diff --git a/.dockerignore b/.dockerignore
index 654a03fd..61a88dff 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -21,3 +21,5 @@ temp/
 tmp/
 mai_knowledge/
 depends-data/
+!depends-data/
+!depends-data/char_frequency.json
diff --git a/AGENTS.md b/AGENTS.md
index a66d71ca..e977b378 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -32,8 +32,7 @@
 
 # 运行/调试/构建/测试/依赖
 优先使用uv
-依赖项以 pyproject.toml 为准
-
+依赖项以 pyproject.toml 为准，要同步更新requirements.txt
 
 # 语言规范
 项目的首选语言为简体中文，无论是注释语言，日志展示语言，还是 WebUI 展示语言都首要以简体中文为首要实现目标
@@ -45,6 +44,9 @@
 # 关于 A_memorix 修改
 如果修改涉及 `src/A_memorix`，请先阅读 `src/A_memorix/MODIFICATION_POLICY.md`。
 
+# prompt模板、
+涉及对prompt模板的修改，要同步修改英文和日文的文件，对齐到中文
+
 默认原则：
 1. `src/A_memorix` 的实现层改动应优先遵守 `src/A_memorix/MODIFICATION_POLICY.md` 中的归属约束。
 2. 不要提交无边界的 `ruff`、格式化、导入整理或大面积实现整理。
@@ -52,3 +54,6 @@
 
 # maibot插件开发文档
 https://github.com/Mai-with-u/maibot-plugin-sdk/blob/main/docs/guide.md
+
+# 如何提交maibot插件
+https://github.com/Mai-with-u/plugin-repo/blob/main/CONTRIBUTING.md
\ No newline at end of file
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..4bc866ff 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)
@@ -225,6 +175,7 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
             value={values[field.name]}
             onChange={(v) => onChange(field.name, v)}
             schema={field}
+            parentValues={values}
           />
         )
       }
@@ -235,6 +186,7 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
           value={values[field.name]}
           onChange={(v) => onChange(field.name, v)}
           schema={field}
+          parentValues={values}
         >
           <DynamicField
             schema={field}
@@ -265,12 +217,50 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
     ? [...normalFields, ...advancedFields]
     : normalFields
 
+  const groupFieldsByRow = (fields: FieldSchema[]) => {
+    const rows: FieldSchema[][] = []
+    let currentRow: FieldSchema[] = []
+    let currentRowKey: string | undefined
+
+    for (const field of fields) {
+      const rowKey = field['x-row']
+      if (rowKey && rowKey === currentRowKey) {
+        currentRow.push(field)
+        continue
+      }
+
+      if (currentRow.length > 0) {
+        rows.push(currentRow)
+      }
+
+      currentRow = [field]
+      currentRowKey = rowKey
+    }
+
+    if (currentRow.length > 0) {
+      rows.push(currentRow)
+    }
+
+    return rows
+  }
+
   const renderFieldList = (fields: FieldSchema[]) => (
     <>
-      {fields.map((field, index) => (
-        <React.Fragment key={field.name}>
+      {groupFieldsByRow(fields).map((row, index) => (
+        <React.Fragment key={row.map((field) => field.name).join('|')}>
           {index > 0 && <Separator className="my-2 bg-border/50" />}
-          <div className="py-1">{renderField(field)}</div>
+          {row.length > 1 ? (
+            <div
+              className="grid gap-4 py-1 md:grid-cols-[repeat(var(--field-row-count),minmax(0,1fr))]"
+              style={{ '--field-row-count': row.length } as React.CSSProperties}
+            >
+              {row.map((field) => (
+                <div key={field.name}>{renderField(field)}</div>
+              ))}
+            </div>
+          ) : (
+            <div className="py-1">{renderField(row[0])}</div>
+          )}
         </React.Fragment>
       ))}
     </>
@@ -294,7 +284,6 @@ 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)
@@ -313,6 +302,7 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
                     onChange={(v) => onChange(key, v)}
                     schema={nestedField ?? nestedSchema}
                     nestedSchema={nestedSchema}
+                    parentValues={values}
                   />
                 </div>
               )
@@ -326,6 +316,7 @@ export const DynamicConfigForm: React.FC<DynamicConfigFormProps> = ({
                   onChange={(v) => onChange(key, v)}
                   schema={nestedField ?? nestedSchema}
                   nestedSchema={nestedSchema}
+                  parentValues={values}
                 >
                   <DynamicConfigForm
                     schema={nestedSchema}
@@ -342,34 +333,11 @@ 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..27039cbe 100644
--- a/dashboard/src/components/dynamic-form/DynamicField.tsx
+++ b/dashboard/src/components/dynamic-form/DynamicField.tsx
@@ -8,6 +8,12 @@ import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@
 import { Slider } from "@/components/ui/slider"
 import { Switch } from "@/components/ui/switch"
 import { Textarea } from "@/components/ui/textarea"
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from "@/components/ui/tooltip"
 import { cn } from "@/lib/utils"
 import type { FieldSchema } from "@/types/config-schema"
 
@@ -31,6 +37,27 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
   value,
   onChange,
 }) => {
+  const isNumericField = schema.type === 'integer' || schema.type === 'number'
+
+  const parseNumericValue = (rawValue: unknown, fallbackValue: unknown = 0) => {
+    if (typeof rawValue === 'number' && Number.isFinite(rawValue)) {
+      return rawValue
+    }
+
+    if (typeof rawValue === 'string') {
+      const parsedValue = parseFloat(rawValue)
+      if (Number.isFinite(parsedValue)) {
+        return schema.type === 'integer' ? Math.trunc(parsedValue) : parsedValue
+      }
+    }
+
+    if (fallbackValue !== rawValue) {
+      return parseNumericValue(fallbackValue, 0)
+    }
+
+    return 0
+  }
+
   const renderPrimitiveArrayEditor = () => {
     const itemType = schema.items?.type ?? 'string'
     const arrayValue = Array.isArray(value)
@@ -94,6 +121,10 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
     return <IconComponent className="h-4 w-4" />
   }
 
+  const optionDescriptions = schema['x-option-descriptions'] ?? {}
+  const hasOptionDescriptions = Object.keys(optionDescriptions).length > 0
+  const inlineDescription = hasOptionDescriptions ? '' : schema.description
+
   const renderFieldHeader = () => (
     <div className="flex flex-wrap items-center gap-x-2 gap-y-1">
       <Label
@@ -108,9 +139,9 @@ 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>
@@ -122,10 +153,14 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
   const renderInputComponent = () => {
     const widget = schema['x-widget']
     const type = schema.type
+    const resolvedWidget =
+      isNumericField && (widget === 'input' || widget === 'number' || !widget)
+        ? 'number'
+        : widget
 
     // x-widget 优先
-    if (widget) {
-      switch (widget) {
+    if (resolvedWidget) {
+      switch (resolvedWidget) {
         case 'slider':
           return renderSlider()
         case 'input':
@@ -214,7 +249,7 @@ 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)
     const min = schema.minValue ?? 0
     const max = schema.maxValue ?? 100
     const step = schema.step ?? 1
@@ -241,7 +276,7 @@ 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)
     const min = schema.minValue
     const max = schema.maxValue
     const step = schema.step ?? (schema.type === 'integer' ? 1 : 0.1)
@@ -250,7 +285,12 @@ 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 +302,12 @@ 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 +322,19 @@ 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}
       />
     )
   }
@@ -307,11 +360,39 @@ export const DynamicField: React.FC<DynamicFieldProps> = ({
           <SelectValue placeholder={`Select ${schema.label}`} />
         </SelectTrigger>
         <SelectContent>
-          {options.map((option) => (
-            <SelectItem key={option} value={option}>
-              {option}
-            </SelectItem>
-          ))}
+          {hasOptionDescriptions ? (
+            <TooltipProvider delayDuration={150}>
+              {options.map((option) => {
+                const description = optionDescriptions[option]
+                return description ? (
+                  <Tooltip key={option}>
+                    <TooltipTrigger asChild>
+                      <SelectItem value={option} title={description}>
+                        {option}
+                      </SelectItem>
+                    </TooltipTrigger>
+                    <TooltipContent
+                      side="right"
+                      align="center"
+                      className="max-w-72 bg-background text-foreground border shadow-lg"
+                    >
+                      {description}
+                    </TooltipContent>
+                  </Tooltip>
+                ) : (
+                  <SelectItem key={option} value={option}>
+                    {option}
+                  </SelectItem>
+                )
+              })}
+            </TooltipProvider>
+          ) : (
+            options.map((option) => (
+              <SelectItem key={option} value={option}>
+                {option}
+              </SelectItem>
+            ))
+          )}
         </SelectContent>
       </Select>
     )
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..bced38f1 100644
--- a/dashboard/src/components/expression-reviewer.tsx
+++ b/dashboard/src/components/expression-reviewer.tsx
@@ -80,6 +80,7 @@ export function ExpressionReviewer({ open, onOpenChange }: ExpressionReviewerPro
   // 快速审核模式状态
   const [quickFilterType, setQuickFilterType] = useState<'unchecked' | 'passed' | 'rejected' | 'all'>('unchecked')
   const [quickExpressions, setQuickExpressions] = useState<Expression[]>([])
+  const quickExpressionsRef = useRef<Expression[]>([])
   const [quickCurrentIndex, setQuickCurrentIndex] = useState(0)
   const [quickLoading, setQuickLoading] = useState(false)
   const [quickTotal, setQuickTotal] = useState(0)
@@ -92,6 +93,10 @@ export function ExpressionReviewer({ open, onOpenChange }: ExpressionReviewerPro
   const cardRef = useRef<HTMLDivElement>(null)
   const dragStartRef = useRef<{ x: number; y: number } | null>(null)
   const isDraggingRef = useRef(false)
+
+  useEffect(() => {
+    quickExpressionsRef.current = quickExpressions
+  }, [quickExpressions])
   const [loading, setLoading] = useState(false)
   const [statsLoading, setStatsLoading] = useState(false)
   const [total, setTotal] = useState(0)
@@ -180,9 +185,13 @@ export function ExpressionReviewer({ open, onOpenChange }: ExpressionReviewerPro
       setQuickLoading(true)
       const pageToLoad = append ? quickPage + 1 : quickPage
       const result = await getReviewList({
-        page: pageToLoad,
+        page: quickFilterType === 'unchecked' ? 1 : pageToLoad,
         page_size: 20,
         filter_type: quickFilterType,
+        order: quickFilterType === 'unchecked' ? 'random' : 'latest',
+        exclude_ids: quickFilterType === 'unchecked' && append
+          ? quickExpressionsRef.current.map((expr) => expr.id)
+          : undefined,
       })
       
       if (result.success) {
@@ -552,8 +561,8 @@ 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 +1113,8 @@ 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 +1594,8 @@ 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 +1647,8 @@ 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/lib/expression-api.ts b/dashboard/src/lib/expression-api.ts
index 8937f598..030d1614 100644
--- a/dashboard/src/lib/expression-api.ts
+++ b/dashboard/src/lib/expression-api.ts
@@ -442,16 +442,20 @@ export async function getReviewList(params: {
   page?: number
   page_size?: number
   filter_type?: 'unchecked' | 'passed' | 'rejected' | 'all'
+  order?: 'latest' | 'random'
   search?: string
   chat_id?: string
+  exclude_ids?: number[]
 }): Promise<ApiResponse<ReviewListResponse>> {
   const queryParams = new URLSearchParams()
 
   if (params.page) queryParams.append('page', params.page.toString())
   if (params.page_size) queryParams.append('page_size', params.page_size.toString())
   if (params.filter_type) queryParams.append('filter_type', params.filter_type)
+  if (params.order) queryParams.append('order', params.order)
   if (params.search) queryParams.append('search', params.search)
   if (params.chat_id) queryParams.append('chat_id', params.chat_id)
+  params.exclude_ids?.forEach((id) => queryParams.append('exclude_ids', id.toString()))
 
   const response = await fetchWithAuth(`${API_BASE}/review/list?${queryParams}`)
 
diff --git a/dashboard/src/lib/field-hooks.ts b/dashboard/src/lib/field-hooks.ts
index 438c5d8d..e86a25e0 100644
--- a/dashboard/src/lib/field-hooks.ts
+++ b/dashboard/src/lib/field-hooks.ts
@@ -15,6 +15,7 @@ export interface FieldHookComponentProps {
   onChange?: (value: unknown) => void
   children?: ReactNode
   schema?: ConfigSchema | FieldSchema
+  parentValues?: Record<string, unknown>
   /**
    * 如果当前字段是 `List[ConfigBase]` 或嵌套 ConfigBase，
    * 这里会传入对应子配置类的 ConfigSchema，便于自定义编辑器
diff --git a/dashboard/src/lib/plugin-api/marketplace.ts b/dashboard/src/lib/plugin-api/marketplace.ts
index 0842a91a..4e243410 100644
--- a/dashboard/src/lib/plugin-api/marketplace.ts
+++ b/dashboard/src/lib/plugin-api/marketplace.ts
@@ -121,6 +121,7 @@ export async function fetchPluginList(): Promise<ApiResponse<PluginInfo[]>> {
       rating: 0,
       review_count: 0,
       installed: false,
+      source: 'market' as const,
       published_at: new Date().toISOString(),
       updated_at: new Date().toISOString(),
     }))
diff --git a/dashboard/src/lib/prompt-api.ts b/dashboard/src/lib/prompt-api.ts
index 79da5248..96e967d8 100644
--- a/dashboard/src/lib/prompt-api.ts
+++ b/dashboard/src/lib/prompt-api.ts
@@ -8,6 +8,9 @@ export interface PromptFileInfo {
   name: string
   size: number
   modified_at: number
+  display_name: string
+  advanced: boolean
+  description: string
 }
 
 export interface PromptCatalog {
diff --git a/dashboard/src/lib/version.ts b/dashboard/src/lib/version.ts
index 03625ffb..b9799351 100644
--- a/dashboard/src/lib/version.ts
+++ b/dashboard/src/lib/version.ts
@@ -5,7 +5,7 @@
  * 修改此处的版本号后，所有展示版本的地方都会自动更新
  */
 
-export const APP_VERSION = '1.0.3'
+export const APP_VERSION = '1.0.5'
 export const APP_NAME = 'MaiBot Dashboard'
 export const APP_FULL_NAME = `${APP_NAME} v${APP_VERSION}`
 
diff --git a/dashboard/src/routes/config/bot.tsx b/dashboard/src/routes/config/bot.tsx
index 08c0bf5a..53a26153 100644
--- a/dashboard/src/routes/config/bot.tsx
+++ b/dashboard/src/routes/config/bot.tsx
@@ -1,4 +1,4 @@
-import { useCallback, useEffect, useMemo, useRef, useState } from 'react'
+import { Fragment, useCallback, useEffect, useMemo, useRef, useState } from 'react'
 import { parse as parseToml } from 'smol-toml'
 
 import { AlertDescription, Alert } from '@/components/ui/alert'
@@ -23,11 +23,14 @@ import { useToast } from '@/hooks/use-toast'
 import { getBotConfig, getBotConfigRaw, getBotConfigSchema, updateBotConfig, updateBotConfigRaw } from '@/lib/config-api'
 import { fieldHooks } from '@/lib/field-hooks'
 import { RestartProvider, useRestart } from '@/lib/restart-context'
+import { cn } from '@/lib/utils'
 
-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 {
+  BotPlatformsHook,
+  ChatPromptsHook,
   ChatTalkValueRulesHook,
   ExpressionGroupsHook,
   ExpressionLearningListHook,
@@ -47,16 +50,27 @@ const TOAST_DISPLAY_DELAY = 500
 /** Tab 标签页的首选排列顺序 (host field name) */
 const TAB_ORDER = [
   'bot',
-  'personality',
   'chat',
   'expression',
+  'a_memorix',
+  'visual',
+  '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',
+  'chat',
+  'expression',
+  'a_memorix',
+])
+
 // ==================== Tab 分组类型与构建 ====================
 interface TabGroup {
   id: string
@@ -143,6 +157,9 @@ 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 +177,7 @@ 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)
@@ -255,6 +273,7 @@ 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)
@@ -285,6 +304,7 @@ function BotConfigPageContent() {
       response_post_process: responsePostProcessConfig,
       chinese_typo: chineseTypoConfig,
       response_splitter: responseSplitterConfig,
+      log: logConfig,
       debug: debugConfig,
       maim_message: maimMessageConfig,
       telemetry: telemetryConfig,
@@ -308,6 +328,7 @@ function BotConfigPageContent() {
     responsePostProcessConfig,
     chineseTypoConfig,
     responseSplitterConfig,
+    logConfig,
     debugConfig,
     maimMessageConfig,
     telemetryConfig,
@@ -394,6 +415,8 @@ function BotConfigPageContent() {
 
   useEffect(() => {
     const hookEntries = [
+      ['bot.platforms', BotPlatformsHook],
+      ['chat.chat_prompts', ChatPromptsHook],
       ['chat.talk_value_rules', ChatTalkValueRulesHook],
       ['expression.expression_groups', ExpressionGroupsHook],
       ['expression.learning_list', ExpressionLearningListHook],
@@ -437,6 +460,7 @@ function BotConfigPageContent() {
   useConfigAutoSave(responsePostProcessConfig, 'response_post_process', initialLoadRef.current, triggerAutoSave)
   useConfigAutoSave(chineseTypoConfig, 'chinese_typo', initialLoadRef.current, triggerAutoSave)
   useConfigAutoSave(responseSplitterConfig, 'response_splitter', initialLoadRef.current, triggerAutoSave)
+  useConfigAutoSave(logConfig, 'log', initialLoadRef.current, triggerAutoSave)
   useConfigAutoSave(debugConfig, 'debug', initialLoadRef.current, triggerAutoSave)
   useConfigAutoSave(maimMessageConfig, 'maim_message', initialLoadRef.current, triggerAutoSave)
   useConfigAutoSave(telemetryConfig, 'telemetry', initialLoadRef.current, triggerAutoSave)
@@ -450,10 +474,20 @@ function BotConfigPageContent() {
   const saveSourceCode = async () => {
     try {
       setSaving(true)
+      // 编辑器展示时会把 basic string 内的 \n 展开成真实换行；保存前先转回 TOML 转义序列。
+      const escapedSourceCode = sourceCode.replace(/"([^"]*)"/g, (_match, content) => {
+        const encoded = content
+          .replace(/\\/g, '\\\\') // 反斜杠必须先转义，避免 \s 等序列被 TOML 当作非法转义
+          .replace(/"/g, '\\"')
+          .replace(/\n/g, '\\n')
+          .replace(/\t/g, '\\t')
+          .replace(/\r/g, '\\r')
+        return `"${encoded}"`
+      })
       
       // 前端验证 TOML 格式
       try {
-        parseToml(sourceCode)
+        parseToml(escapedSourceCode)
       } catch (error) {
         const errorMsg = error instanceof Error ? error.message : 'TOML 格式错误'
         const translatedMsg = translateTomlError(errorMsg)
@@ -468,18 +502,7 @@ function BotConfigPageContent() {
         return
       }
       
-      // 将双引号字符串中的实际字符转换回 TOML 转义序列
-      // 使用正则表达式只处理双引号字符串内的内容，不影响单引号字符串
-      const escaped = sourceCode.replace(/"([^"]*)"/g, (_match, content) => {
-        const encoded = content
-          .replace(/\\/g, '\\\\') // 反斜杠（必须放在最前）
-          .replace(/"/g, '\\"')   // 双引号
-          .replace(/\n/g, '\\n')  // 换行符
-          .replace(/\t/g, '\\t')  // 制表符
-          .replace(/\r/g, '\\r')  // 回车符
-        return `"${encoded}"`
-      })
-      const result = await updateBotConfigRaw(escaped)
+      const result = await updateBotConfigRaw(escapedSourceCode)
       if (!result.success) {
         setHasTomlError(true)
         const errorMsg = result.error
@@ -592,6 +615,21 @@ 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 +688,7 @@ function BotConfigPageContent() {
       response_post_process: responsePostProcessConfig,
       chinese_typo: chineseTypoConfig,
       response_splitter: responseSplitterConfig,
+      log: logConfig,
       debug: debugConfig,
       maim_message: maimMessageConfig,
       telemetry: telemetryConfig,
@@ -673,6 +712,7 @@ function BotConfigPageContent() {
       responsePostProcessConfig,
       chineseTypoConfig,
       responseSplitterConfig,
+      logConfig,
       debugConfig,
       maimMessageConfig,
       telemetryConfig,
@@ -699,6 +739,7 @@ function BotConfigPageContent() {
       response_post_process: setResponsePostProcessConfig,
       chinese_typo: setChineseTypoConfig,
       response_splitter: setResponseSplitterConfig,
+      log: setLogConfig,
       debug: setDebugConfig,
       maim_message: setMaimMessageConfig,
       telemetry: setTelemetryConfig,
@@ -735,7 +776,33 @@ function BotConfigPageContent() {
               <p className="text-muted-foreground mt-1 text-xs sm:text-sm">管理麦麦的核心功能和行为设置</p>
             </div>
             {/* 按钮组 - 桌面端靠右 */}
-            <div className="flex gap-2 flex-shrink-0">
+            <div className="flex flex-wrap gap-2 flex-shrink-0 sm:justify-end">
+              <Tabs
+                value={editMode}
+                onValueChange={(v) => handleModeChange(v as 'visual' | 'source')}
+                className="w-full min-w-[13rem] sm:w-[14rem]"
+              >
+                <TabsList className="grid h-8 w-full grid-cols-2 sm:h-9">
+                  <TabsTrigger value="visual" className="px-2 text-xs">
+                    <Layout className="mr-1 h-3 w-3 sm:h-4 sm:w-4" />
+                    可视化
+                  </TabsTrigger>
+                  <TabsTrigger value="source" className="px-2 text-xs">
+                    <Code2 className="mr-1 h-3 w-3 sm:h-4 sm:w-4" />
+                    源代码
+                  </TabsTrigger>
+                </TabsList>
+              </Tabs>
+              <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}
@@ -785,31 +852,22 @@ function BotConfigPageContent() {
             </AlertDialog>
             </div>
           </div>
-          
-          {/* 模式切换 - 单独一行 */}
-          <div className="flex">
-            <Tabs value={editMode} onValueChange={(v) => handleModeChange(v as 'visual' | 'source')} className="w-full">
-              <TabsList className="h-8 sm:h-9 w-full grid grid-cols-2">
-                <TabsTrigger value="visual" className="text-xs sm:text-sm">
-                  <Layout className="h-3 w-3 sm:h-4 sm:w-4 mr-1" />
-                  可视化编辑
-                </TabsTrigger>
-                <TabsTrigger value="source" className="text-xs sm:text-sm">
-                  <Code2 className="h-3 w-3 sm:h-4 sm:w-4 mr-1" />
-                  源代码编辑
-                </TabsTrigger>
-              </TabsList>
-            </Tabs>
-          </div>
         </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 +961,37 @@ 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 firstExpandedTabId = visibleTabGroups.find(
+    (tab) => !DEFAULT_VISIBLE_TAB_IDS.has(tab.id)
+  )?.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)
@@ -953,17 +1037,44 @@ 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) => (
-          <TabsTrigger
-            key={tab.id}
-            value={tab.id}
-            className="text-xs px-2 py-1.5 sm:px-3 sm:py-2 data-[state=active]:shadow-sm"
+        {visibleTabGroups.map((tab) => {
+          const isExpandedOnlyTab = !DEFAULT_VISIBLE_TAB_IDS.has(tab.id)
+          return (
+            <Fragment key={tab.id}>
+              {tab.id === firstExpandedTabId && (
+                <span className="mx-1 hidden h-6 w-px bg-border/80 sm:block" />
+              )}
+              <TabsTrigger
+                value={tab.id}
+                className={cn(
+                  "text-xs px-2 py-1.5 sm:px-3 sm:py-2 data-[state=active]:shadow-sm",
+                  isExpandedOnlyTab &&
+                    "border border-dashed border-border/70 bg-background/45 text-muted-foreground/80 hover:bg-background/70 data-[state=active]:border-primary/45 data-[state=active]:bg-primary/10 data-[state=active]:text-primary data-[state=active]:shadow-none"
+                )}
+              >
+                {tab.label}
+              </TabsTrigger>
+            </Fragment>
+          )
+        })}
+        {hasCollapsibleTabs && (
+          <Button
+            type="button"
+            variant="ghost"
+            size="sm"
+            className="h-8 px-2 text-xs sm:h-9 sm:px-3"
+            onClick={toggleExpanded}
           >
-            {tab.label}
-          </TabsTrigger>
-        ))}
+            {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..216beb2d 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, useEffect, useMemo, useState, type CSSProperties } from 'react'
 import * as LucideIcons from 'lucide-react'
 import { Plus, Trash2 } from 'lucide-react'
 
