(options.iconName, schema, nestedSchema)
+    const addButtonPlacement = options.addButtonPlacement ?? 'bottom'
+    const addButton = (
+      <Button
+        type="button"
+        variant="outline"
+        size="sm"
+        onClick={handleAdd}
+        className="w-full"
+      >
+        <Plus className="mr-1 h-4 w-4" />
+        {options.addLabel ?? '添加一项'}
+      </Button>
+    )
 
     if (!nestedSchema) {
       return (
@@ -220,6 +322,7 @@ export function createListItemEditorHook(
           )}
         </CardHeader>
         <CardContent className="space-y-3">
+          {addButtonPlacement === 'top' && addButton}
           {items.length === 0 ? (
             <div className="rounded-md border border-dashed border-muted-foreground/25 bg-muted/10 p-6 text-center text-sm text-muted-foreground">
               {options.emptyText ?? '尚未添加任何条目，点击下方按钮新增。'}
@@ -251,29 +354,12 @@ export function createListItemEditorHook(
                       删除
                     </Button>
                   </div>
-                  <DynamicConfigForm
-                    schema={nestedSchema}
-                    values={item}
-                    onChange={(field, fieldValue) =>
-                      handleItemFieldChange(index, field, fieldValue)
-                    }
-                    basePath=""
-                    level={1}
-                  />
+                  {renderItemEditor(item, index)}
                 </div>
               )
             })
           )}
-          <Button
-            type="button"
-            variant="outline"
-            size="sm"
-            onClick={handleAdd}
-            className="w-full"
-          >
-            <Plus className="mr-1 h-4 w-4" />
-            {options.addLabel ?? '添加一项'}
-          </Button>
+          {addButtonPlacement === 'bottom' && addButton}
         </CardContent>
       </Card>
     )
diff --git a/dashboard/src/routes/config/bot/hooks/complexFieldHooks.tsx b/dashboard/src/routes/config/bot/hooks/complexFieldHooks.tsx
index 2bb2f111..2bb182c3 100644
--- a/dashboard/src/routes/config/bot/hooks/complexFieldHooks.tsx
+++ b/dashboard/src/routes/config/bot/hooks/complexFieldHooks.tsx
@@ -30,8 +30,13 @@ const collectStringList = (value: unknown): string[] => {
 
 export const ChatTalkValueRulesHook = createListItemEditorHook({
   addLabel: '添加发言频率规则',
+  addButtonPlacement: 'top',
   helperText: '可按平台/聊天流/时段分别配置发言频率，留空表示全局。',
   emptyText: '尚未配置任何规则，将使用全局默认频率。',
+  fieldRows: [
+    ['platform', 'item_id', 'rule_type'],
+    ['time', 'value'],
+  ],
   itemTitle: (item) => {
     const time =
       typeof item.time === 'string' && item.time.trim()
@@ -43,10 +48,45 @@ export const ChatTalkValueRulesHook = createListItemEditorHook({
   },
 })
 
+export const ChatPromptsHook = createListItemEditorHook({
+  addLabel: '添加额外 Prompt',
+  helperText: '为指定平台和聊天流添加额外提示。platform、item_id 和 prompt 同时留空时表示空条目；填写任意一项后这三项都需要填写。',
+  emptyText: '尚未配置任何聊天额外 Prompt。',
+  addButtonPlacement: 'top',
+  fieldRows: [['platform', 'item_id', 'rule_type']],
+  fieldSchemaOverrides: {
+    item_id: {
+      'x-input-width': '8rem',
+      'x-layout': 'inline-right',
+    },
+    platform: {
+      'x-input-width': '8rem',
+      'x-layout': 'inline-right',
+    },
+    prompt: {
+      'x-textarea-min-height': 38,
+      'x-textarea-rows': 1,
+    },
+    rule_type: {
+      'x-input-width': '8rem',
+      'x-layout': 'inline-right',
+    },
+  },
+  iconName: 'file-text',
+  itemTitle: (item) => {
+    const prompt = typeof item.prompt === 'string' ? item.prompt.trim() : ''
+    return `${platformLabel(item)} · ${ruleTypeLabel(item.rule_type)} · ${prompt ? truncate(prompt) : '未填写 Prompt'}`
+  },
+})
+
 export const ExpressionLearningListHook = createListItemEditorHook({
   addLabel: '添加表达学习规则',
   helperText: '为不同聊天流单独配置是否启用表达/jargon 学习。',
   emptyText: '尚未配置任何学习规则。',
+  fieldRows: [
+    ['platform', 'item_id', 'rule_type'],
+    ['use_expression', 'enable_learning', 'enable_jargon_learning'],
+  ],
   itemTitle: (item) => {
     const flags: string[] = []
     if (item.use_expression) flags.push('表达')
diff --git a/dashboard/src/routes/config/bot/hooks/index.ts b/dashboard/src/routes/config/bot/hooks/index.ts
index a5120209..0808c293 100644
--- a/dashboard/src/routes/config/bot/hooks/index.ts
+++ b/dashboard/src/routes/config/bot/hooks/index.ts
@@ -11,6 +11,7 @@ export type {
   UseAutoSaveReturnGeneric,
 } from './useAutoSave'
 export {
+  ChatPromptsHook,
   ChatTalkValueRulesHook,
   ExpressionGroupsHook,
   ExpressionLearningListHook,
diff --git a/dashboard/src/routes/config/model.tsx b/dashboard/src/routes/config/model.tsx
index 3d91b6bd..f6fb5b57 100644
--- a/dashboard/src/routes/config/model.tsx
+++ b/dashboard/src/routes/config/model.tsx
@@ -1,4 +1,4 @@
-import { useState, useEffect, useCallback, useRef } from 'react'
+import { useState, useEffect, useCallback, useRef, type MouseEvent } from 'react'
 import { Button } from '@/components/ui/button'
 import { Input } from '@/components/ui/input'
 import { Label } from '@/components/ui/label'
@@ -106,7 +106,14 @@ function ModelConfigPageContent() {
   const [jumpToPage, setJumpToPage] = useState('')
   
   const [advancedTemperatureMode, setAdvancedTemperatureMode] = useState(false)
+  const [advancedModelSettingsVisible, setAdvancedModelSettingsVisible] = useState(false)
   const [advancedTaskSettingsVisible, setAdvancedTaskSettingsVisible] = useState(false)
+  const [restartNoticeVisible, setRestartNoticeVisible] = useState(
+    () => localStorage.getItem('model-config-restart-notice-dismissed') !== 'true'
+  )
+  const [tourEntryVisible, setTourEntryVisible] = useState(
+    () => localStorage.getItem('model-assignment-tour-entry-dismissed') !== 'true'
+  )
   
   // 模型 Combobox 状态
   const [modelComboboxOpen, setModelComboboxOpen] = useState(false)
@@ -130,11 +137,6 @@ function ModelConfigPageContent() {
   const { toast } = useToast()
   const { triggerRestart, isRestarting } = useRestart()
   
-  // Tour 引导 (使用 hook 封装的逻辑)
-  const { startTour: handleStartTour, isRunning: tourIsRunning } = useModelTour({
-    onCloseEditDialog: () => setEditDialogOpen(false),
-  })
-
   // 自动保存 (使用 hook 封装的逻辑)
   const { clearTimers: clearAutoSaveTimers, initialLoadRef } = useModelAutoSave({
     models,
@@ -251,6 +253,17 @@ function ModelConfigPageContent() {
   const handleRestart = async () => {
     await triggerRestart()
   }
+
+  const dismissRestartNotice = () => {
+    localStorage.setItem('model-config-restart-notice-dismissed', 'true')
+    setRestartNoticeVisible(false)
+  }
+
+  const dismissTourEntry = (event: MouseEvent<HTMLButtonElement>) => {
+    event.stopPropagation()
+    localStorage.setItem('model-assignment-tour-entry-dismissed', 'true')
+    setTourEntryVisible(false)
+  }
   
   // 一键删除所有无效模型引用
   const handleRemoveInvalidRefs = useCallback(() => {
@@ -285,6 +298,9 @@ function ModelConfigPageContent() {
       api_provider: model.api_provider,
       price_in: model.price_in ?? 0,
       price_out: model.price_out ?? 0,
+      cache: model.cache ?? false,
+      cache_price_in: model.cache_price_in ?? 0,
+      visual: model.visual ?? false,
       force_stream_mode: model.force_stream_mode ?? false,
       extra_params: model.extra_params ?? {},
     }
@@ -406,16 +422,26 @@ function ModelConfigPageContent() {
         api_provider: providers[0] || '',
         price_in: 0,
         price_out: 0,
+        cache: false,
+        cache_price_in: 0,
         temperature: null,
         max_tokens: null,
+        visual: false,
         force_stream_mode: false,
         extra_params: {},
       }
     )
+    setAdvancedModelSettingsVisible(false)
     setEditingIndex(index)
     setEditDialogOpen(true)
   }
 
+  // Tour 引导 (使用 hook 封装的逻辑)
+  const { startTour: handleStartTour, isRunning: tourIsRunning } = useModelTour({
+    onOpenEditDialog: () => openEditDialog(null, null),
+    onCloseEditDialog: () => setEditDialogOpen(false),
+  })
+
   // 保存编辑
   const handleSaveEdit = () => {
     if (!editingModel) return
@@ -459,6 +485,9 @@ function ModelConfigPageContent() {
       api_provider: editingModel.api_provider,
       price_in: editingModel.price_in ?? 0,
       price_out: editingModel.price_out ?? 0,
+      cache: editingModel.cache ?? false,
+      cache_price_in: editingModel.cache_price_in ?? 0,
+      visual: editingModel.visual ?? false,
       force_stream_mode: editingModel.force_stream_mode ?? false,
       extra_params: editingModel.extra_params ?? {},
     }
@@ -792,12 +821,19 @@ function ModelConfigPageContent() {
         </div>
 
         {/* 重启提示 */}
-        <Alert>
-          <Info className="h-4 w-4" />
-          <AlertDescription>
-            配置更新后需要<strong>重启麦麦</strong>才能生效。你可以点击右上角的"保存并重启"按钮一键完成保存和重启。
-          </AlertDescription>
-        </Alert>
+        {restartNoticeVisible && (
+          <Alert>
+            <Info className="h-4 w-4" />
+            <AlertDescription className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+              <span>
+                配置更新后需要<strong>重启麦麦</strong>才能生效。你可以点击右上角的"保存并重启"按钮一键完成保存和重启。
+              </span>
+              <Button type="button" variant="outline" size="sm" onClick={dismissRestartNotice}>
+                我知道了
+              </Button>
+            </AlertDescription>
+          </Alert>
+        )}
         
         {/* 无效模型引用警告 */}
         {invalidModelRefs.length > 0 && (
@@ -841,23 +877,30 @@ function ModelConfigPageContent() {
 
 
         {/* 新手引导入口 - 仅在桌面端显示，移动端隐藏 */}
+        {tourEntryVisible && (
         <Alert className="hidden lg:flex border-primary/30 bg-primary/5 cursor-pointer hover:bg-primary/10 transition-colors" onClick={handleStartTour}>
           <GraduationCap className="h-4 w-4 text-primary" />
           <AlertDescription className="flex items-center justify-between">
             <span>
               <strong className="text-primary">新手引导：</strong>不知道如何配置模型？点击这里开始学习如何为麦麦的组件分配模型。
             </span>
-            <Button variant="outline" size="sm" className="ml-4 shrink-0">
+            <div className="ml-4 flex shrink-0 items-center gap-2">
+            <Button variant="outline" size="sm">
               开始引导
             </Button>
+            <Button type="button" variant="ghost" size="sm" onClick={dismissTourEntry}>
+              鍏抽棴
+            </Button>
+            </div>
           </AlertDescription>
         </Alert>
+        )}
 
         {/* 标签页 */}
         <Tabs defaultValue="models" className="w-full">
-          <TabsList className="grid w-full max-w-full sm:max-w-md grid-cols-2">
-            <TabsTrigger value="models">添加模型</TabsTrigger>
-            <TabsTrigger value="tasks" data-tour="tasks-tab-trigger">为模型分配功能</TabsTrigger>
+          <TabsList className="grid w-full grid-cols-2">
+            <TabsTrigger value="models" className="w-full">添加模型</TabsTrigger>
+            <TabsTrigger value="tasks" className="w-full" data-tour="tasks-tab-trigger">为模型分配功能</TabsTrigger>
           </TabsList>
           {/* 模型配置标签页 */}
           <TabsContent value="models" className="space-y-4 mt-0">
@@ -976,6 +1019,7 @@ function ModelConfigPageContent() {
                       modelNames={modelNames}
                       onChange={(f, value) => updateTaskConfig(field.name, f, value)}
                       advanced={field.advanced}
+                      showAdvancedSettings={advancedTaskSettingsVisible}
                       {...(index === 0 ? { dataTour: 'task-model-select' } : {})}
                     />
                   )
@@ -997,64 +1041,89 @@ function ModelConfigPageContent() {
             <DialogTitle>
               {editingIndex !== null ? '编辑模型' : '添加模型'}
             </DialogTitle>
-            <DialogDescription>配置模型的基本信息和参数</DialogDescription>
+            <div className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+              <DialogDescription>配置模型的基本信息和参数</DialogDescription>
+              <Button
+                type="button"
+                variant={advancedModelSettingsVisible ? 'default' : 'outline'}
+                size="sm"
+                onClick={() => setAdvancedModelSettingsVisible((current) => !current)}
+                className="self-start sm:self-auto"
+              >
+                高级设置
+              </Button>
+            </div>
           </DialogHeader>
 
           <DialogBody>
           <div className="grid gap-4 py-4">
             <div className="grid gap-2" data-tour="model-name-input">
-              <Label htmlFor="model_name" className={formErrors.name ? 'text-destructive' : ''}>模型名称 *</Label>
-              <Input
-                id="model_name"
-                value={editingModel?.name || ''}
-                onChange={(e) => {
-                  setEditingModel((prev) =>
-                    prev ? { ...prev, name: e.target.value } : null
-                  )
-                  if (formErrors.name) {
-                    setFormErrors((prev) => ({ ...prev, name: undefined }))
-                  }
-                }}
-                placeholder="例如: qwen3-30b"
-                className={formErrors.name ? 'border-destructive focus-visible:ring-destructive' : ''}
-              />
+              <div className="flex flex-col gap-2 sm:flex-row sm:items-center">
+                <Label
+                  htmlFor="model_name"
+                  className={`sm:w-28 sm:flex-shrink-0 ${formErrors.name ? 'text-destructive' : ''}`}
+                >
+                  模型名称 *
+                </Label>
+                <Input
+                  id="model_name"
+                  value={editingModel?.name || ''}
+                  onChange={(e) => {
+                    setEditingModel((prev) =>
+                      prev ? { ...prev, name: e.target.value } : null
+                    )
+                    if (formErrors.name) {
+                      setFormErrors((prev) => ({ ...prev, name: undefined }))
+                    }
+                  }}
+                  placeholder="例如: qwen3-30b"
+                  className={`sm:flex-1 ${formErrors.name ? 'border-destructive focus-visible:ring-destructive' : ''}`}
+                />
+              </div>
               {formErrors.name ? (
-                <p className="text-xs text-destructive">{formErrors.name}</p>
+                <p className="text-xs text-destructive sm:pl-28">{formErrors.name}</p>
               ) : (
-                <p className="text-xs text-muted-foreground">
+                <p className="text-xs text-muted-foreground sm:pl-28">
                   用于在任务配置中引用此模型
                 </p>
               )}
             </div>
 
             <div className="grid gap-2" data-tour="model-provider-select">
-              <Label htmlFor="api_provider" className={formErrors.api_provider ? 'text-destructive' : ''}>API 提供商 *</Label>
-              <Select
-                value={editingModel?.api_provider || ''}
-                onValueChange={(value) => {
-                  setEditingModel((prev) =>
-                    prev ? { ...prev, api_provider: value } : null
-                  )
-                  // 清空模型列表和错误状态，等待 useEffect 重新获取
-                  clearModels()
-                  if (formErrors.api_provider) {
-                    setFormErrors((prev) => ({ ...prev, api_provider: undefined }))
-                  }
-                }}
-              >
-                <SelectTrigger id="api_provider" className={formErrors.api_provider ? 'border-destructive focus-visible:ring-destructive' : ''}>
-                  <SelectValue placeholder="选择提供商" />
-                </SelectTrigger>
-                <SelectContent>
-                  {providers.map((provider) => (
-                    <SelectItem key={provider} value={provider}>
-                      {provider}
-                    </SelectItem>
-                  ))}
-                </SelectContent>
-              </Select>
+              <div className="flex flex-col gap-2 sm:flex-row sm:items-center">
+                <Label
+                  htmlFor="api_provider"
+                  className={`sm:w-28 sm:flex-shrink-0 ${formErrors.api_provider ? 'text-destructive' : ''}`}
+                >
+                  API 提供商 *
+                </Label>
+                <Select
+                  value={editingModel?.api_provider || ''}
+                  onValueChange={(value) => {
+                    setEditingModel((prev) =>
+                      prev ? { ...prev, api_provider: value } : null
+                    )
+                    // 清空模型列表和错误状态，等待 useEffect 重新获取
+                    clearModels()
+                    if (formErrors.api_provider) {
+                      setFormErrors((prev) => ({ ...prev, api_provider: undefined }))
+                    }
+                  }}
+                >
+                  <SelectTrigger id="api_provider" className={`sm:flex-1 ${formErrors.api_provider ? 'border-destructive focus-visible:ring-destructive' : ''}`}>
+                    <SelectValue placeholder="选择提供商" />
+                  </SelectTrigger>
+                  <SelectContent>
+                    {providers.map((provider) => (
+                      <SelectItem key={provider} value={provider}>
+                        {provider}
+                      </SelectItem>
+                    ))}
+                  </SelectContent>
+                </Select>
+              </div>
               {formErrors.api_provider && (
-                <p className="text-xs text-destructive">{formErrors.api_provider}</p>
+                <p className="text-xs text-destructive sm:pl-28">{formErrors.api_provider}</p>
               )}
             </div>
 
@@ -1277,6 +1346,50 @@ function ModelConfigPageContent() {
               </div>
             </div>
 
+            {advancedModelSettingsVisible && (
+              <div className="rounded-lg border border-amber-200 bg-amber-50/50 p-4 space-y-4 dark:border-amber-500/40 dark:bg-amber-500/10">
+                <div className="flex items-center justify-between gap-4">
+                  <div className="space-y-1">
+                    <Label htmlFor="model_cache" className="cursor-pointer">支持缓存计费</Label>
+                    <p className="text-xs text-muted-foreground">
+                      开启后，命中缓存的输入 token 会按缓存输入价格统计
+                    </p>
+                  </div>
+                  <Switch
+                    id="model_cache"
+                    checked={editingModel?.cache || false}
+                    onCheckedChange={(checked) =>
+                      setEditingModel((prev) =>
+                        prev ? { ...prev, cache: checked } : null
+                      )
+                    }
+                  />
+                </div>
+
+                {editingModel?.cache && (
+                  <div className="grid gap-2 border-t pt-4">
+                    <Label htmlFor="cache_price_in">缓存输入价格 (¥/M token)</Label>
+                    <Input
+                      id="cache_price_in"
+                      type="number"
+                      step="0.1"
+                      min="0"
+                      value={editingModel?.cache_price_in ?? ''}
+                      onChange={(e) => {
+                        const val = e.target.value === '' ? null : parseFloat(e.target.value)
+                        setEditingModel((prev) =>
+                          prev
+                            ? { ...prev, cache_price_in: val }
+                            : null
+                        )
+                      }}
+                      placeholder="默认: 0"
+                    />
+                  </div>
+                )}
+              </div>
+            )}
+
             {/* 模型级别温度 */}
             <div className="rounded-lg border p-4 space-y-3">
               <div className="flex items-center justify-between">
@@ -1459,6 +1572,21 @@ function ModelConfigPageContent() {
               )}
             </div>
 