@@ -31,6 +31,17 @@ 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'
+  /** 根据同级配置决定是否默认折叠 */
+  collapseWhen?: (context: { parentValues?: Record<string, unknown> }) => boolean
+  collapsedText?: string
+  expandLabel?: string
+  collapseLabel?: string
 }
 
 function resolveLabel(schema?: ConfigSchema | FieldSchema, fieldPath?: string): string {
@@ -153,6 +164,7 @@ export function createListItemEditorHook(
     onChange,
     schema,
     nestedSchema,
+    parentValues,
     value,
   }) => {
     const items = useMemo<Record<string, unknown>[]>(() => {
@@ -190,9 +202,115 @@ 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 shouldCollapse = options.collapseWhen?.({ parentValues }) ?? false
+    const [manuallyExpanded, setManuallyExpanded] = useState(false)
+    const collapsed = shouldCollapse && !manuallyExpanded
+
+    useEffect(() => {
+      if (!shouldCollapse) {
+        setManuallyExpanded(false)
+      }
+    }, [shouldCollapse])
+
+    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 (
@@ -208,9 +326,23 @@ export function createListItemEditorHook(
     return (
       <Card>
         <CardHeader className="space-y-2 pb-4">
-          <div className="flex items-center gap-2">
-            {renderLucideIcon(iconName, 'h-5 w-5 text-muted-foreground')}
-            <CardTitle className="text-base">{label}</CardTitle>
+          <div className="flex items-start justify-between gap-3">
+            <div className="flex min-w-0 items-center gap-2">
+              {renderLucideIcon(iconName, 'h-5 w-5 flex-shrink-0 text-muted-foreground')}
+              <CardTitle className="truncate text-base">{label}</CardTitle>
+            </div>
+            {shouldCollapse && (
+              <Button
+                type="button"
+                variant="outline"
+                size="sm"
+                onClick={() => setManuallyExpanded((current) => !current)}
+              >
+                {collapsed
+                  ? (options.expandLabel ?? '展开')
+                  : (options.collapseLabel ?? '折叠')}
+              </Button>
+            )}
           </div>
           {description && (
             <CardDescription className="whitespace-pre-line">{description}</CardDescription>
@@ -220,6 +352,13 @@ export function createListItemEditorHook(
           )}
         </CardHeader>
         <CardContent className="space-y-3">
+          {collapsed ? (
+            <div className="rounded-md border border-dashed border-muted-foreground/25 bg-muted/10 p-4 text-sm text-muted-foreground">
+              {options.collapsedText ?? '当前配置已折叠，可手动展开查看或编辑。'}
+            </div>
+          ) : (
+            <>
+          {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 +390,14 @@ 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..fad197db 100644
--- a/dashboard/src/routes/config/bot/hooks/complexFieldHooks.tsx
+++ b/dashboard/src/routes/config/bot/hooks/complexFieldHooks.tsx
@@ -1,6 +1,38 @@
+import { Plus, Trash2 } from 'lucide-react'
+
+import { Badge } from '@/components/ui/badge'
+import { Button } from '@/components/ui/button'
+import { Input } from '@/components/ui/input'
+import { Label } from '@/components/ui/label'
+import {
+  Select,
+  SelectContent,
+  SelectItem,
+  SelectTrigger,
+  SelectValue,
+} from '@/components/ui/select'
+import type { FieldHookComponent } from '@/lib/field-hooks'
+
 import { createJsonFieldHook } from './JsonFieldHookFactory'
 import { createListItemEditorHook } from './ListItemEditorHookFactory'
 
+type ExpressionRuleType = 'group' | 'private'
+
+interface ExpressionGroupTarget {
+  platform: string
+  item_id: string
+  rule_type: ExpressionRuleType
+}
+
+interface ExpressionGroupValue {
+  expression_groups: ExpressionGroupTarget[]
+}
+
+interface PlatformAccountRow {
+  platform: string
+  account: string
+}
+
 const ruleTypeLabel = (rule: unknown) => {
   if (rule === 'private') return '私聊'
   if (rule === 'group') return '群聊'
@@ -28,10 +60,90 @@ const collectStringList = (value: unknown): string[] => {
     .filter((item) => item.length > 0)
 }
 
+const normalizeExpressionRuleType = (value: unknown): ExpressionRuleType => {
+  return value === 'private' ? 'private' : 'group'
+}
+
+const normalizeExpressionTarget = (value: unknown): ExpressionGroupTarget => {
+  const source =
+    value && typeof value === 'object'
+      ? (value as Record<string, unknown>)
+      : {}
+  return {
+    platform:
+      typeof source.platform === 'string' ? source.platform.trim() : 'qq',
+    item_id:
+      typeof source.item_id === 'string' ? source.item_id.trim() : '',
+    rule_type: normalizeExpressionRuleType(source.rule_type),
+  }
+}
+
+const normalizeExpressionGroups = (value: unknown): ExpressionGroupValue[] => {
+  if (!Array.isArray(value)) return []
+  return value.map((item) => {
+    const source =
+      item && typeof item === 'object'
+        ? (item as Record<string, unknown>)
+        : {}
+    const members = Array.isArray(source.expression_groups)
+      ? source.expression_groups.map(normalizeExpressionTarget)
+      : []
+    return { expression_groups: members }
+  })
+}
+
+const createExpressionTarget = (): ExpressionGroupTarget => ({
+  platform: 'qq',
+  item_id: '',
+  rule_type: 'group',
+})
+
+const formatExpressionTarget = (target: ExpressionGroupTarget): string => {
+  const platform = target.platform.trim()
+  const itemId = target.item_id.trim()
+  const rule = ruleTypeLabel(target.rule_type)
+  if (!platform && !itemId) return `全局 · ${rule}`
+  if (!itemId) return `${platform} · ${rule}`
+  return `${platform}:${itemId} · ${rule}`
+}
+
+const normalizePlatformAccounts = (value: unknown): string[] => {
+  if (!Array.isArray(value)) return []
+  return value.map((item) => String(item ?? ''))
+}
+
+const parsePlatformAccount = (value: string): PlatformAccountRow => {
+  const separatorIndex = value.indexOf(':')
+  if (separatorIndex < 0) {
+    return { platform: '', account: value }
+  }
+  return {
+    platform: value.slice(0, separatorIndex),
+    account: value.slice(separatorIndex + 1),
+  }
+}
+
+const formatPlatformAccount = (row: PlatformAccountRow): string => {
+  const platform = row.platform.trim()
+  const account = row.account.trim()
+  if (!platform) return account
+  if (!account) return `${platform}:`
+  return `${platform}:${account}`
+}
+
 export const ChatTalkValueRulesHook = createListItemEditorHook({
   addLabel: '添加发言频率规则',
+  addButtonPlacement: 'top',
+  collapseWhen: ({ parentValues }) => parentValues?.enable_talk_value_rules === false,
+  collapsedText: '动态发言频率规则未启用，规则列表已折叠。展开后仍可查看或编辑已有规则。',
+  expandLabel: '展开规则',
+  collapseLabel: '折叠规则',
   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 +155,45 @@ 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')
@@ -57,6 +204,96 @@ export const ExpressionLearningListHook = createListItemEditorHook({
   },
 })
 
+export const BotPlatformsHook: FieldHookComponent = ({ onChange, value }) => {
+  const platforms = normalizePlatformAccounts(value)
+  const rows = platforms.map(parsePlatformAccount)
+
+  const updateRows = (nextRows: PlatformAccountRow[]) => {
+    onChange?.(nextRows.map(formatPlatformAccount))
+  }
+
+  const addRow = () => {
+    updateRows([...rows, { platform: '', account: '' }])
+  }
+
+  const removeRow = (rowIndex: number) => {
+    updateRows(rows.filter((_, index) => index !== rowIndex))
+  }
+
+  const updateRow = (rowIndex: number, patch: Partial<PlatformAccountRow>) => {
+    updateRows(
+      rows.map((row, index) =>
+        index === rowIndex ? { ...row, ...patch } : row
+      )
+    )
+  }
+
+  return (
+    <div className="space-y-3">
+      <div className="flex flex-col gap-2 sm:flex-row sm:items-center sm:justify-between">
+        <div className="space-y-1">
+          <Label className="text-sm font-medium">其他平台</Label>
+          <p className="text-xs text-muted-foreground">
+            每行保存为 platform:account，例如 wx:114514。
+          </p>
+        </div>
+        <Button type="button" size="sm" variant="outline" onClick={addRow}>
+          <Plus className="mr-2 h-4 w-4" />
+          添加平台
+        </Button>
+      </div>
+
+      {rows.length === 0 ? (
+        <div className="rounded-md border border-dashed bg-muted/30 px-4 py-5 text-center text-sm text-muted-foreground">
+          暂无其他平台账号。
+        </div>
+      ) : (
+        <div className="space-y-2">
+          {rows.map((row, rowIndex) => (
+            <div
+              key={rowIndex}
+              className="grid gap-2 rounded-md border bg-muted/20 p-3 sm:grid-cols-[minmax(7rem,0.6fr)_minmax(10rem,1fr)_auto]"
+            >
+              <div className="space-y-1">
+                <Label className="text-xs">平台</Label>
+                <Input
+                  value={row.platform}
+                  placeholder="wx"
+                  onChange={(event) =>
+                    updateRow(rowIndex, { platform: event.target.value })
+                  }
+                />
+              </div>
+              <div className="space-y-1">
+                <Label className="text-xs">账号</Label>
+                <Input
+                  className="font-mono"
+                  value={row.account}
+                  placeholder="114514"
+                  onChange={(event) =>
+                    updateRow(rowIndex, { account: event.target.value })
+                  }
+                />
+              </div>
+              <div className="flex items-end justify-end">
+                <Button
+                  type="button"
+                  size="icon"
+                  variant="ghost"
+                  aria-label={`删除其他平台 ${rowIndex + 1}`}
+                  onClick={() => removeRow(rowIndex)}
+                >
+                  <Trash2 className="h-4 w-4" />
+                </Button>
+              </div>
+            </div>
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
+
 export const KeywordRulesHook = createListItemEditorHook({
   addLabel: '添加关键词规则',
   helperText: '匹配命中后会用 reaction 内容作为额外上下文。keywords 至少填一条，或使用正则模式。',
@@ -95,11 +332,211 @@ export const RegexRulesHook = createListItemEditorHook({
   },
 })
 
-export const ExpressionGroupsHook = createJsonFieldHook({
-  emptyValue: [],
-  helperText: '表达互通组使用 JSON 编辑。每一项包含一个 expression_groups 数组。',
-  placeholder: '[\n  {\n    "expression_groups": [\n      {\n        "platform": "qq",\n        "item_id": "123456",\n        "rule_type": "group"\n      }\n    ]\n  }\n]',
-})
+export const ExpressionGroupsHook: FieldHookComponent = ({ onChange, value }) => {
+  const groups = normalizeExpressionGroups(value)
+
+  const updateGroups = (nextGroups: ExpressionGroupValue[]) => {
+    onChange?.(nextGroups)
+  }
+
+  const addGroup = () => {
+    updateGroups([...groups, { expression_groups: [] }])
+  }
+
+  const removeGroup = (groupIndex: number) => {
+    updateGroups(groups.filter((_, index) => index !== groupIndex))
+  }
+
+  const addMember = (groupIndex: number) => {
+    updateGroups(
+      groups.map((group, index) =>
+        index === groupIndex
+          ? {
+              expression_groups: [
+                ...group.expression_groups,
+                createExpressionTarget(),
+              ],
+            }
+          : group
+      )
+    )
+  }
+
+  const removeMember = (groupIndex: number, memberIndex: number) => {
+    updateGroups(
+      groups.map((group, index) =>
+        index === groupIndex
+          ? {
+              expression_groups: group.expression_groups.filter(
+                (_, currentMemberIndex) => currentMemberIndex !== memberIndex
+              ),
+            }
+          : group
+      )
+    )
+  }
+
+  const updateMember = (
+    groupIndex: number,
+    memberIndex: number,
+    patch: Partial<ExpressionGroupTarget>
+  ) => {
+    updateGroups(
+      groups.map((group, index) =>
+        index === groupIndex
+          ? {
+              expression_groups: group.expression_groups.map(
+                (member, currentMemberIndex) =>
+                  currentMemberIndex === memberIndex
+                    ? { ...member, ...patch }
+                    : member
+              ),
+            }
+          : group
+      )
+    )
+  }
+
+  return (
+    <div className="space-y-3 rounded-lg border bg-card p-4 sm:p-5">
+      <div className="flex flex-col gap-2 sm:flex-row sm:items-start sm:justify-between">
+        <div className="space-y-1">
+          <h3 className="text-base font-semibold">表达互通组</h3>
+          <p className="text-sm text-muted-foreground">
+            每个互通组内的聊天流会共享已学习的表达方式。成员会保存为
+            expression_groups 数组结构。
+          </p>
+        </div>
+        <Button type="button" size="sm" variant="outline" onClick={addGroup}>
+          <Plus className="mr-2 h-4 w-4" />
+          添加互通组
+        </Button>
+      </div>
+
+      {groups.length === 0 ? (
+        <div className="rounded-md border border-dashed bg-muted/30 px-4 py-8 text-center text-sm text-muted-foreground">
+          暂无互通组，点击“添加互通组”开始配置。
+        </div>
+      ) : (
+        <div className="space-y-2">
+          {groups.map((group, groupIndex) => (
+            <div
+              key={groupIndex}
+              className="space-y-2 rounded-md border bg-muted/20 p-2.5 sm:p-3"
+            >
+              <div className="flex flex-col gap-2 sm:flex-row sm:items-center sm:justify-between">
+                <div className="flex flex-wrap items-center gap-2">
+                  <span className="text-sm font-medium">
+                    互通组 {groupIndex + 1}
+                  </span>
+                  <Badge variant="secondary">
+                    {group.expression_groups.length} 个成员
+                  </Badge>
+                </div>
+                <div className="flex gap-2">
+                  <Button
+                    type="button"
+                    size="sm"
+                    variant="outline"
+                    onClick={() => addMember(groupIndex)}
+                  >
+                    <Plus className="mr-2 h-4 w-4" />
+                    添加成员
+                  </Button>
+                  <Button
+                    type="button"
+                    size="icon"
+                    variant="ghost"
+                    aria-label={`删除互通组 ${groupIndex + 1}`}
+                    onClick={() => removeGroup(groupIndex)}
+                  >
+                    <Trash2 className="h-4 w-4" />
+                  </Button>
+                </div>
+              </div>
+
+              {group.expression_groups.length === 0 ? (
+                <div className="rounded-md bg-background/70 px-3 py-4 text-sm text-muted-foreground">
+                  这个互通组还没有成员。
+                </div>
+              ) : (
+                <div className="space-y-1.5">
+                  {group.expression_groups.map((member, memberIndex) => (
+                    <div
+                      key={`${groupIndex}-${memberIndex}`}
+                      className="grid items-end gap-2 rounded-md bg-background/80 px-2.5 py-2 md:grid-cols-[minmax(6rem,0.65fr)_minmax(9rem,1fr)_minmax(7rem,0.75fr)_2.25rem]"
+                    >
+                      <div className="space-y-0.5">
+                        <Label className="text-[11px] leading-none text-muted-foreground">平台</Label>
+                        <Input
+                          className="h-8"
+                          value={member.platform}
+                          placeholder="qq"
+                          onChange={(event) =>
+                            updateMember(groupIndex, memberIndex, {
+                              platform: event.target.value,
+                            })
+                          }
+                        />
+                      </div>
+                      <div className="space-y-0.5">
+                        <Label className="text-[11px] leading-none text-muted-foreground">账号 / 群号</Label>
+                        <Input
+                          className="h-8 font-mono"
+                          value={member.item_id}
+                          placeholder="123456"
+                          onChange={(event) =>
+                            updateMember(groupIndex, memberIndex, {
+                              item_id: event.target.value,
+                            })
+                          }
+                        />
+                      </div>
+                      <div className="space-y-0.5">
+                        <Label className="text-[11px] leading-none text-muted-foreground">类型</Label>
+                        <Select
+                          value={member.rule_type}
+                          onValueChange={(nextRuleType) =>
+                            updateMember(groupIndex, memberIndex, {
+                              rule_type: normalizeExpressionRuleType(nextRuleType),
+                            })
+                          }
+                        >
+                          <SelectTrigger className="h-8">
+                            <SelectValue />
+                          </SelectTrigger>
+                          <SelectContent>
+                            <SelectItem value="group">群聊</SelectItem>
+                            <SelectItem value="private">私聊</SelectItem>
+                          </SelectContent>
+                        </Select>
+                      </div>
+                      <div className="flex items-end justify-between gap-2 md:justify-end">
+                        <span className="min-w-0 truncate text-xs text-muted-foreground md:hidden">
+                          {formatExpressionTarget(member)}
+                        </span>
+                        <Button
+                          type="button"
+                          size="icon"
+                          variant="ghost"
+                          className="h-8 w-8"
+                          aria-label={`删除互通组 ${groupIndex + 1} 的成员 ${memberIndex + 1}`}
+                          onClick={() => removeMember(groupIndex, memberIndex)}
+                        >
+                          <Trash2 className="h-4 w-4" />
+                        </Button>
+                      </div>
+                    </div>
+                  ))}
+                </div>
+              )}
+            </div>
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
 
 export const MCPRootItemsHook = createJsonFieldHook({
   emptyValue: [],
diff --git a/dashboard/src/routes/config/bot/hooks/index.ts b/dashboard/src/routes/config/bot/hooks/index.ts
index a5120209..3511fb0d 100644
--- a/dashboard/src/routes/config/bot/hooks/index.ts
+++ b/dashboard/src/routes/config/bot/hooks/index.ts
@@ -11,6 +11,8 @@ export type {
   UseAutoSaveReturnGeneric,
 } from './useAutoSave'
 export {
+  BotPlatformsHook,
+  ChatPromptsHook,
   ChatTalkValueRulesHook,
   ExpressionGroupsHook,
   ExpressionLearningListHook,
diff --git a/dashboard/src/routes/config/bot/hooks/useAutoSave.ts b/dashboard/src/routes/config/bot/hooks/useAutoSave.ts
index 3d8bf7e1..6f338a0b 100644
--- a/dashboard/src/routes/config/bot/hooks/useAutoSave.ts
+++ b/dashboard/src/routes/config/bot/hooks/useAutoSave.ts
@@ -288,10 +288,23 @@ export function useConfigAutoSave<T>(
   isInitialLoad: boolean,
   triggerAutoSave: (sectionName: ConfigSectionName, data: unknown) => void
 ): void {
+  const previousSnapshotRef = useRef<string | null>(null)
+
   useEffect(() => {
-    if (config && !isInitialLoad) {
+    if (!config) {
+      return
+    }
+
+    const snapshot = JSON.stringify(config)
+    if (isInitialLoad || previousSnapshotRef.current === null) {
+      previousSnapshotRef.current = snapshot
+      return
+    }
+
+    if (snapshot !== previousSnapshotRef.current) {
+      previousSnapshotRef.current = snapshot
       triggerAutoSave(sectionName, config)
     }
     // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [config])
+  }, [config, isInitialLoad])
 }
diff --git a/dashboard/src/routes/config/bot/sections/BotInfoSection.tsx b/dashboard/src/routes/config/bot/sections/BotInfoSection.tsx
index 49808601..d1c64e69 100644
--- a/dashboard/src/routes/config/bot/sections/BotInfoSection.tsx
+++ b/dashboard/src/routes/config/bot/sections/BotInfoSection.tsx
@@ -63,27 +63,29 @@ export const BotInfoSection = React.memo(function BotInfoSection({ config, onCha
   return (
     <div className="rounded-lg border bg-card p-4 sm:p-6 space-y-6">
       <div>
-        <h3 className="text-lg font-semibold mb-4">基本信息</h3>
+        <h3 className="text-lg font-semibold mb-4">基础</h3>
 
         <div className="grid gap-4">
-          <div className="grid gap-2">
-            <Label htmlFor="platform">平台</Label>
-            <Input
-              id="platform"
-              value={config.platform}
-              onChange={(e) => onChange({ ...config, platform: e.target.value })}
-              placeholder="qq"
-            />
-          </div>
+          <div className="grid gap-4 md:grid-cols-2">
+            <div className="grid gap-2">
+              <Label htmlFor="platform">平台</Label>
+              <Input
+                id="platform"
+                value={config.platform}
+                onChange={(e) => onChange({ ...config, platform: e.target.value })}
+                placeholder="qq"
+              />
+            </div>
 
-          <div className="grid gap-2">
-            <Label htmlFor="qq_account">QQ账号</Label>
-            <Input
-              id="qq_account"
-              value={config.qq_account}
-              onChange={(e) => onChange({ ...config, qq_account: e.target.value })}
-              placeholder="123456789"
-            />
+            <div className="grid gap-2">
+              <Label htmlFor="qq_account">QQ账号</Label>
+              <Input
+                id="qq_account"
+                value={config.qq_account}
+                onChange={(e) => onChange({ ...config, qq_account: e.target.value })}
+                placeholder="123456789"
+              />
+            </div>
           </div>
 
           <div className="grid gap-2">
diff --git a/dashboard/src/routes/config/bot/sections/FeaturesSection.tsx b/dashboard/src/routes/config/bot/sections/FeaturesSection.tsx
index 40b4c2e4..af1432b2 100644
--- a/dashboard/src/routes/config/bot/sections/FeaturesSection.tsx
+++ b/dashboard/src/routes/config/bot/sections/FeaturesSection.tsx
@@ -311,23 +311,6 @@ export const FeaturesSection = React.memo(function FeaturesSection({
                 启用表情包过滤
               </Label>
             </div>
-
-            {emojiConfig.content_filtration && (
-              <div className="grid gap-2 pl-6 border-l-2 border-primary/20">
-                <Label htmlFor="filtration_prompt">过滤要求</Label>
-                <Input
-                  id="filtration_prompt"
-                  value={emojiConfig.filtration_prompt}
-                  onChange={(e) =>
-                    onEmojiChange({ ...emojiConfig, filtration_prompt: e.target.value })
-                  }
-                  placeholder="符合公序良俗"
-                />
-                <p className="text-xs text-muted-foreground">
-                  只有符合此要求的表情包才会被保存
-                </p>
-              </div>
-            )}
           </div>
         </div>
       </div>
diff --git a/dashboard/src/routes/config/bot/types.ts b/dashboard/src/routes/config/bot/types.ts
index 706a9575..5e324468 100644
--- a/dashboard/src/routes/config/bot/types.ts
+++ b/dashboard/src/routes/config/bot/types.ts
@@ -78,7 +78,6 @@ export interface EmojiConfig {
   check_interval: number
   steal_emoji: boolean
   content_filtration: boolean
-  filtration_prompt: string
 }
 
 export interface MemoryConfig {
diff --git a/dashboard/src/routes/config/model.tsx b/dashboard/src/routes/config/model.tsx
index 3d91b6bd..a4d8c59c 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)
@@ -130,13 +137,8 @@ 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({
+  const { clearTimers: clearAutoSaveTimers, initialLoadRef, resetSnapshots } = useModelAutoSave({
     models,
     taskConfig,
     onSavingChange: setAutoSaving,
@@ -198,6 +200,7 @@ function ModelConfigPageContent() {
       
       const taskConf = (config.model_task_config as ModelTaskConfig) || null
       setTaskConfig(taskConf)
+      resetSnapshots(modelList, taskConf)
       