+            <div className="flex items-center space-x-2">
+              <Switch
+                id="model_visual"
+                checked={editingModel?.visual || false}
+                onCheckedChange={(checked) =>
+                  setEditingModel((prev) =>
+                    prev ? { ...prev, visual: checked } : null
+                  )
+                }
+              />
+              <Label htmlFor="model_visual" className="cursor-pointer">
+                启用视觉
+              </Label>
+            </div>
+
             <div className="flex items-center space-x-2">
               <Switch
                 id="force_stream_mode"
diff --git a/dashboard/src/routes/config/model/components/ModelCardList.tsx b/dashboard/src/routes/config/model/components/ModelCardList.tsx
index 774e839b..2031642b 100644
--- a/dashboard/src/routes/config/model/components/ModelCardList.tsx
+++ b/dashboard/src/routes/config/model/components/ModelCardList.tsx
@@ -55,6 +55,11 @@ export const ModelCardList = React.memo(function ModelCardList({
                   >
                     {used ? '已使用' : '未使用'}
                   </Badge>
+                  {model.visual && (
+                    <Badge variant="outline" className="border-blue-500 text-blue-600">
+                      视觉
+                    </Badge>
+                  )}
                 </div>
                 <p className="text-xs text-muted-foreground break-all" title={model.model_identifier}>
                   {model.model_identifier}
diff --git a/dashboard/src/routes/config/model/components/ModelTable.tsx b/dashboard/src/routes/config/model/components/ModelTable.tsx
index e1876d1e..305d6f29 100644
--- a/dashboard/src/routes/config/model/components/ModelTable.tsx
+++ b/dashboard/src/routes/config/model/components/ModelTable.tsx
@@ -67,6 +67,7 @@ export const ModelTable = React.memo(function ModelTable({
               <TableHead>模型名称</TableHead>
               <TableHead>模型标识符</TableHead>
               <TableHead>提供商</TableHead>
+              <TableHead className="text-center">视觉</TableHead>
               <TableHead className="text-center">温度</TableHead>
               <TableHead className="text-right">输入价格</TableHead>
               <TableHead className="text-right">输出价格</TableHead>
@@ -76,7 +77,7 @@ export const ModelTable = React.memo(function ModelTable({
           <TableBody>
             {paginatedModels.length === 0 ? (
               <TableRow>
-                <TableCell colSpan={9} className="text-center text-muted-foreground py-8">
+                <TableCell colSpan={10} className="text-center text-muted-foreground py-8">
                   {searchQuery ? '未找到匹配的模型' : '暂无模型配置'}
                 </TableCell>
               </TableRow>
@@ -105,6 +106,15 @@ export const ModelTable = React.memo(function ModelTable({
                       {model.model_identifier}
                     </TableCell>
                     <TableCell>{model.api_provider}</TableCell>
+                    <TableCell className="text-center">
+                      {model.visual ? (
+                        <Badge variant="outline" className="border-blue-500 text-blue-600">
+                          启用
+                        </Badge>
+                      ) : (
+                        <span className="text-muted-foreground">-</span>
+                      )}
+                    </TableCell>
                     <TableCell className="text-center">
                       {model.temperature != null ? model.temperature : <span className="text-muted-foreground">-</span>}
                     </TableCell>
@@ -139,4 +149,4 @@ export const ModelTable = React.memo(function ModelTable({
       </div>
     </div>
   )
-})
\ No newline at end of file
+})
diff --git a/dashboard/src/routes/config/model/components/TaskConfigCard.tsx b/dashboard/src/routes/config/model/components/TaskConfigCard.tsx
index f2d381c5..7e87a3c5 100644
--- a/dashboard/src/routes/config/model/components/TaskConfigCard.tsx
+++ b/dashboard/src/routes/config/model/components/TaskConfigCard.tsx
@@ -13,6 +13,12 @@ import {
   SelectTrigger,
   SelectValue,
 } from '@/components/ui/select'
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from '@/components/ui/tooltip'
 import { cn } from '@/lib/utils'
 import type { TaskConfig } from '../types'
 
@@ -25,9 +31,28 @@ interface TaskConfigCardProps {
   hideTemperature?: boolean
   hideMaxTokens?: boolean
   advanced?: boolean
+  showAdvancedSettings?: boolean
   dataTour?: string
 }
 
+const selectionStrategyOptions = [
+  {
+    value: 'balance',
+    label: '负载均衡（balance）',
+    description: '优先选择当前使用次数较少的模型，适合多个同类模型共同承担请求。',
+  },
+  {
+    value: 'random',
+    label: '随机选择（random）',
+    description: '每次请求从模型列表中随机选择一个模型，适合简单分散请求。',
+  },
+  {
+    value: 'sequential',
+    label: '按顺序优先（sequential）',
+    description: '优先使用模型列表中靠前的模型，前面的模型不可用时再尝试后面的模型。',
+  },
+]
+
 export const TaskConfigCard = React.memo(function TaskConfigCard({
   title,
   description,
@@ -37,6 +62,7 @@ export const TaskConfigCard = React.memo(function TaskConfigCard({
   hideTemperature = false,
   hideMaxTokens = false,
   advanced = false,
+  showAdvancedSettings = false,
   dataTour,
 }: TaskConfigCardProps) {
   const handleModelChange = (values: string[]) => {
@@ -68,8 +94,8 @@ export const TaskConfigCard = React.memo(function TaskConfigCard({
           />
         </div>
 
-        {/* 温度和最大 Token */}
-        <div className="grid grid-cols-1 sm:grid-cols-2 gap-4">
+        {/* 推理参数 */}
+        <div className="grid grid-cols-1 gap-4 lg:grid-cols-3">
           {!hideTemperature && (
             <div className="grid gap-3">
               <div className="flex items-center justify-between">
@@ -112,51 +138,66 @@ export const TaskConfigCard = React.memo(function TaskConfigCard({
               />
             </div>
           )}
-        </div>
 
-        {/* 慢请求阈值 */}
-        <div className="grid gap-2">
-          <div className="flex items-center justify-between">
-            <Label>慢请求阈值 (秒)</Label>
-            <span className="text-xs text-muted-foreground">超时警告</span>
+          {/* 模型选择策略 */}
+          <div className="grid gap-2">
+            <Label>模型选择策略</Label>
+            <Select
+              value={taskConfig.selection_strategy ?? 'balance'}
+              onValueChange={(value) => onChange('selection_strategy', value)}
+            >
+              <SelectTrigger>
+                <SelectValue placeholder="选择模型选择策略" />
+              </SelectTrigger>
+              <SelectContent>
+                <TooltipProvider delayDuration={150}>
+                  {selectionStrategyOptions.map((option) => (
+                    <Tooltip key={option.value}>
+                      <TooltipTrigger asChild>
+                        <SelectItem value={option.value} title={option.description}>
+                          {option.label}
+                        </SelectItem>
+                      </TooltipTrigger>
+                      <TooltipContent
+                        side="right"
+                        align="center"
+                        className="max-w-72 bg-background text-foreground border shadow-lg"
+                      >
+                        {option.description}
+                      </TooltipContent>
+                    </Tooltip>
+                  ))}
+                </TooltipProvider>
+              </SelectContent>
+            </Select>
           </div>
-          <Input
-            type="number"
-            step="1"
-            min="1"
-            value={taskConfig.slow_threshold ?? 15}
-            onChange={(e) => {
-              const value = parseInt(e.target.value)
-              if (!isNaN(value) && value >= 1) {
-                onChange('slow_threshold', value)
-              }
-            }}
-            placeholder="15"
-          />
-          <p className="text-xs text-muted-foreground">
-            模型响应时间超过此阈值将输出警告日志
-          </p>
         </div>
 
-        {/* 模型选择策略 */}
-        <div className="grid gap-2">
-          <Label>模型选择策略</Label>
-          <Select
-            value={taskConfig.selection_strategy ?? 'balance'}
-            onValueChange={(value) => onChange('selection_strategy', value)}
-          >
-            <SelectTrigger>
-              <SelectValue placeholder="选择模型选择策略" />
-            </SelectTrigger>
-            <SelectContent>
-              <SelectItem value="balance">负载均衡（balance）</SelectItem>
-              <SelectItem value="random">随机选择（random）</SelectItem>
-            </SelectContent>
-          </Select>
-          <p className="text-xs text-muted-foreground">
-            负载均衡：优先选择使用次数少的模型。随机选择：完全随机从模型列表中选择
-          </p>
-        </div>
+        {showAdvancedSettings && (
+          <div className="grid gap-2 rounded-md border border-amber-200 bg-amber-50/50 p-3 dark:border-amber-500/40 dark:bg-amber-500/10">
+            <div className="flex items-center justify-between">
+              <Label>慢请求阈值 (秒)</Label>
+              <span className="text-xs text-muted-foreground">高级配置</span>
+            </div>
+            <Input
+              type="number"
+              step="1"
+              min="1"
+              value={taskConfig.slow_threshold ?? 15}
+              onChange={(e) => {
+                const value = parseInt(e.target.value)
+                if (!isNaN(value) && value >= 1) {
+                  onChange('slow_threshold', value)
+                }
+              }}
+              placeholder="15"
+            />
+            <p className="text-xs text-muted-foreground">
+              模型响应时间超过此阈值将输出警告日志
+            </p>
+          </div>
+        )}
+
       </div>
     </div>
   )
diff --git a/dashboard/src/routes/config/model/constants.ts b/dashboard/src/routes/config/model/constants.ts
index 3e920a23..8d41550f 100644
--- a/dashboard/src/routes/config/model/constants.ts
+++ b/dashboard/src/routes/config/model/constants.ts
@@ -18,6 +18,16 @@ export const modelListCache = new Map<string, { models: ModelListItem[], timesta
  * 任务配置信息
  */
 export const TASK_CONFIGS = [
+  {
+    key: 'replyer' as const,
+    title: '回复模型 (replyer)',
+    description: '用于表达器和表达方式学习',
+  },
+  {
+    key: 'planner' as const,
+    title: '规划模型 (planner)',
+    description: '负责决定麦麦该什么时候回复',
+  },
   {
     key: 'utils' as const,
     title: '组件模型 (utils)',
@@ -33,16 +43,6 @@ export const TASK_CONFIGS = [
     title: '工具调用模型 (tool_use)',
     description: '需要使用支持工具调用的模型',
   },
-  {
-    key: 'replyer' as const,
-    title: '首要回复模型 (replyer)',
-    description: '用于表达器和表达方式学习',
-  },
-  {
-    key: 'planner' as const,
-    title: '决策模型 (planner)',
-    description: '负责决定麦麦该什么时候回复',
-  },
   {
     key: 'vlm' as const,
     title: '图像识别模型 (vlm)',
@@ -55,6 +55,7 @@ export const TASK_CONFIGS = [
     description: '语音转文字',
     hideTemperature: true,
     hideMaxTokens: true,
+    advanced: true,
   },
   {
     key: 'embedding' as const,
@@ -95,8 +96,11 @@ export const DEFAULT_MODEL_INFO = {
   api_provider: '',
   price_in: 0,
   price_out: 0,
+  cache: false,
+  cache_price_in: 0,
   temperature: null,
   max_tokens: null,
+  visual: false,
   force_stream_mode: false,
   extra_params: {},
 } as const
diff --git a/dashboard/src/routes/config/model/hooks/useModelAutoSave.ts b/dashboard/src/routes/config/model/hooks/useModelAutoSave.ts
index 3bec158a..8bb55d6d 100644
--- a/dashboard/src/routes/config/model/hooks/useModelAutoSave.ts
+++ b/dashboard/src/routes/config/model/hooks/useModelAutoSave.ts
@@ -66,6 +66,9 @@ export function useModelAutoSave(
       api_provider: model.api_provider,
       price_in: model.price_in ?? 0,
       price_out: model.price_out ?? 0,
+      cache: model.cache ?? false,
+      cache_price_in: model.cache_price_in ?? 0,
+      visual: model.visual ?? false,
       force_stream_mode: model.force_stream_mode ?? false,
       extra_params: model.extra_params ?? {},
     }
diff --git a/dashboard/src/routes/config/model/hooks/useModelTour.ts b/dashboard/src/routes/config/model/hooks/useModelTour.ts
index 4be9e2fe..01ae3b34 100644
--- a/dashboard/src/routes/config/model/hooks/useModelTour.ts
+++ b/dashboard/src/routes/config/model/hooks/useModelTour.ts
@@ -7,6 +7,8 @@ import { useTour } from '@/components/tour'
 import { MODEL_ASSIGNMENT_TOUR_ID, modelAssignmentTourSteps, STEP_ROUTE_MAP } from '@/components/tour/tours/model-assignment-tour'
 
 interface UseModelTourOptions {
+  /** 打开模型编辑对话框回调 */
+  onOpenEditDialog?: () => void
   /** 关闭编辑对话框回调 */
   onCloseEditDialog?: () => void
 }
@@ -24,13 +26,33 @@ interface UseModelTourReturn {
  * Model 配置页面 Tour 引导 Hook
  */
 export function useModelTour(options: UseModelTourOptions = {}): UseModelTourReturn {
-  const { onCloseEditDialog } = options
+  const { onOpenEditDialog, onCloseEditDialog } = options
   const navigate = useNavigate()
   const { registerTour, startTour: startTourFn, state: tourState, goToStep } = useTour()
 