       // 解析 model_task_config 的 schema
       if (schemaResult.success && schemaResult.data) {
@@ -218,7 +221,7 @@ function ModelConfigPageContent() {
     } finally {
       setLoading(false)
     }
-  }, [initialLoadRef, checkTaskConfigIssues])
+  }, [initialLoadRef, checkTaskConfigIssues, resetSnapshots])
 
   // 初始加载
   useEffect(() => {
@@ -251,6 +254,17 @@ 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 +299,9 @@ 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 ?? {},
     }
@@ -327,6 +344,7 @@ function ModelConfigPageContent() {
         setSaving(false)
         return
       }
+      resetSnapshots(config.models as ModelInfo[], taskConfig)
       setHasUnsavedChanges(false)
       toast({
         title: '保存成功',
@@ -376,6 +394,7 @@ function ModelConfigPageContent() {
         setSaving(false)
         return
       }
+      resetSnapshots(config.models as ModelInfo[], taskConfig)
       setHasUnsavedChanges(false)
       toast({
         title: '保存成功',
@@ -406,16 +425,26 @@ 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 +488,9 @@ 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 +824,19 @@ 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 +880,30 @@ 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}>
+              关闭
+            </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 +1022,7 @@ 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 +1044,89 @@ 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 +1349,50 @@ 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 +1575,21 @@ 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..b563d2e4 100644
--- a/dashboard/src/routes/config/model/hooks/useModelAutoSave.ts
+++ b/dashboard/src/routes/config/model/hooks/useModelAutoSave.ts
@@ -25,6 +25,7 @@ interface UseModelAutoSaveReturn {
   clearTimers: () => void
   /** 初始加载状态标记引用 (用于设置初始加载完成) */
   initialLoadRef: RefObject<boolean>
+  resetSnapshots: (nextModels: ModelInfo[], nextTaskConfig: ModelTaskConfig | null) => void
 }
 
 /**
@@ -45,6 +46,8 @@ export function useModelAutoSave(
   const modelsTimerRef = useRef<ReturnType<typeof setTimeout> | null>(null)
   const taskConfigTimerRef = useRef<ReturnType<typeof setTimeout> | null>(null)
   const initialLoadRef = useRef(true)
+  const modelsSnapshotRef = useRef<string | null>(null)
+  const taskConfigSnapshotRef = useRef<string | null>(null)
 
   // 清除定时器
   const clearTimers = useCallback(() => {
@@ -66,6 +69,9 @@ 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 ?? {},
     }
@@ -80,6 +86,19 @@ export function useModelAutoSave(
   }, [])
 
   // 自动保存模型列表
+  const snapshotModels = useCallback((nextModels: ModelInfo[]): string => {
+    return JSON.stringify(nextModels.map(cleanModelForSave))
+  }, [cleanModelForSave])
+
+  const snapshotTaskConfig = useCallback((nextTaskConfig: ModelTaskConfig | null): string | null => {
+    return nextTaskConfig ? JSON.stringify(nextTaskConfig) : null
+  }, [])
+
+  const resetSnapshots = useCallback((nextModels: ModelInfo[], nextTaskConfig: ModelTaskConfig | null) => {
+    modelsSnapshotRef.current = snapshotModels(nextModels)
+    taskConfigSnapshotRef.current = snapshotTaskConfig(nextTaskConfig)
+  }, [snapshotModels, snapshotTaskConfig])
+
   const autoSaveModels = useCallback(async (newModels: ModelInfo[]) => {
     try {
       onSavingChange?.(true)
@@ -89,6 +108,7 @@ export function useModelAutoSave(
       if (!result.success) {
         throw new Error(result.error)
       }
+      modelsSnapshotRef.current = JSON.stringify(cleanedModels)
       onUnsavedChange?.(false)
     } catch (error) {
       console.error('自动保存模型列表失败:', error)
@@ -106,6 +126,7 @@ export function useModelAutoSave(
       if (!result.success) {
         throw new Error(result.error)
       }
+      taskConfigSnapshotRef.current = JSON.stringify(newTaskConfig)
       onUnsavedChange?.(false)
     } catch (error) {
       console.error('自动保存任务配置失败:', error)
@@ -119,6 +140,13 @@ export function useModelAutoSave(
   useEffect(() => {
     if (initialLoadRef.current) return
 
+    const snapshot = snapshotModels(models)
+    if (modelsSnapshotRef.current === null) {
+      modelsSnapshotRef.current = snapshot
+      return
+    }
+    if (snapshot === modelsSnapshotRef.current) return
+
     onUnsavedChange?.(true)
 
     if (modelsTimerRef.current) {
@@ -134,12 +162,19 @@ export function useModelAutoSave(
         clearTimeout(modelsTimerRef.current)
       }
     }
-  }, [models, autoSaveModels, debounceMs, onUnsavedChange])
+  }, [models, autoSaveModels, debounceMs, onUnsavedChange, snapshotModels])
 
   // 监听 taskConfig 变化
   useEffect(() => {
     if (initialLoadRef.current || !taskConfig) return
 
+    const snapshot = snapshotTaskConfig(taskConfig)
+    if (taskConfigSnapshotRef.current === null) {
+      taskConfigSnapshotRef.current = snapshot
+      return
+    }
+    if (snapshot === taskConfigSnapshotRef.current) return
+
     onUnsavedChange?.(true)
 
     if (taskConfigTimerRef.current) {
@@ -155,7 +190,7 @@ export function useModelAutoSave(
         clearTimeout(taskConfigTimerRef.current)
       }
     }
-  }, [taskConfig, autoSaveTaskConfig, debounceMs, onUnsavedChange])
+  }, [taskConfig, autoSaveTaskConfig, debounceMs, onUnsavedChange, snapshotTaskConfig])
 
   // 组件卸载时清除定时器
   useEffect(() => {
@@ -167,5 +202,6 @@ export function useModelAutoSave(
   return {
     clearTimers,
     initialLoadRef,
+    resetSnapshots,
   }
 }
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..a14b7595 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()
@@ -75,6 +78,7 @@ function ModelProviderConfigPageContent() {
 
   const autoSaveTimerRef = useRef<ReturnType<typeof setTimeout> | null>(null)
   const initialLoadRef = useRef(true)
+  const providersSnapshotRef = useRef<string | null>(null)
   const prevTourStepRef = useRef(tourState.stepIndex)
 
   // 注册 Tour
@@ -158,7 +162,9 @@ function ModelProviderConfigPageContent() {
         return
       }
       const config = unwrapModelConfig(result.data)
-      setProviders(Array.isArray(config.api_providers) ? config.api_providers as APIProvider[] : [])
+      const providerList = Array.isArray(config.api_providers) ? config.api_providers as APIProvider[] : []
+      setProviders(providerList)
+      providersSnapshotRef.current = JSON.stringify(providerList.map(cleanProviderData))
       setHasUnsavedChanges(false)
       initialLoadRef.current = false
     } catch (error) {
@@ -172,6 +178,11 @@ function ModelProviderConfigPageContent() {
     await triggerRestart()
   }
 
+  const dismissRestartNotice = () => {
+    localStorage.setItem('model-provider-restart-notice-dismissed', 'true')
+    setRestartNoticeVisible(false)
+  }
+
   const handleSaveAndRestart = async () => {
     try {
       setSaving(true)
@@ -223,6 +234,7 @@ function ModelProviderConfigPageContent() {
         setSaving(false)
         return
       }
+      providersSnapshotRef.current = JSON.stringify(cleanedProviders)
       setHasUnsavedChanges(false)
       toast({
         title: '保存成功',
@@ -348,6 +360,7 @@ function ModelProviderConfigPageContent() {
       }
 
       setProviders(deleteConfirmState.pendingProviders)
+      providersSnapshotRef.current = JSON.stringify(cleanedProviders)
       setHasUnsavedChanges(false)
 
       toast({
@@ -423,6 +436,7 @@ function ModelProviderConfigPageContent() {
         setHasUnsavedChanges(true)
         return
       }
+      providersSnapshotRef.current = JSON.stringify(cleanedProviders)
       setHasUnsavedChanges(false)
     } catch (error) {
       console.error('自动保存失败:', error)
@@ -440,6 +454,13 @@ function ModelProviderConfigPageContent() {
   useEffect(() => {
     if (initialLoadRef.current) return
 
+    const snapshot = JSON.stringify(providers.map(cleanProviderData))
+    if (providersSnapshotRef.current === null) {
+      providersSnapshotRef.current = snapshot
+      return
+    }
+    if (snapshot === providersSnapshotRef.current) return
+
     setHasUnsavedChanges(true)
 
     if (autoSaveTimerRef.current) {
@@ -521,6 +542,7 @@ function ModelProviderConfigPageContent() {
         setSaving(false)
         return
       }
+      providersSnapshotRef.current = JSON.stringify(cleanedProviders)
       setHasUnsavedChanges(false)
       toast({
         title: '保存成功',
@@ -796,12 +818,19 @@ 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/config/prompts.tsx b/dashboard/src/routes/config/prompts.tsx
index 81985f5d..b7382950 100644
--- a/dashboard/src/routes/config/prompts.tsx
+++ b/dashboard/src/routes/config/prompts.tsx
@@ -1,5 +1,5 @@
 import { useCallback, useEffect, useMemo, useState } from 'react'
-import { FileText, Loader2, RefreshCw, Save, Search } from 'lucide-react'
+import { FileText, Loader2, RefreshCw, Save, Search, SlidersHorizontal } from 'lucide-react'
 
 import { CodeEditor } from '@/components/CodeEditor'
 import { Badge } from '@/components/ui/badge'
@@ -36,6 +36,7 @@ export function PromptManagementPage() {
   const [loadingFile, setLoadingFile] = useState(false)
   const [saving, setSaving] = useState(false)
   const [query, setQuery] = useState('')
+  const [showAdvancedPrompts, setShowAdvancedPrompts] = useState(false)
 
   const hasUnsavedChanges = content !== savedContent
 
@@ -44,13 +45,30 @@ export function PromptManagementPage() {
     return catalog.files[language] ?? []
   }, [catalog, language])
 
+  const visiblePromptFiles = useMemo<PromptFileInfo[]>(() => {
+    return showAdvancedPrompts ? promptFiles : promptFiles.filter((file) => !file.advanced)
+  }, [promptFiles, showAdvancedPrompts])
+
   const filteredFiles = useMemo(() => {
     const normalizedQuery = query.trim().toLowerCase()
-    if (!normalizedQuery) return promptFiles
-    return promptFiles.filter((file) => file.name.toLowerCase().includes(normalizedQuery))
-  }, [promptFiles, query])
+    if (!normalizedQuery) return visiblePromptFiles
+    return visiblePromptFiles.filter((file) => {
+      const searchableText = [
+        file.name,
+        file.display_name,
+        file.description,
+      ].join(' ').toLowerCase()
+      return searchableText.includes(normalizedQuery)
+    })
+  }, [visiblePromptFiles, query])
 
   const selectedFile = promptFiles.find((file) => file.name === filename)
+  useEffect(() => {
+    if (!filename || showAdvancedPrompts) return
+    const currentFile = promptFiles.find((file) => file.name === filename)
+    if (!currentFile?.advanced) return
+    setFilename(visiblePromptFiles[0]?.name ?? '')
+  }, [filename, promptFiles, showAdvancedPrompts, visiblePromptFiles])
 
   const loadCatalog = useCallback(async () => {
     try {
@@ -70,7 +88,10 @@ export function PromptManagementPage() {
       setLanguage(nextLanguage)
 
       const nextFiles = nextLanguage ? result.data.files[nextLanguage] ?? [] : []
-      setFilename((current) => nextFiles.some((file) => file.name === current) ? current : nextFiles[0]?.name ?? '')
+      const nextBasicFiles = nextFiles.filter((file) => !file.advanced)
+      setFilename((current) =>
+        nextFiles.some((file) => file.name === current) ? current : nextBasicFiles[0]?.name ?? nextFiles[0]?.name ?? ''
+      )
     } catch (error) {
       toast({
         title: '加载 Prompt 目录失败',
@@ -130,7 +151,8 @@ export function PromptManagementPage() {
     setLanguage(nextLanguage)
     setQuery('')
     const nextFiles = catalog?.files[nextLanguage] ?? []
-    setFilename(nextFiles[0]?.name ?? '')
+    const nextVisibleFiles = showAdvancedPrompts ? nextFiles : nextFiles.filter((file) => !file.advanced)
+    setFilename(nextVisibleFiles[0]?.name ?? '')
   }
 
   const handleSave = async () => {
@@ -181,6 +203,14 @@ export function PromptManagementPage() {
             <RefreshCw className={cn('mr-2 h-4 w-4', loadingCatalog && 'animate-spin')} />
             刷新
           </Button>
+          <Button
+            variant={showAdvancedPrompts ? 'default' : 'outline'}
+            size="sm"
+            onClick={() => setShowAdvancedPrompts((current) => !current)}
+          >
+            <SlidersHorizontal className="mr-2 h-4 w-4" />
+            {showAdvancedPrompts ? '隐藏高级' : '显示高级'}
+          </Button>
           <Button size="sm" onClick={handleSave} disabled={!hasUnsavedChanges || saving || loadingFile || !filename}>
             <Save className="mr-2 h-4 w-4" />
             {saving ? '保存中' : hasUnsavedChanges ? '保存' : '已保存'}
@@ -194,7 +224,7 @@ export function PromptManagementPage() {
             <CardTitle className="flex items-center gap-2 text-sm">
               <FileText className="h-4 w-4" />
               Prompt 文件
-              <Badge variant="secondary" className="ml-auto">{promptFiles.length}</Badge>
+              <Badge variant="secondary" className="ml-auto">{filteredFiles.length}</Badge>
             </CardTitle>
             <div className="relative">
               <Search className="pointer-events-none absolute left-2 top-2.5 h-4 w-4 text-muted-foreground" />
@@ -226,8 +256,16 @@ export function PromptManagementPage() {
                       filename === file.name ? 'bg-accent text-accent-foreground' : 'text-muted-foreground',
                     )}
                   >
-                    <div className="truncate font-medium" title={file.name}>{file.name}</div>
-                    <div className="mt-0.5 text-xs text-muted-foreground">{formatFileSize(file.size)}</div>
+                    <div className="flex items-center gap-2">
+                      <div className="truncate font-medium" title={file.display_name || file.name}>
+                        {file.display_name || file.name}
+                      </div>
+                      {file.advanced && <Badge variant="outline" className="shrink-0 text-[10px]">高级</Badge>}
+                    </div>
+                    <div className="mt-0.5 truncate text-xs text-muted-foreground">{file.name} · {formatFileSize(file.size)}</div>
+                    {file.description && (
+                      <div className="mt-1 line-clamp-2 text-xs text-muted-foreground">{file.description}</div>
+                    )}
                   </button>
                 ))
               ) : (
@@ -240,12 +278,18 @@ export function PromptManagementPage() {
         <Card className="min-h-0 overflow-hidden">
           <CardHeader className="flex flex-row items-center justify-between gap-3 space-y-0 pb-3">
             <div className="min-w-0">
-              <CardTitle className="truncate text-sm">{filename || '未选择文件'}</CardTitle>
+              <CardTitle className="flex items-center gap-2 truncate text-sm">
+                <span className="truncate">{selectedFile?.display_name || filename || '未选择文件'}</span>
+                {selectedFile?.advanced && <Badge variant="outline" className="shrink-0">高级</Badge>}
+              </CardTitle>
               <p className="mt-1 text-xs text-muted-foreground">
                 {language}
                 {selectedFile ? ` · ${formatFileSize(selectedFile.size)}` : ''}
                 {hasUnsavedChanges ? ' · 有未保存修改' : ''}
               </p>
+              {selectedFile?.description && (
+                <p className="mt-1 line-clamp-2 text-xs text-muted-foreground">{selectedFile.description}</p>
+              )}
             </div>
           </CardHeader>
           <CardContent className="min-h-0 p-0">
diff --git a/dashboard/src/routes/logs.tsx b/dashboard/src/routes/logs.tsx
index c68dda40..56e241f9 100644
--- a/dashboard/src/routes/logs.tsx
+++ b/dashboard/src/routes/logs.tsx
@@ -22,16 +22,26 @@ import { zhCN } from 'date-fns/locale'
 
 // 字号配置
 type FontSize = 'xs' | 'sm' | 'base'
+type LogLevelFilter = LogEntry['level'] | 'all'
+
 const fontSizeConfig: Record<FontSize, { label: string; rowHeight: number; class: string }> = {
   xs: { label: '小', rowHeight: 28, class: 'text-[10px] sm:text-xs' },
   sm: { label: '中', rowHeight: 36, class: 'text-xs sm:text-sm' },
   base: { label: '大', rowHeight: 44, class: 'text-sm sm:text-base' },
 }
 
+const levelPriority: Record<LogEntry['level'], number> = {
+  DEBUG: 10,
+  INFO: 20,
+  WARNING: 30,
+  ERROR: 40,
+  CRITICAL: 50,
+}
+
 export function LogViewerPage() {
   const [logs, setLogs] = useState<LogEntry[]>([])
   const [searchQuery, setSearchQuery] = useState('')
-  const [levelFilter, setLevelFilter] = useState<string>('all')
+  const [levelFilter, setLevelFilter] = useState<LogLevelFilter>('INFO')
   const [moduleFilter, setModuleFilter] = useState<string>('all')
   const [dateFrom, setDateFrom] = useState<Date | undefined>(undefined)
   const [dateTo, setDateTo] = useState<Date | undefined>(undefined)
@@ -154,8 +164,10 @@ export function LogViewerPage() {
         log.message.toLowerCase().includes(searchQuery.toLowerCase()) ||
         log.module.toLowerCase().includes(searchQuery.toLowerCase())
       
-      // 级别过滤
-      const matchesLevel = levelFilter === 'all' || log.level === levelFilter
+      // 级别过滤：选择某个级别时显示该级别及以上的日志
+      const matchesLevel =
+        levelFilter === 'all' ||
+        levelPriority[log.level] >= levelPriority[levelFilter]
       
       // 模块过滤
       const matchesModule = moduleFilter === 'all' || log.module === moduleFilter
@@ -355,17 +367,17 @@ export function LogViewerPage() {
               <CollapsibleContent className="space-y-2">
                 {/* 级别和模块筛选 */}
                 <div className="flex flex-col gap-2 sm:flex-row sm:gap-2">
-                  <Select value={levelFilter} onValueChange={setLevelFilter}>
+                  <Select value={levelFilter} onValueChange={(value) => setLevelFilter(value as LogLevelFilter)}>
                     <SelectTrigger className="w-full sm:flex-1 h-8 text-xs">
                       <Filter className="h-3.5 w-3.5 mr-1.5" />
-                      <SelectValue placeholder="级别" />
+                      <SelectValue placeholder="最低级别" />
                     </SelectTrigger>
                     <SelectContent>
                       <SelectItem value="all">全部级别</SelectItem>
-                      <SelectItem value="DEBUG">DEBUG</SelectItem>
-                      <SelectItem value="INFO">INFO</SelectItem>
-                      <SelectItem value="WARNING">WARNING</SelectItem>
-                      <SelectItem value="ERROR">ERROR</SelectItem>
+                      <SelectItem value="DEBUG">DEBUG 及以上</SelectItem>
+                      <SelectItem value="INFO">INFO 及以上</SelectItem>
+                      <SelectItem value="WARNING">WARNING 及以上</SelectItem>
+                      <SelectItem value="ERROR">ERROR 及以上</SelectItem>
                       <SelectItem value="CRITICAL">CRITICAL</SelectItem>
                     </SelectContent>
                   </Select>
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/plugins/MarketplaceTab.tsx b/dashboard/src/routes/plugins/MarketplaceTab.tsx
index e623530c..096ee129 100644
--- a/dashboard/src/routes/plugins/MarketplaceTab.tsx
+++ b/dashboard/src/routes/plugins/MarketplaceTab.tsx
@@ -43,6 +43,11 @@ export function MarketplaceTab({
       console.warn('[过滤] 跳过无 manifest 的插件:', plugin.id)
       return false
     }
+
+    // 全部插件只展示 plugin-repo 中存在的市场插件，本地独有插件只在“已安装”显示。
+    if (plugin.source === 'local') {
+      return false
+    }
     
     // 搜索过滤
     const matchesSearch = searchQuery === '' ||
diff --git a/dashboard/src/routes/plugins/index.tsx b/dashboard/src/routes/plugins/index.tsx
index ed529474..64ef02de 100644
--- a/dashboard/src/routes/plugins/index.tsx
+++ b/dashboard/src/routes/plugins/index.tsx
@@ -239,6 +239,7 @@ function PluginsPageContent() {
                   review_count: 0,
                   installed: true,
                   installed_version: installedPlugin.manifest.version,
+                  source: 'local',
                   published_at: new Date().toISOString(),
                   updated_at: new Date().toISOString(),
                 })
@@ -636,6 +637,7 @@ function PluginsPageContent() {
   const getFilteredPluginCount = (tab: 'all' | 'installed' | 'updates') => {
     return plugins.filter(p => {
       if (!p.manifest) return false
+      if (tab === 'all' && p.source === 'local') return false
       const matchesSearch = searchQuery === '' ||
         p.manifest.name?.toLowerCase().includes(searchQuery.toLowerCase()) ||
         p.manifest.description?.toLowerCase().includes(searchQuery.toLowerCase()) ||
diff --git a/dashboard/src/routes/resource/emoji/index.tsx b/dashboard/src/routes/resource/emoji/index.tsx
index d80dddc0..935e10d5 100644
--- a/dashboard/src/routes/resource/emoji/index.tsx
+++ b/dashboard/src/routes/resource/emoji/index.tsx
@@ -63,7 +63,7 @@ export function EmojiManagementPage() {
   const [page, setPage] = useState(1)
   const [total, setTotal] = useState(0)
   const [pageSize, setPageSize] = useState(20)
-  const [registeredFilter, setRegisteredFilter] = useState<string>('all')
+  const [registeredFilter, setRegisteredFilter] = useState<string>('registered')
   const [bannedFilter, setBannedFilter] = useState<string>('all')
   const [formatFilter, setFormatFilter] = useState<string>('all')
   const [sortBy, setSortBy] = useState<string>('usage_count')
@@ -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>
@@ -449,8 +449,8 @@ export function EmojiManagementPage() {
                 </div>
               </div>
 