   // 用于追踪前一个步骤
   const prevTourStepRef = useRef(tourState.stepIndex)
 
+  const didClickTourTarget = useCallback((event: MouseEvent, selector: string) => {
+    const target = event.target instanceof Element ? event.target : null
+    if (target?.closest(selector)) {
+      return true
+    }
+
+    const element = document.querySelector(selector)
+    if (!element) {
+      return false
+    }
+
+    const rect = element.getBoundingClientRect()
+    return (
+      event.clientX >= rect.left &&
+      event.clientX <= rect.right &&
+      event.clientY >= rect.top &&
+      event.clientY <= rect.bottom
+    )
+  }, [])
+
   // 注册 Tour
   useEffect(() => {
     registerTour(MODEL_ASSIGNMENT_TOUR_ID, modelAssignmentTourSteps)
@@ -67,34 +89,59 @@ export function useModelTour(options: UseModelTourOptions = {}): UseModelTourRet
     if (tourState.activeTourId !== MODEL_ASSIGNMENT_TOUR_ID || !tourState.isRunning) return
 
     const handleTourClick = (e: MouseEvent) => {
-      const target = e.target as HTMLElement
       const currentStep = tourState.stepIndex
 
       // Step 3 (index 2): 点击添加提供商按钮
-      if (currentStep === 2 && target.closest('[data-tour="add-provider-button"]')) {
+      if (currentStep === 2 && didClickTourTarget(e, '[data-tour="add-provider-button"]')) {
         setTimeout(() => goToStep(3), 300)
       }
       // Step 10 (index 9): 点击取消按钮（关闭提供商弹窗）
-      else if (currentStep === 9 && target.closest('[data-tour="provider-cancel-button"]')) {
+      else if (currentStep === 9 && didClickTourTarget(e, '[data-tour="provider-cancel-button"]')) {
         setTimeout(() => goToStep(10), 300)
       }
       // Step 12 (index 11): 点击添加模型按钮
-      else if (currentStep === 11 && target.closest('[data-tour="add-model-button"]')) {
+      else if (currentStep === 11 && didClickTourTarget(e, '[data-tour="add-model-button"]')) {
+        onOpenEditDialog?.()
         setTimeout(() => goToStep(12), 300)
       }
       // Step 18 (index 17): 点击取消按钮（关闭模型弹窗）
-      else if (currentStep === 17 && target.closest('[data-tour="model-cancel-button"]')) {
+      else if (currentStep === 17 && didClickTourTarget(e, '[data-tour="model-cancel-button"]')) {
         setTimeout(() => goToStep(18), 300)
       }
       // Step 19 (index 18): 点击为模型分配功能标签页
-      else if (currentStep === 18 && target.closest('[data-tour="tasks-tab-trigger"]')) {
+      else if (currentStep === 18 && didClickTourTarget(e, '[data-tour="tasks-tab-trigger"]')) {
         setTimeout(() => goToStep(19), 300)
       }
     }
 
     document.addEventListener('click', handleTourClick, true)
     return () => document.removeEventListener('click', handleTourClick, true)
-  }, [tourState, goToStep])
+  }, [tourState, goToStep, onOpenEditDialog, didClickTourTarget])
+
+  // Step 12 的 spotlight 点击在部分浏览器/布局下会被 Joyride 遮罩截获。
+  // 这里直接给目标按钮补一个原生监听，确保点中按钮时能打开模型弹窗。
+  useEffect(() => {
+    if (
+      tourState.activeTourId !== MODEL_ASSIGNMENT_TOUR_ID ||
+      !tourState.isRunning ||
+      tourState.stepIndex !== 11
+    ) {
+      return
+    }
+
+    const addModelButton = document.querySelector('[data-tour="add-model-button"]')
+    if (!addModelButton) {
+      return
+    }
+
+    const handleAddModelButtonClick = () => {
+      onOpenEditDialog?.()
+      setTimeout(() => goToStep(12), 300)
+    }
+
+    addModelButton.addEventListener('click', handleAddModelButtonClick, true)
+    return () => addModelButton.removeEventListener('click', handleAddModelButtonClick, true)
+  }, [tourState.activeTourId, tourState.isRunning, tourState.stepIndex, goToStep, onOpenEditDialog])
 
   // 开始引导
   const handleStartTour = useCallback(() => {
diff --git a/dashboard/src/routes/config/model/types.ts b/dashboard/src/routes/config/model/types.ts
index 24c04ff3..7f512988 100644
--- a/dashboard/src/routes/config/model/types.ts
+++ b/dashboard/src/routes/config/model/types.ts
@@ -11,8 +11,11 @@ export interface ModelInfo {
   api_provider: string
   price_in: number | null
   price_out: number | null
+  cache?: boolean
+  cache_price_in?: number | null
   temperature?: number | null  // 模型级别温度，覆盖任务配置中的温度
   max_tokens?: number | null   // 模型级别最大token数，覆盖任务配置中的max_tokens
+  visual?: boolean
   force_stream_mode?: boolean
   extra_params?: Record<string, unknown>
 }
diff --git a/dashboard/src/routes/config/modelProvider/index.tsx b/dashboard/src/routes/config/modelProvider/index.tsx
index 1d0dd05b..41550ecb 100644
--- a/dashboard/src/routes/config/modelProvider/index.tsx
+++ b/dashboard/src/routes/config/modelProvider/index.tsx
@@ -67,6 +67,9 @@ function ModelProviderConfigPageContent() {
   })
   const [testingProviders, setTestingProviders] = useState<Set<string>>(new Set())
   const [testResults, setTestResults] = useState<Map<string, TestConnectionResult>>(new Map())
+  const [restartNoticeVisible, setRestartNoticeVisible] = useState(
+    () => localStorage.getItem('model-provider-restart-notice-dismissed') !== 'true'
+  )
 
   const { toast } = useToast()
   const navigate = useNavigate()
@@ -172,6 +175,11 @@ function ModelProviderConfigPageContent() {
     await triggerRestart()
   }
 
+  const dismissRestartNotice = () => {
+    localStorage.setItem('model-provider-restart-notice-dismissed', 'true')
+    setRestartNoticeVisible(false)
+  }
+
   const handleSaveAndRestart = async () => {
     try {
       setSaving(true)
@@ -796,12 +804,19 @@ function ModelProviderConfigPageContent() {
       </div>
 
       {/* 重启提示 */}
-      <Alert>
-        <Info className="h-4 w-4" />
-        <AlertDescription>
-          配置更新后需要<strong>重启麦麦</strong>才能生效。你可以点击右上角的"保存并重启"按钮一键完成保存和重启。
-        </AlertDescription>
-      </Alert>
+      {restartNoticeVisible && (
+        <Alert>
+          <Info className="h-4 w-4" />
+          <AlertDescription className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+            <span>
+              配置更新后需要<strong>重启麦麦</strong>才能生效。你可以点击右上角的"保存并重启"按钮一键完成保存和重启。
+            </span>
+            <Button type="button" variant="outline" size="sm" onClick={dismissRestartNotice}>
+              我知道了
+            </Button>
+          </AlertDescription>
+        </Alert>
+      )}
 
       <ScrollArea className="h-[calc(100vh-260px)]">
         <ProviderList
diff --git a/dashboard/src/routes/mcp-settings.tsx b/dashboard/src/routes/mcp-settings.tsx
index 9945030e..8173a8d0 100644
--- a/dashboard/src/routes/mcp-settings.tsx
+++ b/dashboard/src/routes/mcp-settings.tsx
@@ -440,6 +440,9 @@ function MCPSettingsPageContent() {
   const [hasUnsavedChanges, setHasUnsavedChanges] = useState(false)
   const [mcpConfig, setMcpConfig] = useState<ConfigSectionData>({})
   const [mcpSchema, setMcpSchema] = useState<ConfigSchema | null>(null)
+  const [restartNoticeVisible, setRestartNoticeVisible] = useState(
+    () => localStorage.getItem('mcp-settings-restart-notice-dismissed') !== 'true',
+  )
   const { toast } = useToast()
   const { triggerRestart, isRestarting } = useRestart()
 
@@ -547,6 +550,11 @@ function MCPSettingsPageContent() {
     await triggerRestart({ delay: 500 })
   }, [saveConfig, triggerRestart])
 
+  const dismissRestartNotice = useCallback(() => {
+    localStorage.setItem('mcp-settings-restart-notice-dismissed', 'true')
+    setRestartNoticeVisible(false)
+  }, [])
+
   const formSchema: ConfigSchema | null = mcpSchema
     ? {
         className: 'MCPSettings',
@@ -600,12 +608,17 @@ function MCPSettingsPageContent() {
           </div>
         </div>
 
-        <Alert>
-          <Info className="h-4 w-4" />
-          <AlertDescription>
-            MCP 设置保存后需要重启麦麦才会生效。这里与主程序配置中的 MCP 栏目使用同一份配置。
-          </AlertDescription>
-        </Alert>
+        {restartNoticeVisible && (
+          <Alert>
+            <Info className="h-4 w-4" />
+            <AlertDescription className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+              <span>MCP 设置保存后需要重启麦麦才会生效。这里与主程序配置中的 MCP 栏目使用同一份配置。</span>
+              <Button type="button" variant="outline" size="sm" onClick={dismissRestartNotice}>
+                我知道了
+              </Button>
+            </AlertDescription>
+          </Alert>
+        )}
 
         {loading && (
           <div className="flex h-64 items-center justify-center text-sm text-muted-foreground">
diff --git a/dashboard/src/routes/resource/emoji/index.tsx b/dashboard/src/routes/resource/emoji/index.tsx
index d80dddc0..8a604ee2 100644
--- a/dashboard/src/routes/resource/emoji/index.tsx
+++ b/dashboard/src/routes/resource/emoji/index.tsx
@@ -280,7 +280,7 @@ export function EmojiManagementPage() {
       {/* 页面标题 */}
       <div className="mb-4 sm:mb-6 flex flex-col sm:flex-row sm:items-center sm:justify-between gap-4">
         <div>
-          <h1 className="text-2xl sm:text-3xl font-bold">表情包管理</h1>
+          <h1 className="text-2xl sm:text-3xl font-bold">表情包</h1>
           <p className="text-sm text-muted-foreground mt-1">
             管理麦麦的表情包资源
           </p>
diff --git a/dashboard/src/routes/resource/expression/ExpressionDialogs.tsx b/dashboard/src/routes/resource/expression/ExpressionDialogs.tsx
index d6729184..d21e5383 100644
--- a/dashboard/src/routes/resource/expression/ExpressionDialogs.tsx
+++ b/dashboard/src/routes/resource/expression/ExpressionDialogs.tsx
@@ -60,8 +60,8 @@ export function ExpressionDetailDialog({
     return new Date(timestamp * 1000).toLocaleString('zh-CN')
   }
 