-              <div className="flex flex-col sm:flex-row items-start sm:items-center justify-between gap-3 pt-4 border-t">
-                <div className="flex items-center gap-4">
+              <div className="flex flex-col gap-3 border-t pt-4 sm:flex-row sm:items-center sm:justify-between">
+                <div className="flex flex-wrap items-center gap-3">
                   {selectedIds.size > 0 && (
                     <span className="text-sm text-muted-foreground">
                       已选择 {selectedIds.size} 个表情包
@@ -477,8 +477,41 @@ export function EmojiManagementPage() {
                       </SelectContent>
                     </Select>
                   </div>
+
+                  <Button
+                    variant="outline"
+                    size="sm"
+                    onClick={loadEmojiList}
+                    disabled={loading}
+                  >
+                    <RefreshCw
+                      className={`h-4 w-4 mr-2 ${loading ? 'animate-spin' : ''}`}
+                    />
+                    刷新
+                  </Button>
+
+                  {selectedIds.size > 0 && (
+                    <>
+                      <Button
+                        variant="outline"
+                        size="sm"
+                        onClick={() => setSelectedIds(new Set())}
+                      >
+                        取消选择
+                      </Button>
+                      <Button
+                        variant="destructive"
+                        size="sm"
+                        onClick={() => setBatchDeleteDialogOpen(true)}
+                      >
+                        <Trash2 className="h-4 w-4 mr-1" />
+                        批量删除
+                      </Button>
+                    </>
+                  )}
                 </div>
-                <div className="flex items-center gap-2">
+
+                <div className="flex items-center gap-2 sm:ml-auto">
                   <Label
                     htmlFor="emoji-page-size"
                     className="text-sm whitespace-nowrap"
@@ -503,41 +536,8 @@ export function EmojiManagementPage() {
                       <SelectItem value="100">100</SelectItem>
                     </SelectContent>
                   </Select>
-                  {selectedIds.size > 0 && (
-                    <>
-                      <Button
-                        variant="outline"
-                        size="sm"
-                        onClick={() => setSelectedIds(new Set())}
-                      >
-                        取消选择
-                      </Button>
-                      <Button
-                        variant="destructive"
-                        size="sm"
-                        onClick={() => setBatchDeleteDialogOpen(true)}
-                      >
-                        <Trash2 className="h-4 w-4 mr-1" />
-                        批量删除
-                      </Button>
-                    </>
-                  )}
                 </div>
               </div>
-
-              <div className="flex justify-end pt-4 border-t">
-                <Button
-                  variant="outline"
-                  size="sm"
-                  onClick={loadEmojiList}
-                  disabled={loading}
-                >
-                  <RefreshCw
-                    className={`h-4 w-4 mr-2 ${loading ? 'animate-spin' : ''}`}
-                  />
-                  刷新
-                </Button>
-              </div>
             </CardContent>
           </Card>
 
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/routes/setup/StepForms.tsx b/dashboard/src/routes/setup/StepForms.tsx
index 833d3085..6ae55cf6 100644
--- a/dashboard/src/routes/setup/StepForms.tsx
+++ b/dashboard/src/routes/setup/StepForms.tsx
@@ -44,7 +44,7 @@ function normalizePlatform(raw: string): string {
 function deriveSelectedPlatform(config: BotBasicConfig): { selected: string; customName: string } {
   const platform = config.platform
   // Legacy: no platform set but has QQ account
-  if (!platform && config.qq_account > 0) {
+  if (!platform && config.qq_account.trim()) {
     return { selected: 'qq', customName: '' }
   }
   if (!platform) {
@@ -96,9 +96,7 @@ export function BotBasicForm({ config, onChange }: BotBasicFormProps) {
   const customPlatformName = customPlatformNameOverride ?? derived.customName
   const primaryAccount =
     selectedPlatform === 'qq'
-      ? config.qq_account > 0
-        ? String(config.qq_account)
-        : ''
+      ? config.qq_account.trim()
       : config.platform
         ? getPrimaryAccount(config.platforms, config.platform)
         : ''
@@ -141,7 +139,7 @@ export function BotBasicForm({ config, onChange }: BotBasicFormProps) {
     if (normalized === 'qq') {
       onChange({
         ...config,
-        qq_account: Number(accountId) || 0,
+        qq_account: accountId.trim(),
         platform: 'qq',
       })
     } else {
diff --git a/dashboard/src/routes/setup/api.ts b/dashboard/src/routes/setup/api.ts
index 5332b7fe..ae793f9b 100644
--- a/dashboard/src/routes/setup/api.ts
+++ b/dashboard/src/routes/setup/api.ts
@@ -61,10 +61,11 @@ export async function loadBotBasicConfig(): Promise<BotBasicConfig> {
   )
   const data = throwIfError(result)
   const botConfig = (data.config.bot || {}) as Partial<BotBasicConfig>
+  const qqAccount = String(botConfig.qq_account ?? '').trim()
 
   return {
-    platform: botConfig.platform || (botConfig.qq_account ? 'qq' : ''),
-    qq_account: botConfig.qq_account || 0,
+    platform: botConfig.platform || (qqAccount ? 'qq' : ''),
+    qq_account: qqAccount,
     platforms: botConfig.platforms || [],
     nickname: botConfig.nickname || '',
     alias_names: botConfig.alias_names || [],
diff --git a/dashboard/src/routes/setup/index.tsx b/dashboard/src/routes/setup/index.tsx
index 787d6854..87eaed02 100644
--- a/dashboard/src/routes/setup/index.tsx
+++ b/dashboard/src/routes/setup/index.tsx
@@ -106,7 +106,7 @@ function SetupPageContent() {
   // 步骤1：Bot基础信息
   const [botBasic, setBotBasic] = useState<BotBasicConfig>({
     platform: '',
-    qq_account: 0,
+    qq_account: '',
     platforms: [],
     nickname: '',
     alias_names: [],
@@ -239,7 +239,7 @@ function SetupPageContent() {
     if (!config.platform) return t('setupPage.validation.selectPlatform')
     if (!config.nickname.trim()) return t('setupPage.validation.enterNickname')
     if (config.platform === 'qq') {
-      if (!config.qq_account || config.qq_account <= 0) {
+      if (!config.qq_account.trim()) {
         return t('setupPage.validation.enterQqAccount')
       }
     } else {
diff --git a/dashboard/src/routes/setup/types.ts b/dashboard/src/routes/setup/types.ts
index 91414358..da650a68 100644
--- a/dashboard/src/routes/setup/types.ts
+++ b/dashboard/src/routes/setup/types.ts
@@ -10,7 +10,7 @@ export interface SetupStep {
 // 步骤1：Bot基础信息
 export interface BotBasicConfig {
   platform: string        // Primary platform name (normalized, lowercase)
-  qq_account: number      // QQ account (preserved always for webui compat)
+  qq_account: string      // QQ account (preserved always for webui compat)
   platforms: string[]     // Other platform accounts "platform:account"
   nickname: string
   alias_names: string[]
diff --git a/dashboard/src/types/config-schema.ts b/dashboard/src/types/config-schema.ts
index 06159fbb..7a9c29b8 100644
--- a/dashboard/src/types/config-schema.ts
+++ b/dashboard/src/types/config-schema.ts
@@ -40,6 +40,10 @@ export interface FieldSchema {
   'x-icon'?: string
   'x-layout'?: 'inline-right'
   'x-input-width'?: string
+  'x-option-descriptions'?: Record<string, string>
+  'x-row'?: string
+  'x-textarea-min-height'?: number
+  'x-textarea-rows'?: number
   advanced?: boolean
   step?: number
 }
@@ -52,7 +56,6 @@ 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/dashboard/src/types/plugin.ts b/dashboard/src/types/plugin.ts
index ddbcecaf..db38853e 100644
--- a/dashboard/src/types/plugin.ts
+++ b/dashboard/src/types/plugin.ts
@@ -82,6 +82,8 @@ export interface PluginInfo {
   screenshots?: string[]
   /** 更新日志 */
   changelog?: string
+  /** 插件来源：plugin-repo 市场或本地已安装插件 */
+  source?: 'market' | 'local'
 }
 
 /**
diff --git a/docker-compose.yml b/docker-compose.yml
index 853990b1..f6dcded1 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -25,6 +25,7 @@ services:
       - ./data/MaiMBot/emoji:/data/emoji # 持久化表情包
       - ./data/MaiMBot/plugins:/MaiMBot/plugins # 插件目录
       - ./data/MaiMBot/logs:/MaiMBot/logs # 日志目录
+      - ./depends-data:/MaiMBot/depends-data:ro # 运行时资源文件
       # - site-packages:/usr/local/lib/python3.13/site-packages # 持久化Python包，需要时启用
     restart: always
     networks:
diff --git a/locales/zh-CN/startup.json b/locales/zh-CN/startup.json
index cd7e3c99..38808c46 100644
--- a/locales/zh-CN/startup.json
+++ b/locales/zh-CN/startup.json
@@ -19,10 +19,10 @@
   "startup.event_loop_closed": "[主程序] 事件循环已关闭",
   "startup.file_not_found": "{file_type} 文件不存在",
   "startup.graceful_shutdown_error": "优雅关闭时发生错误: {error}",
-  "startup.initialization_completed_banner": "\n--------------------------------\n全部系统初始化完成，{nickname} 已成功唤醒\n--------------------------------\n如果想要自定义 {nickname} 的功能，请查阅：https://docs.mai-mai.org/manual/usage/\n或者遇到了问题，请访问我们的文档：https://docs.mai-mai.org/\n--------------------------------\n如果你想要编写或了解插件相关内容，请访问开发文档 https://docs.mai-mai.org/develop/\n--------------------------------\n如果你需要查阅模型的消耗以及麦麦的统计数据，请访问根目录的 maibot_statistics.html 文件\n",
+  "startup.initialization_completed_banner": "全部系统初始化完成，{nickname} 已成功唤醒",
   "startup.initialization_completed_cycles": "初始化完成，神经元放电 {init_time} 次",
   "startup.interrupt_received": "收到中断信号，正在优雅关闭...",
-  "startup.launching_script": "正在启动 {script_file}...",
+  "startup.launching_script": "正在启动MaiBot",
   "startup.logging_shutdown_error": "关闭日志系统时出错: {error}",
   "startup.main_error": "主程序发生异常: {error}",
   "startup.opensource_free_notice": "  本项目是完全免费的开源软件，基于 GPL-3.0 协议发布",
@@ -52,7 +52,7 @@
   "startup.shutdown_failed": "麦麦关闭失败: {error}",
   "startup.shutdown_started": "正在优雅关闭麦麦...",
   "startup.waking_up": "正在唤醒 {nickname}......",
-  "startup.webui_access_token": "🔑 WebUI Access Token: {token}",
+  "startup.webui_access_token": "🔑 WebUI 登录 Token: {token}",
   "startup.webui_access_token_failed": "❌ 获取 Access Token 失败: {error}",
   "startup.webui_access_token_login_hint": "💡 请使用此 Token 登录 WebUI",
   "startup.webui_anti_crawler_config_failed": "❌ 配置防爬虫中间件失败: {error}",
diff --git a/prompts/en-US/.meta.toml b/prompts/en-US/.meta.toml
new file mode 100644
index 00000000..6d0fa529
--- /dev/null
+++ b/prompts/en-US/.meta.toml
@@ -0,0 +1,79 @@
+[maisaka_chat]
+display_name = "Planner"
+advanced = false
+description = "Maisaka 主规划模板，负责整合身份、时间、工具说明和聊天上下文，驱动主循环进行思考、决策与工具调用。"
+
+[maisaka_replyer]
+display_name = "Replyer"
+advanced = false
+description = "Maisaka 回复生成模板，负责根据人格、表达风格、群聊注意事项和待回复上下文生成最终回复。"
+
+[default_expressor]
+display_name = "默认表达器"
+advanced = true
+description = "表达方式生成与整理相关模板，通常只在调试表达系统时需要修改。"
+
+[emoji_content_analysis]
+display_name = "表情包内容分析"
+advanced = true
+description = "用于分析表情包图片内容的模板。"
+
+[emoji_content_filtration]
+display_name = "表情包内容过滤"
+advanced = true
+description = "用于判断表情包内容是否符合过滤要求的模板。"
+
+[emoji_replace]
+display_name = "表情包替换"
+advanced = true
+description = "用于根据文本语境选择或替换表情包的模板。"
+
+[expression_evaluation]
+display_name = "表达评价"
+advanced = true
+description = "用于评价候选表达方式质量的模板。"
+
+[expression_select]
+display_name = "表达选择"
+advanced = true
+description = "用于从表达库中选择合适表达方式的模板。"
+
+[image_description]
+display_name = "图片描述"
+advanced = true
+description = "用于将图片内容转换为文本描述的模板。"
+
+[jargon_compare_inference]
+display_name = "术语对比推理"
+advanced = true
+description = "用于比较和推理群内术语含义的模板。"
+
+[jargon_explainer_summarize]
+display_name = "术语解释总结"
+advanced = true
+description = "用于总结术语解释结果的模板。"
+
+[jargon_inference_content_only]
+display_name = "术语推理"
+advanced = true
+description = "用于仅基于内容推理术语含义的模板。"
+
+[jargon_inference_with_context]
+display_name = "术语上下文推理"
+advanced = true
+description = "用于结合上下文推理术语含义的模板。"
+
+[learn_style]
+display_name = "表达风格学习"
+advanced = true
+description = "用于从聊天内容中学习表达风格的模板。"
+
+[maisaka_timing_gate]
+display_name = "Timing Gate"
+advanced = false
+description = "Maisaka 节奏控制模板，负责在每轮主循环前判断当前应该等待、停止，还是继续进入思考与回复流程。"
+
+[memory_retrieval_react_prompt_head_memory]
+display_name = "记忆检索 ReAct 头部"
+advanced = true
+description = "ReAct 式记忆查询流程使用的高级记忆检索提示词头部。"
diff --git a/prompts/en-US/emoji_content_filtration.prompt b/prompts/en-US/emoji_content_filtration.prompt
index 65cbd443..9dc46784 100644
--- a/prompts/en-US/emoji_content_filtration.prompt
+++ b/prompts/en-US/emoji_content_filtration.prompt
@@ -1,5 +1,5 @@
 This is a sticker. Please review it according to the following criteria:
-1. It must meet the requirement of "{demand}"
+1. It must conform to public order and good morals
 2. It must not contain pornography, violence, or other illegal or non-compliant content, and it must conform to public order and good morals
 3. It must not be any form of screenshot, chat record, or video screenshot
 4. It must not contain more than 5 words
diff --git a/prompts/en-US/hippo_topic_analysis.prompt b/prompts/en-US/hippo_topic_analysis.prompt
deleted file mode 100644
index 0fce62eb..00000000
--- a/prompts/en-US/hippo_topic_analysis.prompt
+++ /dev/null
@@ -1,27 +0,0 @@
-[Historical Topic Title List] (titles only, no specific content):
-{history_topics_block}
-[End of Historical Topic Title List]
-
-[Current Chat Log] (each message has an index before it for later reference):
-{messages_block}
-[End of Current Chat Log]
-
-Please complete the following tasks:
-**Identify topics**
-1. Identify one or more ongoing topics in the [Current Chat Log];
-2. Messages in the [Current Chat Log] may be related to historical topics, or they may be completely unrelated;
-3. Determine whether the topics in the [Historical Topic Title List] appear in the [Current Chat Log]. If they do, directly use that historical topic title string;
-
-**Select messages**
-1. For each topic (whether new or historical), select a list of message indices from the numbered messages above that are strongly related to that topic;
-2. For each topic, use one sentence to clearly describe the event that is happening. It must include time (approximate is fine), people, the main event, and the theme, ensuring accuracy and distinction;
-
-Please first output a short piece of reasoning explaining what topics exist, which are not included in the historical topics, which are included in the historical topics, and why;
-Then strictly output the topics involved in the [Current Chat Log] in JSON format as follows:
-[
-  {{
-    "topic": "topic",
-    "message_indices": [1, 2, 5]
-  }},
-  ...
-]
diff --git a/prompts/en-US/hippo_topic_summary.prompt b/prompts/en-US/hippo_topic_summary.prompt
deleted file mode 100644
index a8d843ef..00000000
--- a/prompts/en-US/hippo_topic_summary.prompt
+++ /dev/null
@@ -1,22 +0,0 @@
-Please summarize the following chat record segment based on the topic and extract the following information:
-
-**Topic**: {topic}
-
-**Requirements**:
-1. Keywords: extract keywords related to the topic and return them as a list (3-10 keywords)
-2. Summary: provide a plain-text summary of this segment (50-200 words). Requirements:
-   - Carefully retell the event and the chat content;
-   - Highlight the development process and the result of the event;
-   - Summarize around the central topic;
-   - Extract the key information points in the topic, and keep them concise and clear.
-
-Please return in JSON format as follows:
-{{
-    "keywords": ["keyword1", "keyword2", ...],
-    "summary": "summary content"
-}}
-
-Chat record:
-{original_text}
-
-Please return JSON directly and do not include any other content.
diff --git a/prompts/en-US/maidairy_knowledge_category.prompt b/prompts/en-US/maidairy_knowledge_category.prompt
deleted file mode 100644
index 510de367..00000000
--- a/prompts/en-US/maidairy_knowledge_category.prompt
+++ /dev/null
@@ -1,18 +0,0 @@
-You are an expert in analyzing user trait categories. Your task is to analyze the conversation content and determine which personal trait categories are involved.
-
-Please carefully read the following conversation content and determine which personal trait categories are involved.
-
-[Personal Trait Category List]
-{categories_summary}
-
-[Task Requirements]
-1. Analyze the conversation content and determine which personal trait categories are involved
-2. Output only the category numbers involved, separated by spaces
-3. If the conversation content does not involve any personal trait category, output "none"
-
-[Output Format Example]
-1 3 5
-or
-none
-
-Please start analyzing:
diff --git a/prompts/en-US/maidairy_knowledge_extract.prompt b/prompts/en-US/maidairy_knowledge_extract.prompt
deleted file mode 100644
index 61667a2d..00000000
--- a/prompts/en-US/maidairy_knowledge_extract.prompt
+++ /dev/null
@@ -1,17 +0,0 @@
-You are an expert in extracting user trait information. Your task is to extract personal trait information related to the specified category from the conversation content.
-
-[Target Category]
-{category_name}
-
-[Task Requirements]
-1. Carefully read the conversation content and find all information related to "{category_name}"
-2. The extracted information should be specific and accurate, avoiding vague descriptions
-3. If there are multiple relevant pieces of information, merge them into one concise description
-4. If there is no information related to this category in the conversation, output "none"
-
-[Output Format Example]
-The user is rather introverted and does not like speaking when many people are around, but becomes very lively with close friends.
-or
-none
-
-Please start extracting:
diff --git a/prompts/en-US/maidairy_knowledge_retrieve.prompt b/prompts/en-US/maidairy_knowledge_retrieve.prompt
deleted file mode 100644
index 9208377f..00000000
--- a/prompts/en-US/maidairy_knowledge_retrieve.prompt
+++ /dev/null
@@ -1,19 +0,0 @@
-You are an expert in retrieving user traits. Your task is to determine which categories of personal trait information need to be retrieved based on the current conversation context.
-
-[Current Conversation Context]
-{chat_context}
-
-[Personal Trait Category List]
-{categories_summary}
-
-[Task Requirements]
-1. Analyze the current conversation context and determine which personal trait information is needed to help understand the user
-2. Output only the needed category numbers, separated by spaces
-3. If the current conversation does not need any personal trait information, output "none"
-
-[Output Format Example]
-2 5 8
-or
-none
-
-Please start analyzing:
diff --git a/prompts/en-US/maisaka_replyer.prompt b/prompts/en-US/maisaka_replyer.prompt
index 4e712a75..ad6265fd 100644
--- a/prompts/en-US/maisaka_replyer.prompt
+++ b/prompts/en-US/maisaka_replyer.prompt
@@ -1,7 +1,5 @@
 You are chatting in a QQ group. Below is the content currently being discussed in the group, including chat records and images in the chat.
-Messages marked with {bot_name} (you) are your own messages, so please distinguish them carefully:
-
-{time_block}
+Messages marked as your own messages should be distinguished carefully:
 