-  const getChatName = (chatId: string): string => {
-    return chatNameMap.get(chatId) || chatId
+  const getChatName = (): string => {
+    return expression.chat_name || chatNameMap.get(expression.chat_id) || expression.chat_id
   }
 
   return (
@@ -81,7 +81,7 @@ export function ExpressionDetailDialog({
             <InfoItem label="风格" value={expression.style} />
             <InfoItem 
               label="聊天" 
-              value={getChatName(expression.chat_id)} 
+              value={getChatName()} 
             />
             <InfoItem icon={Hash} label="记录ID" value={expression.id.toString()} mono />
           </div>
diff --git a/dashboard/src/routes/resource/expression/ExpressionList.tsx b/dashboard/src/routes/resource/expression/ExpressionList.tsx
index 06bba0cc..55687691 100644
--- a/dashboard/src/routes/resource/expression/ExpressionList.tsx
+++ b/dashboard/src/routes/resource/expression/ExpressionList.tsx
@@ -51,8 +51,8 @@ export function ExpressionList({
 }) {
   const { toast } = useToast()
 
-  const getChatName = (chatId: string): string => {
-    return chatNameMap.get(chatId) || chatId
+  const getChatName = (expression: Expression): string => {
+    return expression.chat_name || chatNameMap.get(expression.chat_id) || expression.chat_id
   }
 
   const totalPages = Math.ceil(total / pageSize)
@@ -117,11 +117,11 @@ export function ExpressionList({
                   <TableCell className="max-w-xs truncate">{expression.style}</TableCell>
                   <TableCell 
                     className="max-w-[200px] truncate" 
-                    title={getChatName(expression.chat_id)}
+                    title={getChatName(expression)}
                     style={{ wordBreak: 'keep-all' }}
                   >
                     <span className="whitespace-nowrap overflow-hidden text-ellipsis block">
-                      {getChatName(expression.chat_id)}
+                      {getChatName(expression)}
                     </span>
                   </TableCell>
                   <TableCell className="text-right">
@@ -201,10 +201,10 @@ export function ExpressionList({
                 <div className="text-xs text-muted-foreground mb-1">聊天</div>
                 <p 
                   className="text-sm truncate" 
-                  title={getChatName(expression.chat_id)}
+                  title={getChatName(expression)}
                   style={{ wordBreak: 'keep-all' }}
                 >
-                  {getChatName(expression.chat_id)}
+                  {getChatName(expression)}
                 </p>
               </div>
 
diff --git a/dashboard/src/routes/resource/expression/index.tsx b/dashboard/src/routes/resource/expression/index.tsx
index a7515a66..0a2dae9c 100644
--- a/dashboard/src/routes/resource/expression/index.tsx
+++ b/dashboard/src/routes/resource/expression/index.tsx
@@ -267,7 +267,7 @@ export function ExpressionManagementPage() {
           <div>
             <h1 className="text-2xl sm:text-3xl font-bold flex items-center gap-2">
               <MessageSquare className="h-8 w-8" strokeWidth={2} />
-              表达方式管理
+              表达方式
             </h1>
             <p className="text-muted-foreground mt-1 text-sm sm:text-base">
               管理麦麦的表达方式和话术模板
@@ -316,28 +316,21 @@ export function ExpressionManagementPage() {
 
       {/* 搜索和批量操作 */}
       <div className="rounded-lg border bg-card p-4">
-        <Label htmlFor="search">搜索</Label>
-        <div className="flex flex-col sm:flex-row gap-2 mt-1.5">
-          <div className="flex-1 relative">
-            <Search className="absolute left-2.5 top-2.5 h-4 w-4 text-muted-foreground" />
-            <Input
-              id="search"
-              placeholder="搜索情境、风格或上下文..."
-              value={search}
-              onChange={(e) => setSearch(e.target.value)}
-              className="pl-9"
-            />
+        <div className="flex flex-col gap-3 sm:flex-row sm:items-end">
+          <div className="flex-1">
+            <Label htmlFor="search">搜索</Label>
+            <div className="relative mt-1.5">
+              <Search className="absolute left-2.5 top-2.5 h-4 w-4 text-muted-foreground" />
+              <Input
+                id="search"
+                placeholder="搜索情境、风格或上下文..."
+                value={search}
+                onChange={(e) => setSearch(e.target.value)}
+                className="pl-9"
+              />
+            </div>
           </div>
-        </div>
-
-        {/* 批量操作工具栏 */}
-        <div className="flex flex-col sm:flex-row items-start sm:items-center justify-between gap-3 mt-4 pt-4 border-t">
-          <div className="flex items-center gap-2 text-sm text-muted-foreground">
-            {selectedIds.size > 0 && (
-              <span>已选择 {selectedIds.size} 个表达方式</span>
-            )}
-          </div>
-          <div className="flex items-center gap-2">
+          <div className="flex items-center gap-2 sm:pb-0.5">
             <Label htmlFor="page-size" className="text-sm whitespace-nowrap">每页显示</Label>
             <Select
               value={pageSize.toString()}
@@ -357,6 +350,17 @@ export function ExpressionManagementPage() {
                 <SelectItem value="100">100</SelectItem>
               </SelectContent>
             </Select>
+          </div>
+        </div>
+
+        {/* 批量操作工具栏 */}
+        <div className="flex flex-col sm:flex-row items-start sm:items-center justify-between gap-3 mt-4 pt-4 border-t">
+          <div className="flex items-center gap-2 text-sm text-muted-foreground">
+            {selectedIds.size > 0 && (
+              <span>已选择 {selectedIds.size} 个表达方式</span>
+            )}
+          </div>
+          <div className="flex items-center gap-2">
             {selectedIds.size > 0 && (
               <>
                 <Button
diff --git a/dashboard/src/routes/resource/jargon/index.tsx b/dashboard/src/routes/resource/jargon/index.tsx
index 8d0018a0..520255be 100644
--- a/dashboard/src/routes/resource/jargon/index.tsx
+++ b/dashboard/src/routes/resource/jargon/index.tsx
@@ -250,7 +250,7 @@ export function JargonManagementPage() {
           <div>
             <h1 className="text-2xl sm:text-3xl font-bold flex items-center gap-2">
               <MessageCircle className="h-8 w-8" strokeWidth={2} />
-              黑话管理
+              黑话
             </h1>
             <p className="text-muted-foreground mt-1 text-sm sm:text-base">
               管理麦麦学习到的黑话和俗语
diff --git a/dashboard/src/types/config-schema.ts b/dashboard/src/types/config-schema.ts
index 06159fbb..6eb17b71 100644
--- a/dashboard/src/types/config-schema.ts
+++ b/dashboard/src/types/config-schema.ts
@@ -40,6 +40,8 @@ export interface FieldSchema {
   'x-icon'?: string
   'x-layout'?: 'inline-right'
   'x-input-width'?: string
+  'x-textarea-min-height'?: number
+  'x-textarea-rows'?: number
   advanced?: boolean
   step?: number
 }
@@ -52,7 +54,6 @@ export interface ConfigSchema {
   uiParent?: string
   uiLabel?: string
   uiIcon?: string
-  uiMergeChildren?: string[]
 }
 
 export interface ConfigSchemaResponse {
diff --git a/dashboard/src/types/expression.ts b/dashboard/src/types/expression.ts
index c1180b6b..33397eca 100644
--- a/dashboard/src/types/expression.ts
+++ b/dashboard/src/types/expression.ts
@@ -11,6 +11,7 @@ export interface Expression {
   style: string
   last_active_time: number
   chat_id: string
+  chat_name?: string | null
   create_date: number | null
   checked: boolean
   rejected: boolean
diff --git a/src/chat/replyer/maisaka_generator_base.py b/src/chat/replyer/maisaka_generator_base.py
index 68784550..0d4a9dbf 100644
--- a/src/chat/replyer/maisaka_generator_base.py
+++ b/src/chat/replyer/maisaka_generator_base.py
@@ -4,6 +4,7 @@ from pathlib import Path
 from typing import Any, Awaitable, Callable, Dict, List, Literal, Optional, Tuple
 
 import json
+import random
 import time
 
 from rich.console import Group, RenderableType
@@ -103,6 +104,24 @@ class BaseMaisakaReplyGenerator:
             logger.warning(f"构建 Maisaka 人设提示词失败: {exc}")
             return "你的名字是麦麦。\n是人类。"
 
+    @staticmethod
+    def _select_reply_style() -> str:
+        """按配置概率选择本次 replyer 使用的表达风格。"""
+        personality_config = global_config.personality
+        reply_style = personality_config.reply_style
+        candidate_styles = [style.strip() for style in personality_config.multiple_reply_style if style.strip()]
+
+        if not candidate_styles:
+            return reply_style
+
+        probability = personality_config.multiple_probability
+        if probability <= 0:
+            return reply_style
+        if random.random() > probability:
+            return reply_style
+
+        return random.choice(candidate_styles)
+
     @staticmethod
     def _normalize_content(content: str, limit: int = 500) -> str:
         normalized = " ".join((content or "").split())
@@ -293,7 +312,7 @@ class BaseMaisakaReplyGenerator:
                 group_chat_attention_block=self._build_group_chat_attention_block(session_id),
                 replyer_at_block=self._build_replyer_at_block(),
                 identity=self._personality_prompt,
-                reply_style=global_config.personality.reply_style,
+                reply_style=self._select_reply_style(),
             )
         except Exception:
             system_prompt = "你是一个友好的 AI 助手，请根据聊天记录自然回复。"
diff --git a/src/config/config.py b/src/config/config.py
index 19b1b63d..63e1fcc3 100644
--- a/src/config/config.py
+++ b/src/config/config.py
@@ -58,7 +58,7 @@ LEGACY_ENV_PATH: Path = (PROJECT_ROOT / ".env").resolve().absolute()
 A_MEMORIX_LEGACY_CONFIG_PATH: Path = (CONFIG_DIR / "a_memorix.toml").resolve().absolute()
 MMC_VERSION: str = "1.0.0-pre.10"
 CONFIG_VERSION: str = "8.10.6"
-MODEL_CONFIG_VERSION: str = "1.14.8"
+MODEL_CONFIG_VERSION: str = "1.15.3"
 
 logger = get_logger("config")
 
diff --git a/src/config/config_base.py b/src/config/config_base.py
index 53030344..533d1e8b 100644
--- a/src/config/config_base.py
+++ b/src/config/config_base.py
@@ -135,7 +135,6 @@ class ConfigBase(BaseModel, AttrDocBase):
     __ui_parent__: ClassVar[str] = ""  # 父配置类在 Config 中的字段名，空表示独立 Tab
     __ui_label__: ClassVar[str] = ""  # Tab 显示名称（仅做 Tab 主人时使用），空则使用 classDoc
     __ui_icon__: ClassVar[str] = ""  # Tab 图标名称（Lucide 图标名）
-    __ui_merge_children__: ClassVar[List[str]] = []  # 在 WebUI 中并入当前配置卡片展示的子配置字段名
 