 {identity}
 You are chatting in the group now. Please read the previous chat records, grasp the current topic, and then give a natural, colloquial reply.
diff --git a/prompts/ja-JP/.meta.toml b/prompts/ja-JP/.meta.toml
new file mode 100644
index 00000000..6d0fa529
--- /dev/null
+++ b/prompts/ja-JP/.meta.toml
@@ -0,0 +1,79 @@
+[maisaka_chat]
+display_name = "Planner"
+advanced = false
+description = "Maisaka 主规划模板，负责整合身份、时间、工具说明和聊天上下文，驱动主循环进行思考、决策与工具调用。"
+
+[maisaka_replyer]
+display_name = "Replyer"
+advanced = false
+description = "Maisaka 回复生成模板，负责根据人格、表达风格、群聊注意事项和待回复上下文生成最终回复。"
+
+[default_expressor]
+display_name = "默认表达器"
+advanced = true
+description = "表达方式生成与整理相关模板，通常只在调试表达系统时需要修改。"
+
+[emoji_content_analysis]
+display_name = "表情包内容分析"
+advanced = true
+description = "用于分析表情包图片内容的模板。"
+
+[emoji_content_filtration]
+display_name = "表情包内容过滤"
+advanced = true
+description = "用于判断表情包内容是否符合过滤要求的模板。"
+
+[emoji_replace]
+display_name = "表情包替换"
+advanced = true
+description = "用于根据文本语境选择或替换表情包的模板。"
+
+[expression_evaluation]
+display_name = "表达评价"
+advanced = true
+description = "用于评价候选表达方式质量的模板。"
+
+[expression_select]
+display_name = "表达选择"
+advanced = true
+description = "用于从表达库中选择合适表达方式的模板。"
+
+[image_description]
+display_name = "图片描述"
+advanced = true
+description = "用于将图片内容转换为文本描述的模板。"
+
+[jargon_compare_inference]
+display_name = "术语对比推理"
+advanced = true
+description = "用于比较和推理群内术语含义的模板。"
+
+[jargon_explainer_summarize]
+display_name = "术语解释总结"
+advanced = true
+description = "用于总结术语解释结果的模板。"
+
+[jargon_inference_content_only]
+display_name = "术语推理"
+advanced = true
+description = "用于仅基于内容推理术语含义的模板。"
+
+[jargon_inference_with_context]
+display_name = "术语上下文推理"
+advanced = true
+description = "用于结合上下文推理术语含义的模板。"
+
+[learn_style]
+display_name = "表达风格学习"
+advanced = true
+description = "用于从聊天内容中学习表达风格的模板。"
+
+[maisaka_timing_gate]
+display_name = "Timing Gate"
+advanced = false
+description = "Maisaka 节奏控制模板，负责在每轮主循环前判断当前应该等待、停止，还是继续进入思考与回复流程。"
+
+[memory_retrieval_react_prompt_head_memory]
+display_name = "记忆检索 ReAct 头部"
+advanced = true
+description = "ReAct 式记忆查询流程使用的高级记忆检索提示词头部。"
diff --git a/prompts/ja-JP/emoji_content_filtration.prompt b/prompts/ja-JP/emoji_content_filtration.prompt
index b3d957aa..1bcc98f0 100644
--- a/prompts/ja-JP/emoji_content_filtration.prompt
+++ b/prompts/ja-JP/emoji_content_filtration.prompt
@@ -1,5 +1,5 @@
 これはスタンプです。次の基準に従って審査してください：
-1. "{demand}" の要求を満たしていること
+1. 公序良俗に反しないこと
 2. 色情、暴力などの違法・不適切な内容ではなく、公序良俗に反しないこと
 3. いかなる形式のスクリーンショット、チャット履歴、動画のスクリーンショットでもないこと
 4. 5文字を超える文字が含まれないこと
diff --git a/prompts/ja-JP/hippo_topic_analysis.prompt b/prompts/ja-JP/hippo_topic_analysis.prompt
deleted file mode 100644
index 425776b1..00000000
--- a/prompts/ja-JP/hippo_topic_analysis.prompt
+++ /dev/null
@@ -1,27 +0,0 @@
-【過去の話題タイトル一覧】（タイトルのみ、具体的な内容は含まない）：
-{history_topics_block}
-【過去の話題タイトル一覧ここまで】
-
-【今回のチャット記録】（各メッセージの前に番号があり、後で参照するために使う）：
-{messages_block}
-【今回のチャット記録ここまで】
-
-以下のタスクを完了してください：
-**話題の識別**
-1. 【今回のチャット記録】に含まれる進行中の話題を 1 つ以上識別する；
-2. 【今回のチャット記録】中のメッセージは、過去の話題に関係している場合もあれば、まったく無関係な場合もある；
-3. 【過去の話題タイトル一覧】の話題が【今回のチャット記録】に現れているか判断し、現れている場合はその過去の話題タイトル文字列をそのまま使う；
-
-**メッセージの選択**
-1. 各話題（新規話題または過去話題）について、上記の番号付きメッセージからその話題と強く関係するメッセージ番号一覧を選ぶ；
-2. 各話題について、何が起きているのかを 1 文で明確に説明すること。時間（おおまかで可）、人物、主な出来事、テーマを必ず含め、正確で区別しやすい内容にする；
-
-まず短い思考を出力し、どんな話題があるか、どれが過去話題に含まれず、どれが過去話題に含まれているか、そしてその理由を説明してください；
-その後、【今回のチャット記録】に含まれる話題を次の JSON 形式で厳密に出力してください：
-[
-  {{
-    "topic": "話題",
-    "message_indices": [1, 2, 5]
-  }},
-  ...
-]
diff --git a/prompts/ja-JP/hippo_topic_summary.prompt b/prompts/ja-JP/hippo_topic_summary.prompt
deleted file mode 100644
index 2fa85135..00000000
--- a/prompts/ja-JP/hippo_topic_summary.prompt
+++ /dev/null
@@ -1,22 +0,0 @@
-以下の話題に基づいて、チャット記録の一部を要約し、次の情報を抽出してください：
-
-**話題**：{topic}
-
-**要件**：
-1. キーワード：話題に関連するキーワードを抽出し、リスト形式で返す（3〜10 個）
-2. 要約：この会話部分の平文要約を行う（50〜200 文字）。要件：
-   - 起こった出来事とチャット内容を丁寧に言い換える；
-   - 出来事の展開過程と結果を重点的に示す；
-   - この話題という中心を軸に要約する；
-   - 話題内の重要情報を抽出し、簡潔で明確にする。
-
-JSON 形式で次のように返してください：
-{{
-    "keywords": ["キーワード1", "キーワード2", ...],
-    "summary": "要約内容"
-}}
-
-チャット記録：
-{original_text}
-
-JSON のみを直接返し、ほかの内容は含めないでください。
diff --git a/prompts/ja-JP/maidairy_knowledge_category.prompt b/prompts/ja-JP/maidairy_knowledge_category.prompt
deleted file mode 100644
index 7b98eb59..00000000
--- a/prompts/ja-JP/maidairy_knowledge_category.prompt
+++ /dev/null
@@ -1,18 +0,0 @@
-あなたはユーザー特性カテゴリ分析の専門家です。あなたのタスクは、会話内容を分析し、どの個人特性カテゴリが関係しているかを判断することです。
-
-以下の会話内容を注意深く読み、どの個人特性カテゴリが関係しているかを判断してください。
-
-【個人特性カテゴリ一覧】
-{categories_summary}
-
-【タスク要件】
-1. 会話内容を分析し、どの個人特性カテゴリが関係しているかを判断する
-2. 関係しているカテゴリ番号だけを、スペース区切りで出力する
-3. 会話内容がどの個人特性カテゴリにも関係しない場合は「無」と出力する
-
-【出力形式の例】
-1 3 5
-または
-無
-
-分析を開始してください：
diff --git a/prompts/ja-JP/maidairy_knowledge_extract.prompt b/prompts/ja-JP/maidairy_knowledge_extract.prompt
deleted file mode 100644
index 5f99f57d..00000000
--- a/prompts/ja-JP/maidairy_knowledge_extract.prompt
+++ /dev/null
@@ -1,17 +0,0 @@
-あなたはユーザー特性情報抽出の専門家です。あなたのタスクは、会話内容から指定カテゴリに関係する個人特性情報を抽出することです。
-
-【対象カテゴリ】
-{category_name}
-
-【タスク要件】
-1. 会話内容を注意深く読み、「{category_name}」に関係するすべての情報を見つける
-2. 抽出する情報は具体的かつ正確で、曖昧な表現を避ける
-3. 関連情報が複数ある場合は、簡潔な 1 段落にまとめる
-4. 会話内にこのカテゴリに関係する情報がない場合は「無」と出力する
-
-【出力形式の例】
-ユーザーはやや内向的で、人が多い場面では話すのが苦手だが、親しい友人とはとても活発になる。
-または
-無
-
-抽出を開始してください：
diff --git a/prompts/ja-JP/maidairy_knowledge_retrieve.prompt b/prompts/ja-JP/maidairy_knowledge_retrieve.prompt
deleted file mode 100644
index b337054b..00000000
--- a/prompts/ja-JP/maidairy_knowledge_retrieve.prompt
+++ /dev/null
@@ -1,19 +0,0 @@
-あなたはユーザー特性検索の専門家です。あなたのタスクは、現在の会話文脈に基づいて、どの個人特性カテゴリ情報を検索する必要があるかを判断することです。
-
-【現在の会話文脈】
-{chat_context}
-
-【個人特性カテゴリ一覧】
-{categories_summary}
-
-【タスク要件】
-1. 現在の会話文脈を分析し、ユーザー理解の助けになる個人特性情報が何かを判断する
-2. 必要なカテゴリ番号だけを、スペース区切りで出力する
-3. 現在の会話で個人特性情報がまったく不要な場合は「無」と出力する
-
-【出力形式の例】
-2 5 8
-または
-無
-
-分析を開始してください：
diff --git a/prompts/ja-JP/maisaka_replyer.prompt b/prompts/ja-JP/maisaka_replyer.prompt
index 743cb6e9..69a6b150 100644
--- a/prompts/ja-JP/maisaka_replyer.prompt
+++ b/prompts/ja-JP/maisaka_replyer.prompt
@@ -1,7 +1,5 @@
 あなたは QQ グループで会話しています。以下はグループ内で現在話されている内容で、チャット記録とチャット中の画像が含まれます。
-{bot_name}(あなた) と記された発言はあなた自身の発言です。区別に注意してください:
-
-{time_block}
+あなた自身の発言として記された発言は、区別に注意してください:
 
 {identity}
 今あなたはグループ内で会話しています。これまでのチャット記録を読み、現在の話題を把握したうえで、日常的で口語的な返信をしてください。
diff --git a/prompts/zh-CN/.meta.toml b/prompts/zh-CN/.meta.toml
new file mode 100644
index 00000000..1d2f17a2
--- /dev/null
+++ b/prompts/zh-CN/.meta.toml
@@ -0,0 +1,74 @@
+[maisaka_chat]
+display_name = "规划器"
+advanced = false
+description = "Maisaka 主规划模板，负责整合身份、时间、工具说明和聊天上下文，驱动主循环进行思考、决策与工具调用。"
+
+[maisaka_replyer]
+display_name = "回复"
+advanced = false
+description = "Maisaka 回复生成模板，负责根据人格、表达风格、群聊注意事项和待回复上下文生成最终回复。"
+
+[default_expressor]
+display_name = "改写器"
+advanced = true
+description = "表达方式生成与整理相关模板，通常只在调试表达系统时需要修改。"
+
+[emoji_content_analysis]
+display_name = "表情包内容分析"
+advanced = true
+description = "用于分析表情包图片内容的模板。"
+
+[emoji_content_filtration]
+display_name = "表情包内容过滤"
+advanced = true
+description = "用于判断表情包内容是否符合过滤要求的模板。"
+
+[emoji_replace]
+display_name = "表情包替换"
+advanced = true
+description = "用于根据文本语境选择或替换表情包的模板。"
+
+[expression_evaluation]
+display_name = "表达评价"
+advanced = true
+description = "用于评价候选表达方式质量的模板。"
+
+[expression_select]
+display_name = "表达选择"
+advanced = true
+description = "用于从表达库中选择合适表达方式的模板。"
+
+[image_description]
+display_name = "图片描述"
+advanced = true
+description = "用于将图片内容转换为文本描述的模板。"
+
+[jargon_compare_inference]
+display_name = "黑话对比推理"
+advanced = true
+description = "用于比较和推理群内黑话含义的模板。"
+
+[jargon_explainer_summarize]
+display_name = "黑话解释总结"
+advanced = true
+description = "用于总结黑话解释结果的模板。"
+
+[jargon_inference_content_only]
+display_name = "黑话推理"
+advanced = true
+description = "用于仅基于内容推理黑话含义的模板。"
+
+[jargon_inference_with_context]
+display_name = "黑话上下文推理"
+advanced = true
+description = "用于结合上下文推理黑话含义的模板。"
+
+[learn_style]
+display_name = "表达风格学习"
+advanced = true
+description = "用于从聊天内容中学习表达风格的模板。"
+
+[maisaka_timing_gate]
+display_name = "时机"
+advanced = false
+description = "Maisaka 节奏控制模板，负责在每轮主循环前判断当前应该等待、停止，还是继续进入思考与回复流程。"
diff --git a/prompts/zh-CN/emoji_content_filtration.prompt b/prompts/zh-CN/emoji_content_filtration.prompt
index 6bb73a53..4d32d3ad 100644
--- a/prompts/zh-CN/emoji_content_filtration.prompt
+++ b/prompts/zh-CN/emoji_content_filtration.prompt
@@ -1,5 +1,5 @@
 这是一个表情包，请对这个表情包进行审核，标准如下：
-1. 必须符合"{demand}"的要求
+1. 必须符合"符合公序良俗"的要求
 2. 不能是色情、暴力、等违法违规内容，必须符合公序良俗
 3. 不能是任何形式的截图，聊天记录或视频截图
 4. 不要出现5个以上文字
diff --git a/prompts/zh-CN/hippo_topic_analysis.prompt b/prompts/zh-CN/hippo_topic_analysis.prompt
deleted file mode 100644
index 3e0f01b2..00000000
--- a/prompts/zh-CN/hippo_topic_analysis.prompt
+++ /dev/null
@@ -1,27 +0,0 @@
-【历史话题标题列表】（仅标题，不含具体内容）：
-{history_topics_block}
-【历史话题标题列表结束】
-
-【本次聊天记录】（每条消息前有编号，用于后续引用）：
-{messages_block}
-【本次聊天记录结束】
-
-请完成以下任务：
-**识别话题**
-1. 识别【本次聊天记录】中正在进行的一个或多个话题；
-2. 【本次聊天记录】的中的消息可能与历史话题有关，也可能毫无关联。
-2. 判断【历史话题标题列表】中的话题是否在【本次聊天记录】中出现，如果出现，则直接使用该历史话题标题字符串；
-
-**选取消息**
-1. 对于每个话题（新话题或历史话题），从上述带编号的消息中选出与该话题强相关的消息编号列表；
-2. 每个话题用一句话清晰地描述正在发生的事件，必须包含时间（大致即可）、人物、主要事件和主题，保证精准且有区分度； 
-
-请先输出一段简短思考，说明有什么话题，哪些是不包含在历史话题中的，哪些是包含在历史话题中的，并说明为什么；
-然后严格以 JSON 格式输出【本次聊天记录】中涉及的话题，格式如下：
-[
-  {{
-    "topic": "话题",
-    "message_indices": [1, 2, 5]
-  }},
-  ...
-]
diff --git a/prompts/zh-CN/hippo_topic_summary.prompt b/prompts/zh-CN/hippo_topic_summary.prompt
deleted file mode 100644
index 35c8c887..00000000
--- a/prompts/zh-CN/hippo_topic_summary.prompt
+++ /dev/null
@@ -1,22 +0,0 @@
-请基于以下话题，对聊天记录片段进行概括，提取以下信息：
-
-**话题**：{topic}
-
-**要求**：
-1. 关键词：提取与话题相关的关键词，用列表形式返回（3-10个关键词）
-2. 概括：对这段话的平文本概括（50-200字），要求：
-   - 仔细地转述发生的事件和聊天内容；
-   - 重点突出事件的发展过程和结果；
-   - 围绕话题这个中心进行概括。
-   - 提取话题中的关键信息点，关键信息点应该简洁明了。
-
-请以JSON格式返回，格式如下：
-{{
-    "keywords": ["关键词1", "关键词2", ...],
-    "summary": "概括内容"
-}}
-
-聊天记录：
-{original_text}
-
-请直接返回JSON，不要包含其他内容。
diff --git a/prompts/zh-CN/maidairy_knowledge_category.prompt b/prompts/zh-CN/maidairy_knowledge_category.prompt
deleted file mode 100644
index 738b5a70..00000000
--- a/prompts/zh-CN/maidairy_knowledge_category.prompt
+++ /dev/null
@@ -1,18 +0,0 @@
-你是一个用户特征分类分析专家。你的任务是分析对话内容，判断其中涉及哪些个人特征分类。
-
-请仔细阅读以下对话内容，判断其中涉及了哪些个人特征分类。
-
-【个人特征分类列表】
-{categories_summary}
-
-【任务要求】
-1. 分析对话内容，判断涉及哪些个人特征分类
-2. 只输出涉及到的分类编号，用空格分隔
-3. 如果对话内容不涉及任何个人特征分类，输出"无"
-
-【输出格式示例】
-1 3 5
-或
-无
-
-请开始分析：
diff --git a/prompts/zh-CN/maidairy_knowledge_extract.prompt b/prompts/zh-CN/maidairy_knowledge_extract.prompt
deleted file mode 100644
index 9a8054b5..00000000
--- a/prompts/zh-CN/maidairy_knowledge_extract.prompt
+++ /dev/null
@@ -1,17 +0,0 @@
-你是一个用户特征信息提取专家。你的任务是从对话内容中提取与指定分类相关的个人特征信息。
-
-【目标分类】
-{category_name}
-
-【任务要求】
-1. 仔细阅读对话内容，找出与"{category_name}"相关的所有信息
-2. 提取的信息应该具体、准确，避免模糊的描述
-3. 如果有多条相关信息，请整合成一段简洁的描述
-4. 如果对话中没有与该分类相关的信息，输出"无"
-
-【输出格式示例】
-用户性格比较内向，不喜欢在人多的时候说话，但和熟悉的朋友会变得很活跃。
-或
-无
-
-请开始提取：
diff --git a/prompts/zh-CN/maidairy_knowledge_retrieve.prompt b/prompts/zh-CN/maidairy_knowledge_retrieve.prompt
deleted file mode 100644
index 8519b85c..00000000
--- a/prompts/zh-CN/maidairy_knowledge_retrieve.prompt
+++ /dev/null
@@ -1,19 +0,0 @@
-你是一个用户特征检索专家。你的任务是根据当前对话上下文，判断需要检索哪些个人特征分类的信息。
-
-【当前对话上下文】
-{chat_context}
-
-【个人特征分类列表】
-{categories_summary}
-
-【任务要求】
-1. 分析当前对话上下文，判断需要哪些个人特征信息来帮助理解用户
-2. 只输出需要的分类编号，用空格分隔
-3. 如果当前对话不需要任何个人特征信息，输出"无"
-
-【输出格式示例】
-2 5 8
-或
-无
-
-请开始分析：
diff --git a/pyproject.toml b/pyproject.toml
index 7ad5446e..2088a978 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@ dependencies = [
     "jieba>=0.42.1",
     "json-repair>=0.47.6",
     "maim-message>=0.6.2",
-    "maibot-dashboard>=1.0.4",
+    "maibot-dashboard>=1.0.5",
     "maibot-plugin-sdk>=2.4.0",
     "matplotlib>=3.10.5",
     "mcp",
diff --git a/pytests/A_memorix_test/test_chat_summary_writeback_integration.py b/pytests/A_memorix_test/test_chat_summary_writeback_integration.py
index 0a0eccb3..24c7ff4f 100644
--- a/pytests/A_memorix_test/test_chat_summary_writeback_integration.py
+++ b/pytests/A_memorix_test/test_chat_summary_writeback_integration.py
@@ -193,7 +193,6 @@ def _build_incoming_message(
     message.is_command = False
     message.is_notify = False
     message.processed_plain_text = text
-    message.display_message = text
     message.initialized = True
     return message
 
diff --git a/pytests/common_test/test_database_migration_foundation.py b/pytests/common_test/test_database_migration_foundation.py
index ffec2b6a..3e4955de 100644
--- a/pytests/common_test/test_database_migration_foundation.py
+++ b/pytests/common_test/test_database_migration_foundation.py
@@ -754,15 +754,6 @@ def test_default_bootstrapper_can_migrate_legacy_v1_database(tmp_path: Path) ->
                 """
             )
         ).mappings().one()
-        action_row = connection.execute(
-            text(
-                """
-                SELECT session_id, action_name, action_display_prompt
-                FROM action_records
-                WHERE action_id = 'action-1'
-                """
-            )
-        ).mappings().one()
         tool_row = connection.execute(
             text(
                 """
@@ -796,6 +787,8 @@ def test_default_bootstrapper_can_migrate_legacy_v1_database(tmp_path: Path) ->
     assert snapshot.has_table("chat_sessions")
     assert snapshot.has_table("mai_messages")
     assert snapshot.has_table("tool_records")
+    assert not snapshot.has_table("action_records")
+    assert not snapshot.has_column("mai_messages", "display_message")
 
     unpacked_raw_content = msgpack.unpackb(message_row["raw_content"], raw=False)
     additional_config = json.loads(message_row["additional_config"])
@@ -807,9 +800,6 @@ def test_default_bootstrapper_can_migrate_legacy_v1_database(tmp_path: Path) ->
     assert message_row["processed_plain_text"] == "你好"
     assert unpacked_raw_content == [{"type": "text", "data": "你好呀"}]
     assert additional_config == {"priority_mode": "high", "source": "legacy"}
-    assert action_row["session_id"] == "session-1"
-    assert action_row["action_name"] == "search"
-    assert action_row["action_display_prompt"] == "执行搜索"
     assert tool_row["session_id"] == "session-1"
     assert tool_row["tool_name"] == "search"
     assert tool_row["tool_display_prompt"] == "执行搜索"
@@ -848,8 +838,8 @@ def test_legacy_v1_migration_reports_table_progress(tmp_path: Path) -> None:
 
     migration_plan = manager.migrate(target_version=LATEST_SCHEMA_VERSION)
 
-    assert migration_plan.step_count() == 1
-    assert len(reporter_instances) == 1
+    assert migration_plan.step_count() == 3
+    assert len(reporter_instances) == 3
     reporter_events = reporter_instances[0].events
 
     assert reporter_events[0] == ("open", None, None, None)
@@ -894,10 +884,6 @@ def test_initialize_database_calls_bootstrapper_before_create_all(
         del bind
         call_order.append("create_all")
 
-    def _fake_migrate_action_records() -> None:
-        """记录轻量补迁移调用。"""
-        call_order.append("migrate_action_records")
-
     def _fake_finalize_database(migration_state: DatabaseMigrationState) -> None:
         """记录迁移收尾调用。
 
@@ -912,13 +898,11 @@ def test_initialize_database_calls_bootstrapper_before_create_all(
     monkeypatch.setattr(database_module._migration_bootstrapper, "prepare_database", _fake_prepare_database)
     monkeypatch.setattr(database_module._migration_bootstrapper, "finalize_database", _fake_finalize_database)
     monkeypatch.setattr(database_module.SQLModel.metadata, "create_all", _fake_create_all)
-    monkeypatch.setattr(database_module, "_migrate_action_records_to_tool_records", _fake_migrate_action_records)
 
     database_module.initialize_database()
 
     assert call_order == [
         "prepare_database",
         "create_all",
-        "migrate_action_records",
         "finalize_database",
     ]
diff --git a/pytests/config_test/test_model_info_normalization.py b/pytests/config_test/test_model_info_normalization.py
new file mode 100644
index 00000000..72db7ea6
--- /dev/null
+++ b/pytests/config_test/test_model_info_normalization.py
@@ -0,0 +1,11 @@
+from src.config.model_configs import ModelInfo
+
+
+def test_model_identifier_strips_surrounding_whitespace() -> None:
+    model_info = ModelInfo(
+        api_provider="test-provider",
+        model_identifier=" glm-5.1 ",
+        name="test-model",
+    )
+
+    assert model_info.model_identifier == "glm-5.1"
diff --git a/pytests/image_sys_test/emoji_manager_test.py b/pytests/image_sys_test/emoji_manager_test.py
index b71ec847..d6c77c95 100644
--- a/pytests/image_sys_test/emoji_manager_test.py
+++ b/pytests/image_sys_test/emoji_manager_test.py
@@ -178,7 +178,6 @@ def _install_stub_modules(monkeypatch):
     class _EmojiConfig:
         max_reg_num = 20
         content_filtration = False
-        filtration_prompt = ""
         steal_emoji = False
         do_replace = False
         check_interval = 1
@@ -1956,7 +1955,6 @@ async def test_build_emoji_description_content_filtration_reject(monkeypatch):
     logger = emoji_manager_new.logger
 
     emoji_manager_new.global_config.emoji.content_filtration = True
-    emoji_manager_new.global_config.emoji.filtration_prompt = "rule"
 
     def _read_bytes(_path):
         return b""
@@ -1994,13 +1992,15 @@ async def test_build_emoji_description_content_filtration_pass(monkeypatch):
     logger = emoji_manager_new.logger
 
     emoji_manager_new.global_config.emoji.content_filtration = True
-    emoji_manager_new.global_config.emoji.filtration_prompt = "rule"
 
     def _read_bytes(_path):
         return b""
 
-    async def _vlm_response(prompt, *_args, **_kwargs):
-        if "rule" in str(prompt):
+    call_count = {"n": 0}
+
+    async def _vlm_response(*_args, **_kwargs):
+        call_count["n"] += 1
+        if call_count["n"] == 2:
             return "是", None
         return "desc", None
 
diff --git a/pytests/prompt_test/test_prompt_i18n.py b/pytests/prompt_test/test_prompt_i18n.py
index 807cb8be..66b844dc 100644
--- a/pytests/prompt_test/test_prompt_i18n.py
+++ b/pytests/prompt_test/test_prompt_i18n.py
@@ -87,7 +87,46 @@ def test_list_prompt_templates_prefers_locale_specific_files(tmp_path: Path) ->
 
     prompt_templates = list_prompt_templates(prompts_root=prompts_root)
 