     @classmethod
     def from_dict(cls, attribute_data: AttributeData, data: dict[str, Any]):
diff --git a/src/config/model_configs.py b/src/config/model_configs.py
index 8c1a5da9..faecff1d 100644
--- a/src/config/model_configs.py
+++ b/src/config/model_configs.py
@@ -402,6 +402,7 @@ class TaskConfig(ConfigBase):
             "x-widget": "input",
             "x-icon": "alert-circle",
             "step": 0.1,
+            "advanced": True,
         },
     )
     """慢请求阈值（秒），超过此值会输出警告日志"""
@@ -420,15 +421,6 @@ class TaskConfig(ConfigBase):
 class ModelTaskConfig(ConfigBase):
     """模型配置类"""
 
-    utils: TaskConfig = Field(
-        default_factory=TaskConfig,
-        json_schema_extra={
-            "x-widget": "custom",
-            "x-icon": "wrench",
-        },
-    )
-    """组件使用的模型, 例如表情包模块, 取名模块, 关系模块, 麦麦的情绪变化等，是麦麦必须的模型"""
-
     replyer: TaskConfig = Field(
         default_factory=TaskConfig,
         json_schema_extra={
@@ -436,17 +428,7 @@ class ModelTaskConfig(ConfigBase):
             "x-icon": "message-square",
         },
     )
-    """首要回复模型配置"""
-    
-    learner: TaskConfig = Field(
-        default_factory=TaskConfig,
-        json_schema_extra={
-            "x-widget": "custom",
-            "x-icon": "graduation-cap",
-            "advanced": True,
-        },
-    )
-    """学习模型配置，用于表达方式学习和黑话学习；留空时自动继用 utils 模型"""
+    """回复模型配置"""
 
     planner: TaskConfig = Field(
         default_factory=TaskConfig,
@@ -457,6 +439,25 @@ class ModelTaskConfig(ConfigBase):
     )
     """规划模型配置"""
 
+    utils: TaskConfig = Field(
+        default_factory=TaskConfig,
+        json_schema_extra={
+            "x-widget": "custom",
+            "x-icon": "wrench",
+        },
+    )
+    """组件使用的模型, 例如表情包模块, 取名模块, 关系模块, 麦麦的情绪变化等，是麦麦必须的模型"""
+
+    learner: TaskConfig = Field(
+        default_factory=TaskConfig,
+        json_schema_extra={
+            "x-widget": "custom",
+            "x-icon": "graduation-cap",
+            "advanced": True,
+        },
+    )
+    """学习模型配置，用于表达方式学习和黑话学习；留空时自动继用 utils 模型"""
+
     vlm: TaskConfig = Field(
         default_factory=TaskConfig,
         json_schema_extra={
@@ -471,6 +472,7 @@ class ModelTaskConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "custom",
             "x-icon": "volume-2",
+            "advanced": True,
         },
     )
     """语音识别模型配置"""
diff --git a/src/config/official_configs.py b/src/config/official_configs.py
index 3cec8872..a599f22e 100644
--- a/src/config/official_configs.py
+++ b/src/config/official_configs.py
@@ -84,6 +84,8 @@ class PersonalityConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "textarea",
             "x-icon": "user-circle",
+            "x-textarea-min-height": 40,
+            "x-textarea-rows": 1,
         },
     )
     """人格，建议200字以内，描述人格特质和身份特征；可以写完整设定。要求第二人称"""
@@ -93,6 +95,8 @@ class PersonalityConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "textarea",
             "x-icon": "message-square",
+            "x-textarea-min-height": 40,
+            "x-textarea-rows": 1,
         },
     )
     """默认表达风格，描述麦麦说话的表达风格，表达习惯，如要修改，可以酌情新增内容，建议1-2行"""
@@ -321,7 +325,8 @@ class ChatConfig(ConfigBase):
 class MessageReceiveConfig(ConfigBase):
     """消息接收配置类"""
 
-    __ui_parent__ = "response_post_process"
+    __ui_label__ = "消息接收"
+    __ui_icon__ = "message-square-text"
 
     image_parse_threshold: int = Field(
         default=5,
@@ -394,7 +399,7 @@ class TargetItem(ConfigBase):
 class MemoryConfig(ConfigBase):
     """记忆配置类"""
 
-    __ui_parent__ = "emoji"
+    __ui_parent__ = "a_memorix"
 
 
     global_memory: bool = Field(
@@ -1051,7 +1056,7 @@ class LearningItem(ConfigBase):
             "x-icon": "message-square",
         },
     )
-    """是否启用表达学习"""
+    """是否使用表达"""
 
     enable_learning: bool = Field(
         default=True,
@@ -1060,7 +1065,7 @@ class LearningItem(ConfigBase):
             "x-icon": "graduation-cap",
         },
     )
-    """是否启用表达优化学习"""
+    """是否学习表达"""
 
     enable_jargon_learning: bool = Field(
         default=False,
@@ -1069,7 +1074,7 @@ class LearningItem(ConfigBase):
             "x-icon": "book",
         },
     )
-    """是否启用jargon学习"""
+    """是否学习黑话"""
 
 class ExpressionGroup(ConfigBase):
     """表达互通组配置类，若列表为空代表全局共享"""
@@ -1177,7 +1182,8 @@ class ExpressionConfig(ConfigBase):
 class VoiceConfig(ConfigBase):
     """语音识别配置类"""
 
-    __ui_parent__ = "emoji"
+    __ui_label__ = "语音"
+    __ui_icon__ = "mic"
 
     enable_asr: bool = Field(
         default=False,
@@ -1192,8 +1198,8 @@ class VoiceConfig(ConfigBase):
 class EmojiConfig(ConfigBase):
     """表情包配置类"""
 
-    __ui_label__ = "功能"
-    __ui_icon__ = "puzzle"
+    __ui_label__ = "表情包"
+    __ui_icon__ = "smile"
 
     emoji_send_num: int = Field(
         default=25,
@@ -1314,7 +1320,7 @@ class KeywordRuleConfig(ConfigBase):
 class KeywordReactionConfig(ConfigBase):
     """关键词配置类"""
 
-    __ui_parent__ = "response_post_process"
+    __ui_parent__ = "message_receive"
 
     keyword_rules: list[KeywordRuleConfig] = Field(
         default_factory=lambda: [],
@@ -1345,9 +1351,8 @@ class KeywordReactionConfig(ConfigBase):
 class ResponsePostProcessConfig(ConfigBase):
     """回复后处理配置类"""
 
-    __ui_label__ = "处理"
+    __ui_label__ = "后处理"
     __ui_icon__ = "settings"
-    __ui_merge_children__ = ["chinese_typo", "response_splitter"]
 
     enable_response_post_process: bool = Field(
         default=True,
diff --git a/src/emoji_system/emoji_manager.py b/src/emoji_system/emoji_manager.py
index 536669f1..43f00884 100644
--- a/src/emoji_system/emoji_manager.py
+++ b/src/emoji_system/emoji_manager.py
@@ -29,7 +29,7 @@ logger = get_logger("emoji")
 
 install(extra_lines=3)
 
-PROJECT_ROOT = Path(__file__).parent.parent.parent.parent.absolute().resolve()
+PROJECT_ROOT = Path(__file__).resolve().parents[2]
 DATA_DIR = PROJECT_ROOT / "data"
 EmojiRegisterStatus = Literal["registered", "skipped", "failed"]
 EMOJI_DIR = DATA_DIR / "emoji"  # 表情包存储目录
@@ -215,6 +215,17 @@ def _is_available_emoji_record(record: Images) -> bool:
     return record_path.exists() and record_path.is_file()
 
 
+def _resolve_existing_emoji_path(raw_path: str | Path | None) -> Optional[Path]:
+    """将表情包路径归一化；路径为空或不存在时返回 ``None``。"""
+    if not raw_path:
+        return None
+
+    record_path = Path(raw_path).absolute().resolve()
+    if not record_path.exists() or not record_path.is_file():
+        return None
+    return record_path
+
+
 def _is_vlm_task_configured() -> bool:
     """判断是否配置了可用于表情包识别和审核的视觉模型任务。"""
 
@@ -244,6 +255,7 @@ class EmojiManager:
 
         self._emoji_num: int = 0
         self.emojis: list[MaiEmoji] = []
+        self._known_emoji_file_paths: set[Path] = set()
         self._maintenance_wakeup_event: asyncio.Event = asyncio.Event()
         self._pending_description_tasks: dict[str, asyncio.Task[None]] = {}
         self._reload_callback_registered: bool = False
@@ -254,9 +266,9 @@ class EmojiManager:
         logger.info("启动表情包管理器")
 
     def reload_runtime_config(self) -> None:
-        """响应配置热重载，唤醒维护循环以尽快应用最新配置。"""
+        """响应配置热重载，重置维护循环等待时间以应用最新配置。"""
         self._maintenance_wakeup_event.set()
-        logger.info("[配置热重载] Emoji 模块配置已更新，将立即应用到维护循环")
+        logger.info("[配置热重载] Emoji 模块配置已更新，将按新的检查间隔等待后执行维护")
 
     def shutdown(self) -> None:
         """清理 EmojiManager 生命周期资源。"""
@@ -948,33 +960,73 @@ class EmojiManager:
 
     def check_emoji_file_integrity(self) -> None:
         """
-        检查表情包完整性，删除文件缺失的表情包记录
+        检查表情包文件和数据库注册记录的一致性。
+
+        数据库记录存在但文件缺失时删除数据库记录；文件存在但没有数据库记录时删除文件。
         """
-        logger.info("[完整性检查] 开始检查表情包文件完整性...")
-        to_delete_emojis: list[tuple[MaiEmoji, bool]] = []
-        removal_count = 0
-        for emoji in self.emojis:
-            if not emoji.full_path.exists():
-                logger.warning(f"[完整性检查] 表情包文件缺失，准备修改记录: {emoji.file_name}")
-                to_delete_emojis.append((emoji, False))
-            if not emoji.description:
-                logger.warning(f"[完整性检查] 表情包记录缺失描述，准备删除记录: {emoji.file_name}")
-                to_delete_emojis.append((emoji, True))
+        _ensure_directories()
+        logger.info("[完整性检查] 开始检查表情包文件和注册记录一致性...")
+        tracked_paths: set[Path] = set()
+        record_removal_count = 0
+        file_removal_count = 0
+        available_emojis: list[MaiEmoji] = []
 