-    assert prompt_templates["replyer"].read_text(encoding="utf-8") == "English"
+    assert prompt_templates["replyer"].path.read_text(encoding="utf-8") == "English"
+
+
+def test_list_prompt_templates_loads_directory_metadata(tmp_path: Path) -> None:
+    prompts_root = tmp_path / "prompts"
+    write_prompt(prompts_root, "zh-CN", "replyer", "中文")
+    metadata_path = prompts_root / "zh-CN" / ".meta.toml"
+    metadata_path.write_text(
+        """
+[replyer]
+display_name = "回复器"
+advanced = true
+description = "用于生成回复的主模板"
+""".strip(),
+        encoding="utf-8",
+    )
+
+    prompt_templates = list_prompt_templates(prompts_root=prompts_root)
+    metadata = prompt_templates["replyer"].metadata
+
+    assert metadata.display_name == "回复器"
+    assert metadata.advanced is True
+    assert metadata.description == "用于生成回复的主模板"
+
+
+def test_list_prompt_templates_loads_prompt_specific_metadata(tmp_path: Path) -> None:
+    prompts_root = tmp_path / "prompts"
+    write_prompt(prompts_root, "zh-CN", "replyer", "中文")
+    metadata_path = prompts_root / "zh-CN" / "replyer.meta.json"
+    metadata_path.write_text(
+        '{"display_name": "Replyer", "advanced": false, "description": "Prompt specific metadata"}',
+        encoding="utf-8",
+    )
+
+    prompt_templates = list_prompt_templates(prompts_root=prompts_root)
+    metadata = prompt_templates["replyer"].metadata
+
+    assert metadata.display_name == "Replyer"
+    assert metadata.advanced is False
+    assert metadata.description == "Prompt specific metadata"
 
 
 def test_list_prompt_templates_reports_duplicate_name_with_custom_root(tmp_path: Path) -> None:
diff --git a/pytests/test_maisaka_message_adapter.py b/pytests/test_maisaka_message_adapter.py
index d872253c..de9130b1 100644
--- a/pytests/test_maisaka_message_adapter.py
+++ b/pytests/test_maisaka_message_adapter.py
@@ -41,7 +41,6 @@ def test_build_message_returns_session_message_with_maisaka_metadata() -> None:
     assert message.message_id == "maisaka-msg-1"
     assert message.timestamp == timestamp
     assert message.processed_plain_text == "展示消息内容"
-    assert message.display_message == "展示消息内容"
     assert message.raw_message is raw_message
 
     assert get_message_role(message) == "assistant"
diff --git a/pytests/test_napcat_adapter_sdk.py b/pytests/test_napcat_adapter_sdk.py
index c207531f..40c9aa4b 100644
--- a/pytests/test_napcat_adapter_sdk.py
+++ b/pytests/test_napcat_adapter_sdk.py
@@ -554,7 +554,6 @@ async def test_inbound_codec_resolves_at_to_group_cardname() -> None:
     )
 
     assert message_dict["processed_plain_text"] == "@群昵称"
-    assert message_dict["display_message"] == "@群昵称"
     assert message_dict["raw_message"] == [
         {
             "type": "at",
@@ -599,7 +598,6 @@ async def test_inbound_codec_falls_back_to_qq_nickname_when_group_cardname_is_em
     )
 
     assert message_dict["processed_plain_text"] == "@QQ昵称"
-    assert message_dict["display_message"] == "@QQ昵称"
     assert message_dict["raw_message"] == [
         {
             "type": "at",
@@ -640,7 +638,6 @@ async def test_inbound_codec_falls_back_to_stranger_nickname_when_group_profile_
     )
 
     assert message_dict["processed_plain_text"] == "@QQ昵称"
-    assert message_dict["display_message"] == "@QQ昵称"
     assert message_dict["raw_message"] == [
         {
             "type": "at",
diff --git a/pytests/test_openai_client_toolless_request.py b/pytests/test_openai_client_toolless_request.py
index eb6f6ae9..d99a691f 100644
--- a/pytests/test_openai_client_toolless_request.py
+++ b/pytests/test_openai_client_toolless_request.py
@@ -1,16 +1,59 @@
 from types import SimpleNamespace
 
+import pytest
+
 from src.config.model_configs import APIProvider, ReasoningParseMode, ToolArgumentParseMode
 from src.llm_models.model_client.openai_client import (
     _OpenAIStreamAccumulator,
     _build_reasoning_key,
     _default_normal_response_parser,
+    _parse_tool_arguments,
     _sanitize_messages_for_toolless_request,
 )
 from src.llm_models.payload_content.message import Message, RoleType, TextMessagePart
 from src.llm_models.payload_content.tool_option import ToolCall
 
 
+@pytest.mark.parametrize("parse_mode", list(ToolArgumentParseMode))
+def test_parse_tool_arguments_treats_blank_arguments_as_empty_dict(parse_mode: ToolArgumentParseMode) -> None:
+    assert _parse_tool_arguments("", parse_mode, None) == {}
+    assert _parse_tool_arguments("   ", parse_mode, None) == {}
+
+
+def test_normal_response_parser_accepts_empty_string_arguments_for_parameterless_tool() -> None:
+    response = SimpleNamespace(
+        choices=[
+            SimpleNamespace(
+                finish_reason="tool_calls",
+                message=SimpleNamespace(
+                    content=None,
+                    tool_calls=[
+                        SimpleNamespace(
+                            id="finish-call",
+                            type="function",
+                            function=SimpleNamespace(name="finish", arguments=""),
+                        )
+                    ],
+                ),
+            )
+        ],
+        usage=None,
+        model="glm-5.1",
+    )
+
+    api_response, usage_record = _default_normal_response_parser(
+        response,
+        reasoning_parse_mode=ReasoningParseMode.AUTO,
+        tool_argument_parse_mode=ToolArgumentParseMode.AUTO,
+        reasoning_key=None,
+    )
+
+    assert len(api_response.tool_calls) == 1
+    assert api_response.tool_calls[0].func_name == "finish"
+    assert api_response.tool_calls[0].args == {}
+    assert usage_record is None
+
+
 def test_sanitize_messages_for_toolless_request_drops_assistant_tool_call_without_parts() -> None:
     messages = [
         Message(
diff --git a/pytests/test_plugin_message_utils_runtime.py b/pytests/test_plugin_message_utils_runtime.py
index cb4b5341..82e63db2 100644
--- a/pytests/test_plugin_message_utils_runtime.py
+++ b/pytests/test_plugin_message_utils_runtime.py
@@ -31,7 +31,6 @@ def test_plugin_message_utils_preserves_binary_components_and_reply_metadata() -
     )
     message.session_id = "qq:20001:10001"
     message.processed_plain_text = "binary payload"
-    message.display_message = "binary payload"
     message.raw_message = MessageSequence(
         components=[
             TextComponent("hello"),
diff --git a/pytests/test_send_service.py b/pytests/test_send_service.py
index 5af18d1f..afad8dd6 100644
--- a/pytests/test_send_service.py
+++ b/pytests/test_send_service.py
@@ -298,7 +298,7 @@ async def test_private_outbound_message_preserves_bot_sender_and_receiver_user(
     outbound_message = send_service._build_outbound_session_message(
         message_sequence=MessageSequence(components=[TextComponent(text="你好")]),
         stream_id="test-session",
-        display_message="你好",
+        processed_plain_text="你好",
     )
 
     assert outbound_message is not None
@@ -329,7 +329,7 @@ async def test_group_outbound_message_preserves_bot_sender_and_target_group(
     outbound_message = send_service._build_outbound_session_message(
         message_sequence=MessageSequence(components=[TextComponent(text="大家好")]),
         stream_id="group-session",
-        display_message="大家好",
+        processed_plain_text="大家好",
     )
 
     assert outbound_message is not None
diff --git a/pytests/webui/test_expression_routes.py b/pytests/webui/test_expression_routes.py
index 3dcd9fba..45e476e1 100644
--- a/pytests/webui/test_expression_routes.py
+++ b/pytests/webui/test_expression_routes.py
@@ -1,16 +1,16 @@
 """Expression routes pytest tests"""
 
 from typing import Generator
-from unittest.mock import MagicMock
 
 import pytest
-from fastapi import FastAPI, APIRouter
+from fastapi import APIRouter, FastAPI
 from fastapi.testclient import TestClient
-from sqlalchemy.pool import StaticPool
 from sqlalchemy import text
+from sqlalchemy.pool import StaticPool
 from sqlmodel import Session, SQLModel, create_engine, select
 
-from src.common.database.database_model import Expression
+from src.common.database.database_model import Expression, ModifiedBy
+from src.webui.dependencies import require_auth
 
 
 def create_test_app() -> FastAPI:
@@ -63,6 +63,7 @@ def client_fixture(test_session: Session, monkeypatch) -> Generator[TestClient,
     @contextmanager
     def get_test_db_session():
         yield test_session
+        test_session.commit()
 
     monkeypatch.setattr("src.webui.routers.expression.get_db_session", get_test_db_session)
 
@@ -71,10 +72,11 @@ def client_fixture(test_session: Session, monkeypatch) -> Generator[TestClient,
 
 
 @pytest.fixture(name="mock_auth")
-def mock_auth_fixture(monkeypatch):
+def mock_auth_fixture():
     """Mock authentication to always return True"""
-    mock_verify = MagicMock(return_value=True)
-    monkeypatch.setattr("src.webui.routers.expression.verify_auth_token_from_cookie_or_header", mock_verify)
+    app.dependency_overrides[require_auth] = lambda: "test-token"
+    yield
+    app.dependency_overrides.clear()
 
 
 @pytest.fixture(name="sample_expression")
@@ -82,8 +84,8 @@ def sample_expression_fixture(test_session: Session) -> Expression:
     """Insert a sample expression into test database"""
     test_session.execute(
         text(
-            "INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-            "VALUES (1, '测试情景', '测试风格', '测试上下文', '测试上文', '[\"测试内容1\", \"测试内容2\"]', 10, '2026-02-17 12:00:00', '2026-02-15 10:00:00', 'test_chat_001')"
+            "INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+            "VALUES (1, '测试情景', '测试风格', '[\"测试内容1\", \"测试内容2\"]', 10, '2026-02-17 12:00:00', '2026-02-15 10:00:00', 'test_chat_001', 0, 0)"
         )
     )
     test_session.commit()
@@ -131,8 +133,8 @@ def test_list_expressions_pagination(client: TestClient, mock_auth, test_session
     for i in range(5):
         test_session.execute(
             text(
-                f"INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-                f"VALUES ({i + 1}, '情景{i}', '风格{i}', '', '', '[]', 0, '2026-02-17 12:0{i}:00', '2026-02-15 10:00:00', 'chat_{i}')"
+                f"INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+                f"VALUES ({i + 1}, '情景{i}', '风格{i}', '[]', 0, '2026-02-17 12:0{i}:00', '2026-02-15 10:00:00', 'chat_{i}', 0, 0)"
             )
         )
     test_session.commit()
@@ -158,14 +160,14 @@ def test_list_expressions_search(client: TestClient, mock_auth, test_session: Se
     """Test GET /expression/list with search filter"""
     test_session.execute(
         text(
-            "INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-            "VALUES (1, '找人吃饭', '热情', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_001')"
+            "INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+            "VALUES (1, '找人吃饭', '热情', '[]', 0, datetime('now'), datetime('now'), 'chat_001', 0, 0)"
         )
     )
     test_session.execute(
         text(
-            "INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-            "VALUES (2, '拒绝邀请', '礼貌', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_002')"
+            "INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+            "VALUES (2, '拒绝邀请', '礼貌', '[]', 0, datetime('now'), datetime('now'), 'chat_002', 0, 0)"
         )
     )
     test_session.commit()
@@ -183,14 +185,14 @@ def test_list_expressions_chat_filter(client: TestClient, mock_auth, test_sessio
     """Test GET /expression/list with chat_id filter"""
     test_session.execute(
         text(
-            "INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-            "VALUES (1, '情景A', '风格A', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_A')"
+            "INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+            "VALUES (1, '情景A', '风格A', '[]', 0, datetime('now'), datetime('now'), 'chat_A', 0, 0)"
         )
     )
     test_session.execute(
         text(
-            "INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-            "VALUES (2, '情景B', '风格B', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_B')"
+            "INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+            "VALUES (2, '情景B', '风格B', '[]', 0, datetime('now'), datetime('now'), 'chat_B', 0, 0)"
         )
     )
     test_session.commit()
@@ -378,8 +380,8 @@ def test_batch_delete_expressions_success(client: TestClient, mock_auth, test_se
     for i in range(3):
         test_session.execute(
             text(
-                f"INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-                f"VALUES ({i + 1}, '批量删除{i}', '风格{i}', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_{i}')"
+                f"INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+                f"VALUES ({i + 1}, '批量删除{i}', '风格{i}', '[]', 0, datetime('now'), datetime('now'), 'chat_{i}', 0, 0)"
             )
         )
         expression_ids.append(i + 1)
@@ -416,8 +418,8 @@ def test_get_expression_stats(client: TestClient, mock_auth, test_session: Sessi
     for i in range(3):
         test_session.execute(
             text(
-                f"INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-                f"VALUES ({i + 1}, '情景{i}', '风格{i}', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_{i % 2}')"
+                f"INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+                f"VALUES ({i + 1}, '情景{i}', '风格{i}', '[]', 0, datetime('now'), datetime('now'), 'chat_{i % 2}', 0, 0)"
             )
         )
     test_session.commit()
@@ -432,11 +434,11 @@ def test_get_expression_stats(client: TestClient, mock_auth, test_session: Sessi
 
 
 def test_get_review_stats(client: TestClient, mock_auth, test_session: Session):
-    """Test GET /expression/review/stats returns hardcoded 0 counts"""
+    """Test GET /expression/review/stats returns review status counts"""
     test_session.execute(
         text(
-            "INSERT INTO expressions (id, situation, style, context, up_content, content_list, count, last_active_time, create_time, session_id) "
-            "VALUES (1, '待审核', '风格', '', '', '[]', 0, datetime('now'), datetime('now'), 'chat_001')"
+            "INSERT INTO expressions (id, situation, style, content_list, count, last_active_time, create_time, session_id, checked, rejected) "
+            "VALUES (1, '待审核', '风格', '[]', 0, datetime('now'), datetime('now'), 'chat_001', 0, 0)"
         )
     )
     test_session.commit()
@@ -445,9 +447,8 @@ def test_get_review_stats(client: TestClient, mock_auth, test_session: Session):
     assert response.status_code == 200
 
     data = response.json()
-    # Verify all review counts are 0 (hardcoded in refactored code)
     assert data["total"] == 1  # Total expressions exists
-    assert data["unchecked"] == 0
+    assert data["unchecked"] == 1
     assert data["passed"] == 0
     assert data["rejected"] == 0
     assert data["ai_checked"] == 0
@@ -455,14 +456,14 @@ def test_get_review_stats(client: TestClient, mock_auth, test_session: Session):
 
 
 def test_get_review_list_filter_unchecked(client: TestClient, mock_auth, sample_expression: Expression):
-    """Test GET /expression/review/list with filter_type=unchecked returns empty (legacy behavior)"""
-    # filter_type=unchecked should return no results (legacy removed)
+    """Test GET /expression/review/list with filter_type=unchecked returns unchecked expressions"""
     response = client.get("/api/webui/expression/review/list?filter_type=unchecked")
     assert response.status_code == 200
 
     data = response.json()
     assert data["success"] is True
-    assert data["total"] == 0  # No results (legacy fields removed)
+    assert data["total"] == 1
+    assert len(data["data"]) == 1
 
 
 def test_get_review_list_filter_all(client: TestClient, mock_auth, sample_expression: Expression):
@@ -476,8 +477,8 @@ def test_get_review_list_filter_all(client: TestClient, mock_auth, sample_expres
     assert len(data["data"]) == 1
 
 
-def test_batch_review_expressions_unsupported(client: TestClient, mock_auth, sample_expression: Expression):
-    """Test POST /expression/review/batch returns failure for require_unchecked=True"""
+def test_batch_review_expressions_with_unchecked_marker(client: TestClient, mock_auth, sample_expression: Expression):
+    """Test POST /expression/review/batch succeeds with require_unchecked=True"""
     review_payload = {"items": [{"id": sample_expression.id, "rejected": False, "require_unchecked": True}]}
 
     response = client.post("/api/webui/expression/review/batch", json=review_payload)
@@ -485,8 +486,34 @@ def test_batch_review_expressions_unsupported(client: TestClient, mock_auth, sam
 
     data = response.json()
     assert data["success"] is True
-    assert data["failed"] == 1  # Should fail because require_unchecked=True
-    assert "不支持审核状态过滤" in data["results"][0]["message"]
+    assert data["succeeded"] == 1
+    assert data["results"][0]["success"] is True
+
+
+def test_batch_review_expressions_overwrites_ai_checked(
+    client: TestClient, mock_auth, test_session: Session, sample_expression: Expression
+):
+    """Test POST /expression/review/batch lets manual review override AI checked state"""
+    sample_expression.checked = True
+    sample_expression.rejected = True
+    sample_expression.modified_by = ModifiedBy.AI
+    test_session.add(sample_expression)
+    test_session.commit()
+
+    review_payload = {"items": [{"id": sample_expression.id, "rejected": False, "require_unchecked": True}]}
+
+    response = client.post("/api/webui/expression/review/batch", json=review_payload)
+    assert response.status_code == 200
+
+    data = response.json()
+    assert data["success"] is True
+    assert data["succeeded"] == 1
+    test_session.expire_all()
+    reviewed_expression = test_session.exec(select(Expression).where(Expression.id == sample_expression.id)).first()
+    assert reviewed_expression is not None
+    assert reviewed_expression.checked is True
+    assert reviewed_expression.rejected is False
+    assert reviewed_expression.modified_by == ModifiedBy.USER
 
 
 def test_batch_review_expressions_no_unchecked_check(client: TestClient, mock_auth, sample_expression: Expression):
diff --git a/requirements.txt b/requirements.txt
index afb3c8d6..833be7d5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -33,4 +33,4 @@ tomlkit>=0.13.3
 typing-extensions
 uvicorn>=0.35.0
 watchfiles>=1.1.1
-maibot-dashboard>=1.0.4
\ No newline at end of file
+maibot-dashboard>=1.0.5
\ No newline at end of file
diff --git a/scripts/build_io_pairs.py b/scripts/build_io_pairs.py
index 944d7671..69698ec4 100644
--- a/scripts/build_io_pairs.py
+++ b/scripts/build_io_pairs.py
@@ -114,14 +114,10 @@ def _merge_bucket_to_message(bucket: List[DatabaseMessages]) -> DatabaseMessages
         time=latest.time,
         chat_id=latest.chat_id,
         reply_to=latest.reply_to,
-        interest_value=latest.interest_value,
-        key_words=latest.key_words,
-        key_words_lite=latest.key_words_lite,
         is_mentioned=latest.is_mentioned,
         is_at=latest.is_at,
         reply_probability_boost=latest.reply_probability_boost,
         processed_plain_text="\n".join(merged_texts) if merged_texts else latest.processed_plain_text,
-        display_message=latest.display_message,
         priority_mode=latest.priority_mode,
         priority_info=latest.priority_info,
         additional_config=latest.additional_config,
diff --git a/src/chat/message_receive/chat_manager.py b/src/chat/message_receive/chat_manager.py
index 48d89956..f5ab47a9 100644
--- a/src/chat/message_receive/chat_manager.py
+++ b/src/chat/message_receive/chat_manager.py
@@ -78,7 +78,7 @@ class ChatManager:
         """初始化聊天管理器"""
         try:
             await self.load_all_sessions_from_db()
-            logger.info(f"已加载 {len(self.sessions)} 个会话记录到内存中")
+            logger.debug(f"已加载 {len(self.sessions)} 个会话记录到内存中")
         except Exception as e:
             logger.error(f"初始化聊天管理器出现错误: {e}")
 
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/chat/utils/utils.py b/src/chat/utils/utils.py
index 2d5f3f3a..b9b3a2b4 100644
--- a/src/chat/utils/utils.py
+++ b/src/chat/utils/utils.py
@@ -8,8 +8,6 @@ import random
 import re
 import time
 
-import jieba
-
 from src.chat.message_receive.chat_manager import chat_manager as _chat_manager
 from src.chat.message_receive.message import SessionMessage
 from src.common.logger import get_logger
@@ -912,110 +910,3 @@ def parse_keywords_string(keywords_input) -> list[str]:
     return [keywords_str] if keywords_str else []
 
 
-def cut_key_words(concept_name: str) -> list[str]:
-    """对概念名称进行jieba分词，并过滤掉关键词列表中的关键词"""
-    concept_name_tokens = list(jieba.cut(concept_name))
-
-    # 定义常见连词、停用词与标点
-    conjunctions = {"和", "与", "及", "跟", "以及", "并且", "而且", "或", "或者", "并"}
-    stop_words = {
-        "的",
-        "了",
-        "呢",
-        "吗",
-        "吧",
-        "啊",
-        "哦",
-        "恩",
-        "嗯",
-        "呀",
-        "嘛",
-        "哇",
-        "在",
-        "是",
-        "很",
-        "也",
-        "又",
-        "就",
-        "都",
-        "还",
-        "更",
-        "最",
-        "被",
-        "把",
-        "给",
-        "对",
-        "和",
-        "与",
-        "及",
-        "跟",
-        "并",
-        "而且",
-        "或者",
-        "或",
-        "以及",
-    }
-    chinese_punctuations = set("，。！？、；：（）【】《》“”‘’—…·-——,.!?;:()[]<>'\"/\\")
-
-    # 清理空白并初步过滤纯标点
-    cleaned_tokens = []
-    for tok in concept_name_tokens:
-        t = tok.strip()
-        if not t:
-            continue
-        # 去除纯标点
-        if all(ch in chinese_punctuations for ch in t):
-            continue
-        cleaned_tokens.append(t)
-
-    # 合并连词两侧的词（仅当两侧都存在且不是标点/停用词时）
-    merged_tokens = []
-    i = 0
-    n = len(cleaned_tokens)
-    while i < n:
-        tok = cleaned_tokens[i]
-        if tok in conjunctions and merged_tokens and i + 1 < n:
-            left = merged_tokens[-1]
-            right = cleaned_tokens[i + 1]
-            # 左右都需要是有效词
-            if (
-                left
-                and right
-                and left not in conjunctions
-                and right not in conjunctions
-                and left not in stop_words
-                and right not in stop_words
-                and not all(ch in chinese_punctuations for ch in left)
-                and not all(ch in chinese_punctuations for ch in right)
-            ):
-                # 合并为一个新词，并替换掉左侧与跳过右侧
-                combined = f"{left}{tok}{right}"
-                merged_tokens[-1] = combined
-                i += 2
-                continue
-        # 常规推进
-        merged_tokens.append(tok)
-        i += 1
-
-    # 二次过滤：去除停用词、单字符纯标点与无意义项
-    result_tokens = []
-    seen = set()
-    # ban_words = set(getattr(global_config.memory, "memory_ban_words", []) or [])
-    for tok in merged_tokens:
-        if tok in conjunctions:
-            # 独立连词丢弃
-            continue
-        if tok in stop_words:
-            continue
-        # if tok in ban_words:
-        # continue
-        if all(ch in chinese_punctuations for ch in tok):
-            continue
-        if tok.strip() == "":
-            continue
-        if tok not in seen:
-            seen.add(tok)
-            result_tokens.append(tok)
-
-    filtered_concept_name_tokens = result_tokens
-    return filtered_concept_name_tokens
diff --git a/src/cli/maisaka_cli.py b/src/cli/maisaka_cli.py
index 6206bfec..931eda97 100644
--- a/src/cli/maisaka_cli.py
+++ b/src/cli/maisaka_cli.py
@@ -79,7 +79,6 @@ class BufferCLI:
         )
         message.raw_message = MessageSequence([TextComponent(text=user_text)])
         message.processed_plain_text = user_text
-        message.display_message = user_text
         message.initialized = True
         return message
 
diff --git a/src/common/data_models/mai_message_data_model.py b/src/common/data_models/mai_message_data_model.py
index 814f642b..8ae9de9e 100644
--- a/src/common/data_models/mai_message_data_model.py
+++ b/src/common/data_models/mai_message_data_model.py
@@ -59,7 +59,6 @@ class MaiMessage(BaseDatabaseDataModel[Messages]):
         self.reply_to: Optional[str] = None
 
         self.processed_plain_text: Optional[str] = None
-        self.display_message: Optional[str] = None
         self.raw_message: MessageSequence
 