-        for emoji, is_description_empty in to_delete_emojis:
-            if self.delete_emoji(emoji, is_description_empty):
-                self.emojis.remove(emoji)
-                self._emoji_num -= 1
-                removal_count += 1
-                logger.info(f"[完整性检查] 成功删除缺失文件的表情包记录: {emoji.file_name}")
-            else:
-                logger.error(f"[完整性检查] 删除缺失文件的表情包记录失败: {emoji.file_name}")
+        with get_db_session() as session:
+            statement = select(Images).filter_by(image_type=ImageType.EMOJI)
+            records = session.exec(statement).all()
+            for record in records:
+                record_path = _resolve_existing_emoji_path(record.full_path)
+                if record.no_file_flag or record_path is None:
+                    logger.warning(
+                        f"[完整性检查] 表情包数据库记录缺少实际文件，删除数据库记录: id={record.id}, path={record.full_path}"
+                    )
+                    session.delete(record)
+                    record_removal_count += 1
+                    continue
+                if not record.is_registered or record.is_banned:
+                    tracked_paths.add(record_path)
+                    continue
+                try:
+                    available_emojis.append(MaiEmoji.from_db_instance(record))
+                    tracked_paths.add(record_path)
+                except Exception as exc:
+                    logger.error(
+                        f"[完整性检查] 加载表情包记录时出错，将删除异常记录: {exc}\n记录ID: {record.id}, 路径: {record.full_path}"
+                    )
+                    session.delete(record)
+                    record_removal_count += 1
 
-        logger.info(f"[完整性检查] 表情包文件完整性检查完成，删除了 {removal_count} 条记录")
+        for emoji_file in EMOJI_DIR.iterdir():
+            if not emoji_file.is_file():
+                continue
+            resolved_file = emoji_file.absolute().resolve()
+            if resolved_file in tracked_paths:
+                continue
+            try:
+                emoji_file.unlink()
+                file_removal_count += 1
+                logger.warning(f"[完整性检查] 表情包文件缺少数据库记录，删除文件: {emoji_file}")
+            except Exception as exc:
+                logger.error(f"[完整性检查] 删除无注册记录的表情包文件失败: {emoji_file}, error={exc}")
+
+        self.emojis = available_emojis
+        self._known_emoji_file_paths = tracked_paths
+        self._emoji_num = len(self.emojis)
+        logger.info(
+            f"[完整性检查] 表情包完整性检查完成，删除数据库记录 {record_removal_count} 条，删除图片文件 {file_removal_count} 个"
+        )
 
     async def periodic_emoji_maintenance(self) -> None:
         """Run emoji maintenance tasks periodically."""
         while True:
+            wait_seconds = max(global_config.emoji.check_interval * 60, 0)
+            try:
+                await asyncio.wait_for(self._maintenance_wakeup_event.wait(), timeout=wait_seconds)
+                self._maintenance_wakeup_event.clear()
+                continue
+            except asyncio.TimeoutError:
+                self._maintenance_wakeup_event.clear()
+
             _ensure_directories()
             try:
                 self.check_emoji_file_integrity()
@@ -989,24 +1041,21 @@ class EmojiManager:
                 for emoji_file in EMOJI_DIR.iterdir():
                     if not emoji_file.is_file():
                         continue
+                    resolved_file = emoji_file.absolute().resolve()
+                    if resolved_file in self._known_emoji_file_paths:
+                        continue
                     try:
                         register_status = await self.register_emoji_by_filename(emoji_file)
                     except Exception as e:
                         logger.error(f"[emoji_maintenance] Failed to process {emoji_file.name}: {e}")
                         register_status = "failed"
                     if register_status == "registered":
+                        self._known_emoji_file_paths.add(resolved_file)
                         break
                     if register_status == "skipped":
                         logger.debug(f"[emoji_maintenance] Emoji already registered, keep file: {emoji_file.name}")
                     else:
                         logger.debug(f"[emoji_maintenance] Emoji not registered, keep file: {emoji_file.name}")
-            wait_seconds = max(global_config.emoji.check_interval * 60, 0)
-            try:
-                await asyncio.wait_for(self._maintenance_wakeup_event.wait(), timeout=wait_seconds)
-            except asyncio.TimeoutError:
-                pass
-            finally:
-                self._maintenance_wakeup_event.clear()
 
     async def register_emoji_by_filename(self, filename: Path | str) -> EmojiRegisterStatus:
         """Register an emoji file from ``data/emoji`` without moving or deleting it."""
diff --git a/src/webui/config_schema.py b/src/webui/config_schema.py
index a9fc07db..9658ec9c 100644
--- a/src/webui/config_schema.py
+++ b/src/webui/config_schema.py
@@ -39,15 +39,12 @@ class ConfigSchemaGenerator:
         ui_parent = getattr(config_class, "__ui_parent__", "")
         ui_label = getattr(config_class, "__ui_label__", "")
         ui_icon = getattr(config_class, "__ui_icon__", "")
-        ui_merge_children = getattr(config_class, "__ui_merge_children__", [])
         if ui_parent:
             schema["uiParent"] = ui_parent
         if ui_label:
             schema["uiLabel"] = ui_label
         if ui_icon:
             schema["uiIcon"] = ui_icon
-        if ui_merge_children:
-            schema["uiMergeChildren"] = list(ui_merge_children)
 
         return schema
 
diff --git a/src/webui/routers/expression.py b/src/webui/routers/expression.py
index 04e79ac1..696a1953 100644
--- a/src/webui/routers/expression.py
+++ b/src/webui/routers/expression.py
@@ -10,7 +10,7 @@ from sqlmodel import col, delete, select
 
 from src.chat.message_receive.chat_manager import chat_manager as _chat_manager
 from src.common.database.database import get_db_session
-from src.common.database.database_model import Expression
+from src.common.database.database_model import ChatSession, Expression, Messages, ModifiedBy
 from src.common.logger import get_logger
 from src.webui.dependencies import require_auth
 
@@ -28,6 +28,7 @@ class ExpressionResponse(BaseModel):
     style: str
     last_active_time: float
     chat_id: str
+    chat_name: Optional[str] = None
     create_date: Optional[float]
     checked: bool
     rejected: bool
@@ -90,7 +91,61 @@ class ExpressionCreateResponse(BaseModel):
     data: ExpressionResponse
 
 
-def expression_to_response(expression: Expression) -> ExpressionResponse:
+def get_chat_name_from_latest_message(chat_id: str, db_session: Any) -> Optional[str]:
+    """从最近消息中解析聊天显示名称。"""
+
+    statement = (
+        select(Messages)
+        .where(col(Messages.session_id) == chat_id)
+        .order_by(col(Messages.timestamp).desc())
+        .limit(1)
+    )
+    message = db_session.exec(statement).first()
+    if not message:
+        return None
+    if message.group_id:
+        return message.group_name or f"群聊{message.group_id}"
+    return message.user_cardname or message.user_nickname or (f"用户{message.user_id}" if message.user_id else None)
+
+
+def get_chat_name_from_session_record(chat_session: ChatSession) -> str:
+    """从会话记录推断兜底显示名称。"""
+
+    if chat_session.group_id:
+        return f"群聊{chat_session.group_id}"
+    if chat_session.user_id:
+        return f"用户{chat_session.user_id}"
+    return chat_session.session_id
+
+
+def get_chat_name(chat_id: str, db_session: Optional[Any] = None) -> str:
+    """根据聊天 ID 获取聊天名称。
+
+    Args:
+        chat_id: 聊天会话 ID。
+        db_session: 可选数据库会话，用于从历史消息中解析群名或私聊用户名。
+
+    Returns:
+        str: 聊天显示名称，获取失败时返回原始聊天 ID。
+    """
+
+    try:
+        if name := _chat_manager.get_session_name(chat_id):
+            return name
+        if db_session and (name := get_chat_name_from_latest_message(chat_id, db_session)):
+            return name
+        session = _chat_manager.get_session_by_session_id(chat_id)
+        if session:
+            if session.group_id:
+                return f"群聊{session.group_id}"
+            if session.user_id:
+                return f"用户{session.user_id}"
+        return chat_id
+    except Exception:
+        return chat_id
+
+
+def expression_to_response(expression: Expression, db_session: Optional[Any] = None) -> ExpressionResponse:
     """将表达方式模型转换为响应对象。
 
     Args:
@@ -101,38 +156,21 @@ def expression_to_response(expression: Expression) -> ExpressionResponse:
     """
     last_active_time = expression.last_active_time.timestamp() if expression.last_active_time else 0.0
     create_date = expression.create_time.timestamp() if expression.create_time else None
+    chat_id = expression.session_id or ""
     return ExpressionResponse(
         id=expression.id if expression.id is not None else 0,
         situation=expression.situation,
         style=expression.style,
         last_active_time=last_active_time,
-        chat_id=expression.session_id or "",
+        chat_id=chat_id,
+        chat_name=get_chat_name(chat_id, db_session) if chat_id else None,
         create_date=create_date,
-        checked=False,
-        rejected=False,
-        modified_by=None,
+        checked=expression.checked,
+        rejected=expression.rejected,
+        modified_by=expression.modified_by.value if expression.modified_by else None,
     )
 
 
-def get_chat_name(chat_id: str) -> str:
-    """根据聊天 ID 获取聊天名称。
-
-    Args:
-        chat_id: 聊天会话 ID。
-
-    Returns:
-        str: 聊天显示名称，获取失败时返回原始聊天 ID。
-    """
-    try:
-        session = _chat_manager.get_session_by_session_id(chat_id)
-        if not session:
-            return chat_id
-        name = _chat_manager.get_session_name(chat_id)
-        return name or chat_id
-    except Exception:
-        return chat_id
-
-
 def get_chat_names_batch(chat_ids: List[str]) -> Dict[str, str]:
     """批量获取聊天名称。
 
@@ -145,8 +183,7 @@ def get_chat_names_batch(chat_ids: List[str]) -> Dict[str, str]:
     result = {cid: cid for cid in chat_ids}  # 默认值为原始ID
     try:
         for chat_id in chat_ids:
-            if name := _chat_manager.get_session_name(chat_id):
-                result[chat_id] = name
+            result[chat_id] = get_chat_name(chat_id)
     except Exception as e:
         logger.warning(f"批量获取聊天名称失败: {e}")
     return result
@@ -176,19 +213,43 @@ async def get_chat_list() -> ChatListResponse:
         ChatListResponse: 可用于下拉选择的聊天列表。
     """
     try:
-        chat_list = []
+        chat_by_id: Dict[str, ChatInfo] = {}
         for session_id, session in _chat_manager.sessions.items():
             chat_name = _chat_manager.get_session_name(session_id) or session_id
-            chat_list.append(
-                ChatInfo(
-                    chat_id=session_id,
-                    chat_name=chat_name,
-                    platform=session.platform,
-                    is_group=session.is_group_session,
-                )
+            chat_by_id[session_id] = ChatInfo(
+                chat_id=session_id,
+                chat_name=chat_name,
+                platform=session.platform,
+                is_group=session.is_group_session,
             )
 