     @classmethod
@@ -86,7 +85,6 @@ class MaiMessage(BaseDatabaseDataModel[Messages]):
         obj.reply_to = db_record.reply_to
         obj.session_id = db_record.session_id
         obj.processed_plain_text = db_record.processed_plain_text
-        obj.display_message = db_record.display_message
         obj.raw_message = MessageUtils.from_db_record_msg_to_MaiSeq(db_record.raw_content)
         return obj
 
@@ -113,7 +111,6 @@ class MaiMessage(BaseDatabaseDataModel[Messages]):
             is_notify=self.is_notify,
             raw_content=MessageUtils.from_MaiSeq_to_db_record_msg(self.raw_message),
             processed_plain_text=self.processed_plain_text,
-            display_message=self.display_message,
             additional_config=additional_config,
         )
 
diff --git a/src/common/database/database_model.py b/src/common/database/database_model.py
index 2a35ab0c..766567a0 100644
--- a/src/common/database/database_model.py
+++ b/src/common/database/database_model.py
@@ -51,7 +51,6 @@ class Messages(SQLModel, table=True):
     # 消息内容
     raw_content: bytes = Field(sa_column=Column(LargeBinary))  # msgpack后的原始消息内容
     processed_plain_text: Optional[str] = Field(default=None)  # 平面化处理后的纯文本消息
-    display_message: Optional[str] = Field(default=None)  # 显示的消息内容（被放入Prompt）
 
     # 其他配置
     additional_config: Optional[str] = Field(default=None)  # 额外配置，JSON格式存储
diff --git a/src/common/database/migrations/builtin.py b/src/common/database/migrations/builtin.py
index 501b3e3c..aa74e019 100644
--- a/src/common/database/migrations/builtin.py
+++ b/src/common/database/migrations/builtin.py
@@ -8,12 +8,14 @@ from .registry import MigrationRegistry
 from .resolver import BaseSchemaVersionDetector, SchemaVersionResolver
 from .schema import SQLiteSchemaInspector
 from .v2_to_v3 import migrate_v2_to_v3
+from .v3_to_v4 import migrate_v3_to_v4
 from .version_store import SQLiteUserVersionStore
 
 EMPTY_SCHEMA_VERSION = 0
 LEGACY_V1_SCHEMA_VERSION = 1
 V2_SCHEMA_VERSION = 2
-LATEST_SCHEMA_VERSION = 3
+V3_SCHEMA_VERSION = 3
+LATEST_SCHEMA_VERSION = 4
 
 _LEGACY_V1_EXCLUSIVE_TABLES = (
     "chat_streams",
@@ -78,9 +80,46 @@ class LatestSchemaVersionDetector(BaseSchemaVersionDetector):
             return None
         if not snapshot.has_column("person_info", "user_nickname"):
             return None
+        if snapshot.has_column("mai_messages", "display_message"):
+            return None
         return LATEST_SCHEMA_VERSION
 
 
+class V3SchemaVersionDetector(BaseSchemaVersionDetector):
+    """v3 schema 结构探测器。"""
+
+    @property
+    def name(self) -> str:
+        return "v3_schema_detector"
+
+    def detect_version(self, snapshot: DatabaseSchemaSnapshot) -> Optional[int]:
+        """检测数据库是否为 v3 结构。"""
+
+        if any(snapshot.has_table(table_name) for table_name in _LEGACY_V1_EXCLUSIVE_TABLES):
+            return None
+        if not all(snapshot.has_table(table_name) for table_name in _COMMON_MARKER_TABLES):
+            return None
+        if snapshot.has_table("action_records"):
+            return None
+        if snapshot.has_table("thinking_questions"):
+            return None
+        if snapshot.has_column("images", "emotion"):
+            return None
+        if not snapshot.has_column("images", "image_hash"):
+            return None
+        if not snapshot.has_column("images", "full_path"):
+            return None
+        if not snapshot.has_column("images", "image_type"):
+            return None
+        if not snapshot.has_column("chat_history", "session_id"):
+            return None
+        if not snapshot.has_column("person_info", "user_nickname"):
+            return None
+        if not snapshot.has_column("mai_messages", "display_message"):
+            return None
+        return V3_SCHEMA_VERSION
+
+
 class V2SchemaVersionDetector(BaseSchemaVersionDetector):
     """v2 schema 结构探测器。"""
 
@@ -174,6 +213,7 @@ def build_default_schema_version_detectors() -> List[BaseSchemaVersionDetector]:
 
     return [
         LatestSchemaVersionDetector(),
+        V3SchemaVersionDetector(),
         V2SchemaVersionDetector(),
         LegacyV1SchemaDetector(),
     ]
@@ -211,10 +251,17 @@ def build_default_migration_registry() -> MigrationRegistry:
             ),
             MigrationStep(
                 version_from=V2_SCHEMA_VERSION,
-                version_to=LATEST_SCHEMA_VERSION,
+                version_to=V3_SCHEMA_VERSION,
                 name="v2_to_v3",
                 description="移除废弃表，并将 emoji 标签统一收敛到 description 字段。",
                 handler=migrate_v2_to_v3,
             ),
+            MigrationStep(
+                version_from=V3_SCHEMA_VERSION,
+                version_to=LATEST_SCHEMA_VERSION,
+                name="v3_to_v4",
+                description="移除 mai_messages.display_message 弃用列。",
+                handler=migrate_v3_to_v4,
+            ),
         ]
     )
diff --git a/src/common/database/migrations/legacy_v1_to_v2.py b/src/common/database/migrations/legacy_v1_to_v2.py
index c7cc9cb8..1ce74941 100644
--- a/src/common/database/migrations/legacy_v1_to_v2.py
+++ b/src/common/database/migrations/legacy_v1_to_v2.py
@@ -489,9 +489,6 @@ def _build_legacy_message_additional_config(row: Mapping[str, Any]) -> Optional[
 
     legacy_fields = {
         "intercept_message_level": row.get("intercept_message_level"),
-        "interest_value": row.get("interest_value"),
-        "key_words": row.get("key_words"),
-        "key_words_lite": row.get("key_words_lite"),
         "priority_info": row.get("priority_info"),
         "priority_mode": row.get("priority_mode"),
         "selected_expressions": row.get("selected_expressions"),
diff --git a/src/common/database/migrations/v3_to_v4.py b/src/common/database/migrations/v3_to_v4.py
new file mode 100644
index 00000000..24267349
--- /dev/null
+++ b/src/common/database/migrations/v3_to_v4.py
@@ -0,0 +1,155 @@
+"""v3 schema 升级到 v4 的迁移逻辑。"""
+
+from sqlalchemy import text
+from sqlalchemy.engine import Connection
+
+from src.common.logger import get_logger
+
+from .exceptions import DatabaseMigrationExecutionError
+from .models import MigrationExecutionContext
+from .schema import SQLiteSchemaInspector
+
+logger = get_logger("database_migration")
+
+_V3_MESSAGES_BACKUP_TABLE = "__v3_mai_messages_backup"
+_V4_MESSAGES_CREATE_SQL = """
+CREATE TABLE mai_messages (
+    id INTEGER NOT NULL,
+    message_id VARCHAR(255) NOT NULL,
+    timestamp DATETIME,
+    platform VARCHAR(100) NOT NULL,
+    user_id VARCHAR(255) NOT NULL,
+    user_nickname VARCHAR(255) NOT NULL,
+    user_cardname VARCHAR(255),
+    group_id VARCHAR(255),
+    group_name VARCHAR(255),
+    is_mentioned BOOLEAN NOT NULL,
+    is_at BOOLEAN NOT NULL,
+    session_id VARCHAR(255) NOT NULL,
+    reply_to VARCHAR(255),
+    is_emoji BOOLEAN NOT NULL,
+    is_picture BOOLEAN NOT NULL,
+    is_command BOOLEAN NOT NULL,
+    is_notify BOOLEAN NOT NULL,
+    raw_content BLOB,
+    processed_plain_text VARCHAR,
+    additional_config VARCHAR,
+    PRIMARY KEY (id)
+)
+"""
+_V4_MESSAGES_INDEX_STATEMENTS = (
+    "CREATE INDEX ix_mai_messages_group_id ON mai_messages (group_id)",
+    "CREATE INDEX ix_mai_messages_message_id ON mai_messages (message_id)",
+    "CREATE INDEX ix_mai_messages_platform ON mai_messages (platform)",
+    "CREATE INDEX ix_mai_messages_session_id ON mai_messages (session_id)",
+    "CREATE INDEX ix_mai_messages_user_id ON mai_messages (user_id)",
+    "CREATE INDEX ix_mai_messages_user_nickname ON mai_messages (user_nickname)",
+)
+
+
+def migrate_v3_to_v4(context: MigrationExecutionContext) -> None:
+    """执行 v3 到 v4 的 schema 迁移。"""
+
+    connection = context.connection
+    total_records = _count_table_rows(connection, "mai_messages")
+    context.start_progress(
+        total_tables=1,
+        total_records=total_records,
+        description="v3 -> v4 迁移进度",
+        table_unit_name="表",
+        record_unit_name="记录",
+    )
+
+    migrated_message_rows = _migrate_messages_table_to_v4(connection)
+    context.advance_progress(
+        records=migrated_message_rows,
+        completed_tables=1,
+        item_name="mai_messages",
+    )
+
+    logger.info(f"v3 -> v4 数据库迁移完成: mai_messages重建={migrated_message_rows}")
+
+
+def _count_table_rows(connection: Connection, table_name: str) -> int:
+    """统计表记录数，不存在时返回 0。"""
+
+    schema_inspector = SQLiteSchemaInspector()
+    if not schema_inspector.table_exists(connection, table_name):
+        return 0
+    row = connection.execute(text(f'SELECT COUNT(*) FROM "{table_name}"')).first()
+    return int(row[0]) if row else 0
+
+
+def _migrate_messages_table_to_v4(connection: Connection) -> int:
+    """重建 ``mai_messages`` 表并移除弃用的 ``display_message`` 列。"""
+
+    schema_inspector = SQLiteSchemaInspector()
+    if not schema_inspector.table_exists(connection, "mai_messages"):
+        return 0
+    if not schema_inspector.get_table_schema(connection, "mai_messages").has_column("display_message"):
+        return _count_table_rows(connection, "mai_messages")
+    if schema_inspector.table_exists(connection, _V3_MESSAGES_BACKUP_TABLE):
+        raise DatabaseMigrationExecutionError(
+            f"检测到残留备份表 {_V3_MESSAGES_BACKUP_TABLE}，无法安全执行 v3 -> v4 mai_messages 迁移。"
+        )
+
+    connection.exec_driver_sql(f'ALTER TABLE "mai_messages" RENAME TO "{_V3_MESSAGES_BACKUP_TABLE}"')
+    connection.exec_driver_sql(_V4_MESSAGES_CREATE_SQL)
+
+    connection.execute(
+        text(
+            f"""
+            INSERT INTO mai_messages (
+                id,
+                message_id,
+                timestamp,
+                platform,
+                user_id,
+                user_nickname,
+                user_cardname,
+                group_id,
+                group_name,
+                is_mentioned,
+                is_at,
+                session_id,
+                reply_to,
+                is_emoji,
+                is_picture,
+                is_command,
+                is_notify,
+                raw_content,
+                processed_plain_text,
+                additional_config
+            )
+            SELECT
+                id,
+                message_id,
+                timestamp,
+                platform,
+                user_id,
+                user_nickname,
+                user_cardname,
+                group_id,
+                group_name,
+                is_mentioned,
+                is_at,
+                session_id,
+                reply_to,
+                is_emoji,
+                is_picture,
+                is_command,
+                is_notify,
+                raw_content,
+                COALESCE(NULLIF(processed_plain_text, ''), display_message),
+                additional_config
+            FROM "{_V3_MESSAGES_BACKUP_TABLE}"
+            ORDER BY id
+            """
+        )
+    )
+
+    migrated_rows = _count_table_rows(connection, "mai_messages")
+    connection.exec_driver_sql(f'DROP TABLE "{_V3_MESSAGES_BACKUP_TABLE}"')
+    for statement in _V4_MESSAGES_INDEX_STATEMENTS:
+        connection.exec_driver_sql(statement)
+    return migrated_rows
diff --git a/src/common/logger.py b/src/common/logger.py
index 507fa59b..e89fc0e7 100644
--- a/src/common/logger.py
+++ b/src/common/logger.py
@@ -829,20 +829,19 @@ def initialize_logging(verbose: bool = True):
     reconfigure_existing_loggers()
 
     # 启动日志清理任务
-    start_log_cleanup_task(verbose=verbose)
+    start_log_cleanup_task()
 
     # 只在 verbose=True 时输出详细的初始化信息
     if verbose:
         logger = get_logger("logger")
         console_level = LOG_CONFIG.get("console_log_level", LOG_CONFIG.get("log_level", "INFO"))
         file_level = LOG_CONFIG.get("file_log_level", LOG_CONFIG.get("log_level", "INFO"))
-
-        logger.info("日志系统已初始化:")
-        logger.info(f"  - 控制台级别: {console_level}")
-        logger.info(f"  - 文件级别: {file_level}")
         max_log_files = max(1, int(LOG_CONFIG.get("max_log_files", 30) or 30))
         log_cleanup_days = max(1, int(LOG_CONFIG.get("log_cleanup_days", 30) or 30))
-        logger.info(f"  - 轮转份数: {max_log_files}个文件|自动清理: {log_cleanup_days}天前的日志")
+        logger.info(
+            f"日志系统已初始化：控制台={console_level}，文件={file_level}，"
+            f"轮转={max_log_files}个文件，清理={log_cleanup_days}天前"
+        )
 
 
 def cleanup_old_logs():
@@ -875,12 +874,8 @@ def cleanup_old_logs():
         logger.error(f"清理旧日志文件时出错: {e}")
 
 
-def start_log_cleanup_task(verbose: bool = True):
-    """启动日志清理任务
-
-    Args:
-        verbose: 是否输出启动信息。默认为 True。
-    """
+def start_log_cleanup_task():
+    """启动日志清理任务"""
     global _cleanup_task_started
 
     # 防止重复启动清理任务
@@ -897,12 +892,6 @@ def start_log_cleanup_task(verbose: bool = True):
     cleanup_thread = threading.Thread(target=cleanup_task, daemon=True)
     cleanup_thread.start()
 
-    if verbose:
-        logger = get_logger("logger")
-        max_log_files = max(1, int(LOG_CONFIG.get("max_log_files", 30) or 30))
-        log_cleanup_days = max(1, int(LOG_CONFIG.get("log_cleanup_days", 30) or 30))
-        logger.info(f"已启动日志清理任务，将自动清理{log_cleanup_days}天前的日志文件（轮转份数限制: {max_log_files}个文件）")
-
 
 def shutdown_logging():
     """优雅关闭日志系统，释放所有文件句柄"""
diff --git a/src/common/prompt_i18n.py b/src/common/prompt_i18n.py
index 358833d1..8075d913 100644
--- a/src/common/prompt_i18n.py
+++ b/src/common/prompt_i18n.py
@@ -1,8 +1,12 @@
 from __future__ import annotations
 
+from dataclasses import dataclass
 from functools import lru_cache
 from pathlib import Path
+from typing import Any
+from tomlkit import parse as parse_toml
 
+import json
 import logging
 import os
 import re
@@ -22,6 +26,19 @@ STRICT_ENV_VALUES = {"1", "true", "yes", "on"}
 extract_prompt_placeholders = extract_placeholders
 
 
+@dataclass(frozen=True)
+class PromptMetadata:
+    display_name: str = ""
+    advanced: bool = False
+    description: str = ""
+
+
+@dataclass(frozen=True)
+class PromptTemplateInfo:
+    path: Path
+    metadata: PromptMetadata
+
+
 def get_prompts_root(prompts_root: Path | None = None) -> Path:
     return (prompts_root or PROMPTS_ROOT).resolve()
 
@@ -80,24 +97,86 @@ def iter_prompt_files(directory: Path, recursive: bool = True) -> list[Path]:
 
 
 def _raise_duplicate_prompt_name(name: str, first_path: Path, second_path: Path, prompts_root: Path) -> None:
+    path_a = first_path.relative_to(prompts_root).as_posix()
+    path_b = second_path.relative_to(prompts_root).as_posix()
     raise ValueError(
         t(
             "prompt.duplicate_template_name",
             name=name,
-            path_a=first_path.relative_to(prompts_root),
-            path_b=second_path.relative_to(prompts_root),
+            path_a=path_a,
+            path_b=path_b,
         )
     )
 
 
-def _scan_prompt_directory(directory: Path, prompts_root: Path) -> dict[str, Path]:
-    prompt_paths: dict[str, Path] = {}
+def _coerce_metadata(raw_metadata: Any) -> PromptMetadata:
+    if not isinstance(raw_metadata, dict):
+        return PromptMetadata()
+
+    display_name = raw_metadata.get("display_name", "")
+    advanced = raw_metadata.get("advanced", False)
+    description = raw_metadata.get("description", "")
+
+    return PromptMetadata(
+        display_name=display_name if isinstance(display_name, str) else "",
+        advanced=advanced if isinstance(advanced, bool) else False,
+        description=description if isinstance(description, str) else "",
+    )
+
+
+def _read_metadata_file(metadata_path: Path) -> dict[str, Any]:
+    if not metadata_path.is_file():
+        return {}
+
+    try:
+        if metadata_path.suffix == ".json":
+            metadata = json.loads(metadata_path.read_text(encoding="utf-8"))
+        else:
+            metadata = parse_toml(metadata_path.read_text(encoding="utf-8"))
+    except Exception as exc:
+        logger.warning("读取 Prompt 元信息文件 %s 失败：%s", metadata_path, exc)
+        return {}
+
+    return dict(metadata) if isinstance(metadata, dict) else {}
+
+
+def _extract_template_metadata(metadata: dict[str, Any], prompt_name: str) -> dict[str, Any]:
+    templates = metadata.get("templates")
+    if isinstance(templates, dict) and isinstance(templates.get(prompt_name), dict):
+        return dict(templates[prompt_name])
+
+    prompt_metadata = metadata.get(prompt_name)
+    if isinstance(prompt_metadata, dict):
+        return dict(prompt_metadata)
+
+    return metadata if any(key in metadata for key in ("display_name", "advanced", "description")) else {}
+
+
+def _load_prompt_metadata(prompt_path: Path) -> PromptMetadata:
+    prompt_name = prompt_path.stem
+    metadata_sources = (
+        prompt_path.with_name(f"{prompt_name}.meta.toml"),
+        prompt_path.with_name(f"{prompt_name}.meta.json"),
+        prompt_path.parent / ".meta.toml",
+        prompt_path.parent / ".meta.json",
+    )
+
+    merged_metadata: dict[str, Any] = {}
+    for metadata_path in reversed(metadata_sources):
+        raw_metadata = _read_metadata_file(metadata_path)
+        merged_metadata.update(_extract_template_metadata(raw_metadata, prompt_name))
+
+    return _coerce_metadata(merged_metadata)
+
+
+def _scan_prompt_directory(directory: Path, prompts_root: Path) -> dict[str, PromptTemplateInfo]:
+    prompt_paths: dict[str, PromptTemplateInfo] = {}
     for prompt_path in iter_prompt_files(directory):
         prompt_name = prompt_path.stem
-        existing_path = prompt_paths.get(prompt_name)
-        if existing_path is not None:
-            _raise_duplicate_prompt_name(prompt_name, existing_path, prompt_path, prompts_root)
-        prompt_paths[prompt_name] = prompt_path
+        existing_info = prompt_paths.get(prompt_name)
+        if existing_info is not None:
+            _raise_duplicate_prompt_name(prompt_name, existing_info.path, prompt_path, prompts_root)
+        prompt_paths[prompt_name] = PromptTemplateInfo(path=prompt_path, metadata=_load_prompt_metadata(prompt_path))
     return prompt_paths
 
 
@@ -115,11 +194,11 @@ def _iter_locale_candidates(requested_locale: str) -> list[str]:
     return locale_candidates
 
 
-def list_prompt_templates(locale: str | None = None, prompts_root: Path | None = None) -> dict[str, Path]:
+def list_prompt_templates(locale: str | None = None, prompts_root: Path | None = None) -> dict[str, PromptTemplateInfo]:
     resolved_prompts_root = get_prompts_root(prompts_root)
     requested_locale = normalize_locale(locale or get_locale())
 
-    prompt_paths: dict[str, Path] = {}
+    prompt_paths: dict[str, PromptTemplateInfo] = {}
     for directory in _iter_prompt_template_layers(resolved_prompts_root, requested_locale):
         prompt_paths.update(_scan_prompt_directory(directory, resolved_prompts_root))
 
@@ -149,7 +228,7 @@ def resolve_prompt_path(
     else:
         prompt_paths = list_prompt_templates(locale=requested_locale, prompts_root=resolved_prompts_root)
         if normalized_name in prompt_paths:
-            return prompt_paths[normalized_name]
+            return prompt_paths[normalized_name].path
 
     raise FileNotFoundError(t("prompt.template_not_found", locale=requested_locale, name=normalized_name))
 
diff --git a/src/config/config.py b/src/config/config.py
index 19b1b63d..1944d6e5 100644
--- a/src/config/config.py
+++ b/src/config/config.py
@@ -56,9 +56,9 @@ BOT_CONFIG_PATH: Path = (CONFIG_DIR / "bot_config.toml").resolve().absolute()
 MODEL_CONFIG_PATH: Path = (CONFIG_DIR / "model_config.toml").resolve().absolute()
 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"
+MMC_VERSION: str = "1.0.0-pre.11"
+CONFIG_VERSION: str = "8.10.7"
+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/legacy_migration.py b/src/config/legacy_migration.py
index fad11ac7..05714afd 100644
--- a/src/config/legacy_migration.py
+++ b/src/config/legacy_migration.py
@@ -343,10 +343,10 @@ def try_migrate_legacy_bot_config_dict(data: dict[str, Any]) -> MigrationResult:
     reasons: list[str] = []
 
     bot = _as_dict(data.get("bot"))
-    if bot is not None and isinstance(bot.get("qq_account"), str) and not bot["qq_account"].strip():
-        bot["qq_account"] = 0
+    if bot is not None and isinstance(bot.get("qq_account"), int):
+        bot["qq_account"] = str(bot["qq_account"]) if bot["qq_account"] > 0 else ""
         migrated_any = True
-        reasons.append("bot.qq_account_empty")
+        reasons.append("bot.qq_account_int_to_string")
 
     chat = _as_dict(data.get("chat"))
     if chat is not None and _migrate_chat_talk_value_rules(chat):
diff --git a/src/config/model_configs.py b/src/config/model_configs.py
index 8c1a5da9..9ef05dbf 100644
--- a/src/config/model_configs.py
+++ b/src/config/model_configs.py
@@ -351,6 +351,7 @@ class ModelInfo(ConfigBase):
     Gemini 客户端会按自身支持的字段筛选并映射到 GenerateContentConfig、EmbedContentConfig 或音频请求配置中。"""
 
     def model_post_init(self, context: Any = None):
+        self.model_identifier = self.model_identifier.strip()
         if not self.model_identifier:
             raise ValueError(t("config.model_identifier_empty_generic"))
         if not self.name:
@@ -402,6 +403,7 @@ 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 +422,6 @@ 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 +429,7 @@ 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 +440,25 @@ 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 +473,7 @@ 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..29d6e976 100644
--- a/src/config/official_configs.py
+++ b/src/config/official_configs.py
@@ -4,6 +4,17 @@ import re
 
 from .config_base import ConfigBase, Field
 
+RULE_TYPE_OPTION_DESCRIPTIONS = {
+    "group": "群聊聊天流，item_id 填群号或群聊 ID",
+    "private": "私聊聊天流，item_id 填用户 ID",
+}
+
+VISUAL_MODE_OPTION_DESCRIPTIONS = {
+    "auto": "根据模型信息自动选择文本或多模态模式",
+    "text": "纯文本模式，不向模型发送视觉输入",
+    "multimodal": "多模态模式，会向模型发送视觉输入",
+}
+
 """
 须知：
 1. 本文件中记录了所有的配置项
@@ -19,7 +30,7 @@ class ExampleConfig(ConfigBase):
 class BotConfig(ConfigBase):
     """机器人配置类"""
 