+        with get_db_session() as session:
+            for chat_session in session.exec(select(ChatSession)).all():
+                if chat_session.session_id in chat_by_id:
+                    continue
+                chat_name = get_chat_name_from_latest_message(chat_session.session_id, session)
+                chat_by_id[chat_session.session_id] = ChatInfo(
+                    chat_id=chat_session.session_id,
+                    chat_name=chat_name or get_chat_name_from_session_record(chat_session),
+                    platform=chat_session.platform,
+                    is_group=bool(chat_session.group_id),
+                )
+
+            expression_chat_ids = {
+                chat_id for chat_id in session.exec(select(Expression.session_id)).all() if chat_id
+            }
+            for session_id in expression_chat_ids:
+                if session_id in chat_by_id:
+                    continue
+                chat_by_id[session_id] = ChatInfo(
+                    chat_id=session_id,
+                    chat_name=get_chat_name(session_id, session),
+                    platform=None,
+                    is_group=False,
+                )
+
         # 按名称排序
+        chat_list = list(chat_by_id.values())
         chat_list.sort(key=lambda x: x.chat_name)
 
         return ChatListResponse(success=True, data=chat_list)
@@ -252,7 +313,7 @@ async def get_expression_list(
             if chat_id:
                 count_statement = count_statement.where(col(Expression.session_id) == chat_id)
             total = len(session.exec(count_statement).all())
-            data = [expression_to_response(expr) for expr in expressions]
+            data = [expression_to_response(expr, session) for expr in expressions]
 
         return ExpressionListResponse(success=True, total=total, page=page, page_size=page_size, data=data)
 
@@ -281,7 +342,7 @@ async def get_expression_detail(expression_id: int) -> ExpressionDetailResponse:
             if not expression:
                 raise HTTPException(status_code=404, detail=f"未找到 ID 为 {expression_id} 的表达方式")
 
-            data = expression_to_response(expression)
+            data = expression_to_response(expression, session)
 
         return ExpressionDetailResponse(success=True, data=data)
 
@@ -321,7 +382,7 @@ async def create_expression(
             session.add(expression)
             session.flush()
             expression_id = expression.id
-            data = expression_to_response(expression)
+            data = expression_to_response(expression, session)
 
         logger.info(f"表达方式已创建: ID={expression_id}, situation={request.situation}")
 
@@ -375,7 +436,7 @@ async def update_expression(
                 db_expression.session_id = update_data["session_id"]
             db_expression.last_active_time = update_data["last_active_time"]
             session.add(db_expression)
-            data = expression_to_response(db_expression)
+            data = expression_to_response(db_expression, session)
 
         logger.info(f"表达方式已更新: ID={expression_id}, 字段: {list(update_data.keys())}")
 
@@ -524,6 +585,22 @@ class ReviewStatsResponse(BaseModel):
     user_checked: int
 
 
+def apply_review_filter(statement: Any, filter_type: str) -> Any:
+    """按审核状态过滤表达方式查询。"""
+    if filter_type == "unchecked":
+        return statement.where(col(Expression.checked).is_(False))
+    if filter_type == "passed":
+        return statement.where(col(Expression.checked).is_(True), col(Expression.rejected).is_(False))
+    if filter_type == "rejected":
+        return statement.where(col(Expression.checked).is_(True), col(Expression.rejected).is_(True))
+    return statement
+
+
+def count_expressions(session: Any, statement: Any) -> int:
+    """统计表达方式查询结果数量。"""
+    return len(session.exec(statement).all())
+
+
 @router.get("/review/stats", response_model=ReviewStatsResponse)
 async def get_review_stats() -> ReviewStatsResponse:
     """获取审核统计数据。
@@ -533,12 +610,24 @@ async def get_review_stats() -> ReviewStatsResponse:
     """
     try:
         with get_db_session() as session:
-            total = len(session.exec(select(Expression.id)).all())
-            unchecked = 0
-            passed = 0
-            rejected = 0
-            ai_checked = 0
-            user_checked = 0
+            total = count_expressions(session, select(Expression.id))
+            unchecked = count_expressions(session, apply_review_filter(select(Expression.id), "unchecked"))
+            passed = count_expressions(session, apply_review_filter(select(Expression.id), "passed"))
+            rejected = count_expressions(session, apply_review_filter(select(Expression.id), "rejected"))
+            ai_checked = count_expressions(
+                session,
+                select(Expression.id).where(
+                    col(Expression.checked).is_(True),
+                    col(Expression.modified_by) == ModifiedBy.AI,
+                ),
+            )
+            user_checked = count_expressions(
+                session,
+                select(Expression.id).where(
+                    col(Expression.checked).is_(True),
+                    col(Expression.modified_by) == ModifiedBy.USER,
+                ),
+            )
 
         return ReviewStatsResponse(
             total=total,
@@ -587,10 +676,7 @@ async def get_review_list(
         ReviewListResponse: 审核列表响应。
     """
     try:
-        statement = select(Expression)
-
-        if filter_type in {"unchecked", "passed", "rejected"}:
-            statement = statement.where(col(Expression.id) == -1)
+        statement = apply_review_filter(select(Expression), filter_type)
         # all 不需要额外过滤
 
         # 搜索过滤
@@ -615,9 +701,7 @@ async def get_review_list(
         with get_db_session() as session:
             expressions = session.exec(statement).all()
 
-            count_statement = select(Expression.id)
-            if filter_type in {"unchecked", "passed", "rejected"}:
-                count_statement = count_statement.where(col(Expression.id) == -1)
+            count_statement = apply_review_filter(select(Expression.id), filter_type)
             if search:
                 count_statement = count_statement.where(
                     (col(Expression.situation).contains(search)) | (col(Expression.style).contains(search))
@@ -625,7 +709,7 @@ async def get_review_list(
             if chat_id:
                 count_statement = count_statement.where(col(Expression.session_id) == chat_id)
             total = len(session.exec(count_statement).all())
-            data = [expression_to_response(expr) for expr in expressions]
+            data = [expression_to_response(expr, session) for expr in expressions]
 
         return ReviewListResponse(
             success=True,
@@ -706,10 +790,10 @@ async def batch_review_expressions(
                     failed += 1
                     continue
 
-                # 冲突检测
-                if item.require_unchecked:
+                # 冲突检测：未审核列表发起的操作只允许处理仍处于未审核状态的条目。
+                if item.require_unchecked and expression.checked:
                     results.append(
-                        BatchReviewResultItem(id=item.id, success=False, message="当前模型不支持审核状态过滤")
+                        BatchReviewResultItem(id=item.id, success=False, message="该表达方式已被审核，请刷新列表后重试")
                     )
                     failed += 1
                     continue
@@ -727,6 +811,9 @@ async def batch_review_expressions(
                         )
                         failed += 1
                         continue
+                    db_expression.checked = True
+                    db_expression.rejected = item.rejected
+                    db_expression.modified_by = ModifiedBy.USER
                     db_expression.last_active_time = datetime.now()
                     session.add(db_expression)
 
diff --git a/uv.lock b/uv.lock
index c06dc9f9..b233ebd2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1051,6 +1051,11 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
 ]
 
+[package.optional-dependencies]
+socks = [
+    { name = "socksio" },
+]
+
 [[package]]
 name = "httpx-sse"
 version = "0.4.3"
@@ -1452,7 +1457,7 @@ dependencies = [
     { name = "faiss-cpu" },
     { name = "fastapi" },
     { name = "google-genai" },
-    { name = "httpx" },
+    { name = "httpx", extra = ["socks"] },
     { name = "jieba" },
     { name = "json-repair" },
     { name = "maibot-dashboard" },
@@ -1503,10 +1508,10 @@ requires-dist = [
     { name = "faiss-cpu", specifier = ">=1.11.0" },
     { name = "fastapi", specifier = ">=0.116.0" },
     { name = "google-genai", specifier = ">=1.39.1" },
-    { name = "httpx" },
+    { name = "httpx", extras = ["socks"] },
     { name = "jieba", specifier = ">=0.42.1" },
     { name = "json-repair", specifier = ">=0.47.6" },
-    { name = "maibot-dashboard", specifier = "==1.0.1.dev2026050251" },
+    { name = "maibot-dashboard", specifier = ">=1.0.4" },
     { name = "maibot-plugin-sdk", specifier = ">=2.4.0" },
     { name = "maim-message", specifier = ">=0.6.2" },
     { name = "matplotlib", specifier = ">=3.10.5" },
@@ -1544,11 +1549,11 @@ dev = [
 
 [[package]]
 name = "maibot-dashboard"
-version = "1.0.1.dev2026050251"
+version = "1.0.4"
 source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
-sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/15/31/bbe39c5e9b1603350a4962fe9bf6dab634be4bea5104b3f2a747ddbaf1e9/maibot_dashboard-1.0.1.dev2026050251.tar.gz", hash = "sha256:2f7c822c9c31ff52c162c09f4d313ad39581fafbf872a4109ed5031db2ce5330", size = 2480032, upload-time = "2026-05-02T03:43:58.249Z" }
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/3c/0b/970a2c0b2cda503fd829aeca7d590a319f0556e9d9de8025cddfff746343/maibot_dashboard-1.0.4.tar.gz", hash = "sha256:c15b50017a923f8575b2d1991d8af96fd682d75bb4084eb21d6a03956b9168b6", size = 2470802, upload-time = "2026-05-04T10:22:01.146Z" }
 wheels = [
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/64/66/377d20ae79afb787df9048fc1c9f11fbba2e8a022f0a82a094571a62aa47/maibot_dashboard-1.0.1.dev2026050251-py3-none-any.whl", hash = "sha256:86475fdb44ca618fa53c6feecc99aad045f9d4b57c6f5f14d3b3d00584b7d1ef", size = 2542575, upload-time = "2026-05-02T03:43:56.454Z" },
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/33/99/7d822f14c9ae6f37e0536df239daa52b5e3ea7997d96471c1c8f2dccf248/maibot_dashboard-1.0.4-py3-none-any.whl", hash = "sha256:4b079f87ea537714914f65f53e596fbe166eb527fe27edb42b9dbcfcd115b4a8", size = 2537189, upload-time = "2026-05-04T10:21:59.922Z" },
 ]
 
 [[package]]
@@ -3281,6 +3286,15 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" },
 ]
 
+[[package]]
+name = "socksio"
+version = "1.0.0"
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/f8/5c/48a7d9495be3d1c651198fd99dbb6ce190e2274d0f28b9051307bdec6b85/socksio-1.0.0.tar.gz", hash = "sha256:f88beb3da5b5c38b9890469de67d0cb0f9d494b78b106ca1845f96c10b91c4ac", size = 19055, upload-time = "2020-04-17T15:50:34.664Z" }
+wheels = [
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/37/c3/6eeb6034408dac0fa653d126c9204ade96b819c936e136c5e8a6897eee9c/socksio-1.0.0-py3-none-any.whl", hash = "sha256:95dc1f15f9b34e8d7b16f06d74b8ccf48f609af32ab33c608d08761c5dcbb1f3", size = 12763, upload-time = "2020-04-17T15:50:31.878Z" },
+]
+
 [[package]]
 name = "sqlalchemy"
 version = "2.0.49"