-    __ui_label__ = "基本信息"
+    __ui_label__ = "基础"
     __ui_icon__ = "bot"
 
     platform: str = Field(
@@ -29,17 +40,19 @@ class BotConfig(ConfigBase):
             "x-icon": "wifi",
             "x-layout": "inline-right",
             "x-input-width": "12rem",
+            "x-row": "bot-platform-account",
         },
     )
     """平台"""
 
-    qq_account: int = Field(
-        default=0,
+    qq_account: str = Field(
+        default="",
         json_schema_extra={
             "x-widget": "input",
             "x-icon": "user",
             "x-layout": "inline-right",
             "x-input-width": "12rem",
+            "x-row": "bot-platform-account",
         },
     )
     """QQ账号"""
@@ -76,6 +89,7 @@ class BotConfig(ConfigBase):
 class PersonalityConfig(ConfigBase):
     """人格配置类"""
 
+    __ui_parent__ = "bot"
     __ui_label__ = "人格"
     __ui_icon__ = "user-circle"
 
@@ -84,6 +98,8 @@ 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 +109,8 @@ 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"""
@@ -137,6 +155,8 @@ class VisualConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "select",
             "x-icon": "git-branch",
+            "x-option-descriptions": VISUAL_MODE_OPTION_DESCRIPTIONS,
+            "x-row": "visual-modes",
         },
     )
     """规划器模式，auto根据模型信息自动选择，text为纯文本模式，multimodal为多模态模式"""
@@ -146,6 +166,8 @@ class VisualConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "select",
             "x-icon": "git-branch",
+            "x-option-descriptions": VISUAL_MODE_OPTION_DESCRIPTIONS,
+            "x-row": "visual-modes",
         },
     )
     """回复器模式，auto根据模型信息自动选择，text为纯文本模式，multimodal为多模态模式"""
@@ -158,7 +180,13 @@ class TalkRulesItem(ConfigBase):
     item_id: str = ""
     """用户ID，与平台一起留空表示全局"""
 
-    rule_type: Literal["group", "private"] = "group"
+    rule_type: Literal["group", "private"] = Field(
+        default="group",
+        json_schema_extra={
+            "x-widget": "select",
+            "x-option-descriptions": RULE_TYPE_OPTION_DESCRIPTIONS,
+        },
+    )
     """聊天流类型，group（群聊）或private（私聊）"""
 
     time: str = ""
@@ -181,6 +209,7 @@ class ChatConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "slider",
             "x-icon": "message-circle",
+            "x-row": "talk-values",
             "step": 0.1,
         },
     )
@@ -193,6 +222,7 @@ class ChatConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "slider",
             "x-icon": "message-circle",
+            "x-row": "talk-values",
             "step": 0.1,
         },
     )
@@ -203,11 +233,19 @@ class ChatConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "switch",
             "x-icon": "at-sign",
+            "x-row": "reply-switches",
         },
     )
     """是否启用提及必回复"""
 
-    inevitable_at_reply: bool = Field(default=True)
+    inevitable_at_reply: bool = Field(
+        default=True,
+        json_schema_extra={
+            "x-widget": "switch",
+            "x-icon": "at-sign",
+            "x-row": "reply-switches",
+        },
+    )
     """是否启用at必回复"""
 
     enable_at: bool = Field(
@@ -235,6 +273,9 @@ class ChatConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "input",
             "x-icon": "layers",
+            "x-layout": "inline-right",
+            "x-input-width": "12rem",
+            "x-row": "context-sizes",
         },
     )
     """上下文长度"""
@@ -244,6 +285,9 @@ class ChatConfig(ConfigBase):
         json_schema_extra={
             "x-widget": "input",
             "x-icon": "layers",
+            "x-layout": "inline-right",
+            "x-input-width": "12rem",
+            "x-row": "context-sizes",
         },
     )
     """私聊上下文长度"""
@@ -321,7 +365,8 @@ 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,
@@ -386,6 +431,7 @@ class TargetItem(ConfigBase):
         json_schema_extra={
             "x-widget": "select",
             "x-icon": "users",
+            "x-option-descriptions": RULE_TYPE_OPTION_DESCRIPTIONS,
         },
     )
     """聊天流类型，group（群聊）或private（私聊）"""
@@ -394,7 +440,7 @@ class TargetItem(ConfigBase):
 class MemoryConfig(ConfigBase):
     """记忆配置类"""
 
-    __ui_parent__ = "emoji"
+    __ui_parent__ = "a_memorix"
 
 
     global_memory: bool = Field(
@@ -1040,6 +1086,7 @@ class LearningItem(ConfigBase):
         json_schema_extra={
             "x-widget": "select",
             "x-icon": "users",
+            "x-option-descriptions": RULE_TYPE_OPTION_DESCRIPTIONS,
         },
     )
     """聊天流类型，group（群聊）或private（私聊）"""
@@ -1051,7 +1098,7 @@ 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 +1107,7 @@ 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 +1116,7 @@ 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 +1224,8 @@ 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 +1240,8 @@ 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,
@@ -1254,16 +1302,6 @@ class EmojiConfig(ConfigBase):
     )
     """是否启用表情包过滤，只有符合该要求的表情包才会被保存"""
 
-    filtration_prompt: str = Field(
-        default="符合公序良俗",
-        json_schema_extra={
-            "advanced": True,
-            "x-widget": "input",
-            "x-icon": "shield",
-        },
-    )
-    """表情包过滤要求，只有符合该要求的表情包才会被保存"""
-
 
 class KeywordRuleConfig(ConfigBase):
     """关键词规则配置类"""
@@ -1314,7 +1352,7 @@ 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 +1383,8 @@ 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,
@@ -1742,6 +1779,7 @@ class ExtraPromptItem(ConfigBase):
         json_schema_extra={
             "x-widget": "select",
             "x-icon": "users",
+            "x-option-descriptions": RULE_TYPE_OPTION_DESCRIPTIONS,
         },
     )
     """聊天流类型，group（群聊）或private（私聊）"""
@@ -2387,14 +2425,14 @@ class MCPServerItemConfig(ConfigBase):
     )
     """是否启用当前 MCP 服务器"""
 
-    transport: Literal["stdio", "streamable_http"] = Field(
+    transport: Literal["stdio", "streamable_http", "sse"] = Field(
         default="stdio",
         json_schema_extra={
             "x-widget": "select",
             "x-icon": "shuffle",
         },
     )
-    """传输方式，可选 `stdio` 或 `streamable_http`"""
+    """传输方式，可选 `stdio`、`streamable_http` 或 `sse`"""
 
     command: str = Field(
         default="",
@@ -2483,6 +2521,9 @@ class MCPServerItemConfig(ConfigBase):
         if self.transport == "streamable_http" and not self.url.strip():
             raise ValueError(f"MCP 服务器 {self.name} 使用 streamable_http 时必须填写 url")
 
+        if self.transport == "sse" and not self.url.strip():
+            raise ValueError(f"MCP 服务器 {self.name} 使用 sse 时必须填写 url")
+
         return super().model_post_init(context)
 
 
diff --git a/src/emoji_system/emoji_manager.py b/src/emoji_system/emoji_manager.py
index 536669f1..272f2670 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。"""
@@ -793,6 +805,7 @@ class EmojiManager:
         emoji_replace_prompt_template.add_context("emoji_num", str(self._emoji_num))
         emoji_replace_prompt_template.add_context("emoji_num_max", str(global_config.emoji.max_reg_num))
         emoji_replace_prompt_template.add_context("emoji_list", "\n".join(emoji_info_list))
+        emoji_replace_prompt_template.add_context("description", new_emoji.description or "无描述")
         emoji_replace_prompt = await prompt_manager.render_prompt(emoji_replace_prompt_template)
 
         decision_result = await emoji_manager_emotion_judge_llm.generate_response(
@@ -902,11 +915,10 @@ class EmojiManager:
         # 表情包审查
         if global_config.emoji.content_filtration:
             try:
-                filtration_prompt_template = prompt_manager.get_prompt("emoji_content_filtration")
-                filtration_prompt_template.add_context("demand", global_config.emoji.filtration_prompt)
-                filtration_prompt = await prompt_manager.render_prompt(filtration_prompt_template)
+                review_prompt_template = prompt_manager.get_prompt("emoji_content_filtration")
+                review_prompt = await prompt_manager.render_prompt(review_prompt_template)
                 filtration_result = await emoji_manager_vlm.generate_response_for_image(
-                    filtration_prompt,
+                    review_prompt,
                     image_base64,
                     image_format,
                 )
@@ -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/llm_models/model_client/openai_client.py b/src/llm_models/model_client/openai_client.py
index 02611907..db2313ef 100644
--- a/src/llm_models/model_client/openai_client.py
+++ b/src/llm_models/model_client/openai_client.py
@@ -585,6 +585,9 @@ def _parse_tool_arguments(
     Raises:
         RespParseException: 当参数无法解析为字典时抛出。
     """
+    if not raw_arguments.strip():
+        return {}
+
     try:
         if parse_mode == ToolArgumentParseMode.STRICT:
             arguments: Any = json.loads(raw_arguments)
diff --git a/src/maisaka/builtin_tool/reply.py b/src/maisaka/builtin_tool/reply.py
index e53f8adf..5d247b34 100644
--- a/src/maisaka/builtin_tool/reply.py
+++ b/src/maisaka/builtin_tool/reply.py
@@ -207,7 +207,7 @@ async def handle_tool(
                 sent_message = await send_service._send_to_target_with_message(
                     message_sequence=reply_sequence,
                     stream_id=tool_ctx.runtime.session_id,
-                    display_message=segment,
+                    processed_plain_text=segment,
                     set_reply=segment_set_quote,
                     reply_message=target_message if segment_set_quote else None,
                     selected_expressions=reply_result.selected_expression_ids or None,
diff --git a/src/maisaka/builtin_tool/send_emoji.py b/src/maisaka/builtin_tool/send_emoji.py
index e9bd292a..6cb8050b 100644
--- a/src/maisaka/builtin_tool/send_emoji.py
+++ b/src/maisaka/builtin_tool/send_emoji.py
@@ -13,7 +13,7 @@ from PIL import Image as PILImage
 from PIL import ImageDraw, ImageFont
 from pydantic import BaseModel, Field as PydanticField
 
-from src.emoji_system.emoji_manager import emoji_manager
+from src.emoji_system.emoji_manager import _is_vlm_task_configured, emoji_manager
 from src.emoji_system.maisaka_tool import send_emoji_for_maisaka
 from src.common.data_models.image_data_model import MaiEmoji
 from src.common.data_models.message_component_data_model import ImageComponent, MessageSequence, TextComponent
@@ -38,6 +38,7 @@ _EMOJI_SUB_AGENT_MAX_TOKENS = 240
 _EMOJI_MAX_CANDIDATE_COUNT = 64
 _EMOJI_CANDIDATE_TILE_SIZE = 256
 _EMOJI_SUCCESS_MESSAGE = "表情包发送成功"
+_EMOJI_VLM_NOT_CONFIGURED_MESSAGE = "错误，没有配置视觉模型，无法使用表情包功能"
 
 
 class EmojiSelectionResult(BaseModel):
@@ -298,6 +299,13 @@ def _resolve_emoji_selector_model_task_name() -> str:
     return "vlm"
 
 
+def _is_missing_visual_model_error(exc: Exception) -> bool:
+    """判断是否为未配置视觉模型导致的选择失败。"""
+
+    error_text = str(exc)
+    return _EMOJI_VLM_NOT_CONFIGURED_MESSAGE in error_text or "未找到名为 '' 的模型" in error_text
+
+
 async def _select_emoji_with_sub_agent(
     tool_ctx: BuiltinToolRuntimeContext,
     reasoning: str,
@@ -351,13 +359,17 @@ async def _select_emoji_with_sub_agent(
         request_messages.append(candidate_llm_message)
     serialized_request_messages = serialize_prompt_messages(request_messages)
 
+    model_task_name = _resolve_emoji_selector_model_task_name()
+    if model_task_name == "vlm" and not _is_vlm_task_configured():
+        raise RuntimeError(_EMOJI_VLM_NOT_CONFIGURED_MESSAGE)
+
     selection_started_at = datetime.now()
     response = await tool_ctx.runtime.run_sub_agent(
         context_message_limit=_EMOJI_SUB_AGENT_CONTEXT_LIMIT,
         system_prompt=system_prompt,
         extra_messages=[prompt_message, candidate_message],
         max_tokens=_EMOJI_SUB_AGENT_MAX_TOKENS,
-        model_task_name=_resolve_emoji_selector_model_task_name(),
+        model_task_name=model_task_name,
     )
     selection_duration_ms = round((datetime.now() - selection_started_at).total_seconds() * 1000, 2)
 
@@ -448,7 +460,10 @@ async def handle_tool(
         )
     except Exception as exc:
         logger.exception(f"{tool_ctx.runtime.log_prefix} 发送表情包时发生异常: {exc}")
-        structured_result["message"] = f"发送表情包时发生异常：{exc}"
+        if _is_missing_visual_model_error(exc):
+            structured_result["message"] = _EMOJI_VLM_NOT_CONFIGURED_MESSAGE
+        else:
+            structured_result["message"] = f"发送表情包时发生异常：{exc}"
         return tool_ctx.build_failure_result(
             invocation.tool_name,
             structured_result["message"],
diff --git a/src/maisaka/reasoning_engine.py b/src/maisaka/reasoning_engine.py
index e2282326..117673ea 100644
--- a/src/maisaka/reasoning_engine.py
+++ b/src/maisaka/reasoning_engine.py
@@ -53,7 +53,6 @@ if TYPE_CHECKING:
 logger = get_logger("maisaka_reasoning_engine")
 
 TIMING_GATE_CONTEXT_DROP_HEAD_RATIO = 0.7
-TIMING_GATE_MAX_TOKENS = 384
 TIMING_GATE_MAX_ATTEMPTS = 3
 TIMING_GATE_TOOL_NAMES = {"continue", "no_reply", "wait"}
 HISTORY_SILENT_TOOL_NAMES = {"finish"}
@@ -140,7 +139,6 @@ class MaisakaReasoningEngine:
             system_prompt=system_prompt,
             request_kind="timing_gate",
             interrupt_flag=None,
-            max_tokens=TIMING_GATE_MAX_TOKENS,
             tool_definitions=tool_definitions,
         )
 
diff --git a/src/mcp_module/config.py b/src/mcp_module/config.py
index 4d4d73af..2bc2621c 100644
--- a/src/mcp_module/config.py
+++ b/src/mcp_module/config.py
@@ -50,7 +50,7 @@ class MCPServerRuntimeConfig:
     """单个 MCP 服务器的运行时配置。"""
 
     name: str
-    transport: Literal["stdio", "streamable_http"] = "stdio"
+    transport: Literal["stdio", "streamable_http", "sse"] = "stdio"
     command: str = ""
     args: list[str] = field(default_factory=list)
     env: dict[str, str] = field(default_factory=dict)
@@ -65,13 +65,15 @@ class MCPServerRuntimeConfig:
         """返回当前服务器的传输类型。
 
         Returns:
-            str: ``stdio``、``streamable_http`` 或 ``unknown``。
+            str: ``stdio``、``streamable_http``、``sse`` 或 ``unknown``。
         """
 
         if self.transport == "stdio" and self.command:
             return "stdio"
         if self.transport == "streamable_http" and self.url:
             return "streamable_http"
+        if self.transport == "sse" and self.url:
+            return "sse"
         return "unknown"
 
     def build_http_headers(self) -> dict[str, str]:
diff --git a/src/mcp_module/connection.py b/src/mcp_module/connection.py
index 10a1ea5e..02a3823d 100644
--- a/src/mcp_module/connection.py
+++ b/src/mcp_module/connection.py
@@ -43,16 +43,26 @@ try:
     from mcp.client.stdio import stdio_client
     from mcp.client.streamable_http import streamable_http_client
 
+    try:
+        from mcp.client.sse import sse_client
+
+        SSE_AVAILABLE = True
+    except ImportError:
+        SSE_AVAILABLE = False
+        sse_client = None  # type: ignore[assignment]
+
     MCP_AVAILABLE = True
     STREAMABLE_HTTP_AVAILABLE = True
 except ImportError:
     MCP_AVAILABLE = False
     STREAMABLE_HTTP_AVAILABLE = False
+    SSE_AVAILABLE = False
     ClientSession = None  # type: ignore[assignment,misc]
     StdioServerParameters = None  # type: ignore[assignment,misc]
     mcp_types = None  # type: ignore[assignment]
     stdio_client = None  # type: ignore[assignment]
     streamable_http_client = None  # type: ignore[assignment]
+    sse_client = None  # type: ignore[assignment]
 
 
 class MCPConnection:
@@ -139,6 +149,8 @@ class MCPConnection:
             return await self._connect_stdio()
         if self.config.transport_type == "streamable_http":
             return await self._connect_streamable_http()
+        if self.config.transport_type == "sse":
+            return await self._connect_sse()
 
         raise ValueError(f"MCP 服务器 '{self.config.name}' 使用了未知传输类型: {self.config.transport}")
 
@@ -184,16 +196,53 @@ class MCPConnection:
         self._session_id_getter = session_id_getter
         return read_stream, write_stream
 
-    def _build_http_client(self) -> httpx.AsyncClient:
-        """构建 Streamable HTTP 使用的 `httpx` 客户端。
+    async def _connect_sse(self) -> tuple[Any, Any]:
+        """建立 SSE 传输连接。
+
+        Returns:
+            tuple[Any, Any]: 读写流对象。
+        """
+
+        if not SSE_AVAILABLE or sse_client is None:
+            raise ImportError("当前环境未安装可用的 MCP SSE 客户端")
+        if not self.config.url:
+            raise ValueError(f"MCP 服务器 '{self.config.name}' 缺少 SSE url 配置")
+
+        read_stream, write_stream = await self._exit_stack.enter_async_context(
+            sse_client(
+                url=self.config.url,
+                headers=self.config.build_http_headers(),
+                timeout=self.config.http_timeout_seconds,
+                sse_read_timeout=self.config.read_timeout_seconds,
+                httpx_client_factory=self._build_http_client,
+            )
+        )
+        return read_stream, write_stream
+
+    def _build_http_client(
+        self,
+        headers: dict[str, str] | None = None,
+        timeout: httpx.Timeout | None = None,
+        auth: httpx.Auth | None = None,
+    ) -> httpx.AsyncClient:
+        """构建 httpx 客户端。
+
+        Args:
+            headers: 合并到配置请求头的额外请求头。
+            timeout: 覆盖的 httpx 超时配置。
+            auth: 附加认证。
 
         Returns:
             httpx.AsyncClient: 预配置的异步 HTTP 客户端。
         """
 
+        del auth
+        merged_headers = self.config.build_http_headers()
+        if headers:
+            merged_headers.update(headers)
         return httpx.AsyncClient(
-            headers=self.config.build_http_headers(),
-            timeout=httpx.Timeout(self.config.http_timeout_seconds),
+            headers=merged_headers,
+            timeout=timeout or httpx.Timeout(self.config.http_timeout_seconds),
         )
 
     async def _create_client_session(self, read_stream: Any, write_stream: Any) -> Any:
diff --git a/src/mcp_module/manager.py b/src/mcp_module/manager.py
index 53c4dbc4..f0d054e7 100644
--- a/src/mcp_module/manager.py
+++ b/src/mcp_module/manager.py
@@ -309,7 +309,7 @@ class MCPManager:
                         provider_type="mcp",
                         icons=[build_tool_icon(item) for item in getattr(tool, "icons", []) or []],
                         annotation=build_tool_annotation(getattr(tool, "annotations", None)),
-                        metadata={"server_name": server_name} | getattr(tool, "meta", {}),
+                        metadata={"server_name": server_name} | (getattr(tool, "meta", {}) or {}),
                     )
                 )
         return tool_specs
diff --git a/src/plugin_runtime/capabilities/core.py b/src/plugin_runtime/capabilities/core.py
index 25f2a6b9..f445b4fc 100644
--- a/src/plugin_runtime/capabilities/core.py
+++ b/src/plugin_runtime/capabilities/core.py
@@ -190,7 +190,7 @@ class RuntimeCoreCapabilityMixin:
                 content=command,
                 stream_id=stream_id,
                 storage_message=bool(args.get("storage_message", True)),
-                display_message=str(args.get("display_message", "")),
+                processed_plain_text=str(args.get("processed_plain_text", "")),
                 sync_to_maisaka_history=sync_to_maisaka_history,
                 maisaka_source_kind=maisaka_source_kind,
             )
@@ -228,7 +228,7 @@ class RuntimeCoreCapabilityMixin:
                 message_type=message_type,
                 content=content,
                 stream_id=stream_id,
-                display_message=str(args.get("display_message", "")),
+                processed_plain_text=str(args.get("processed_plain_text", "")),
                 typing=bool(args.get("typing", False)),
                 storage_message=bool(args.get("storage_message", True)),
                 sync_to_maisaka_history=sync_to_maisaka_history,
diff --git a/src/plugin_runtime/capabilities/data.py b/src/plugin_runtime/capabilities/data.py
index 3736230a..616dc9b3 100644
--- a/src/plugin_runtime/capabilities/data.py
+++ b/src/plugin_runtime/capabilities/data.py
@@ -296,11 +296,13 @@ class RuntimeDataCapabilityMixin:
             return {"success": False, "error": str(e)}
 
     @staticmethod
-    def _serialize_messages(messages: list) -> List[Any]:
+    def _serialize_messages(messages: list, include_binary_data: bool = True) -> List[Any]:
         result: List[Any] = []
         for msg in messages:
             if all(hasattr(msg, attr) for attr in ("message_id", "timestamp", "platform", "message_info", "raw_message")):
-                result.append(dict(PluginMessageUtils._session_message_to_dict(msg)))
+                result.append(
+                    dict(PluginMessageUtils._session_message_to_dict(msg, include_binary_data=include_binary_data))
+                )
             elif hasattr(msg, "model_dump"):
                 result.append(msg.model_dump())
             elif hasattr(msg, "__dict__"):
@@ -321,7 +323,12 @@ class RuntimeDataCapabilityMixin:
                 message_id=message_id,
                 chat_id=str(args.get("chat_id") or args.get("stream_id") or "").strip() or None,
             )
-            serialized_message = self._serialize_messages([message])[0] if message is not None else None
+            include_binary_data = bool(args.get("include_binary_data", False))
+            serialized_message = (
+                self._serialize_messages([message], include_binary_data=include_binary_data)[0]
+                if message is not None
+                else None
+            )
             return {"success": True, "message": serialized_message}
         except Exception as e:
             logger.error(f"[cap.message.get_by_id] 执行失败: {e}", exc_info=True)
@@ -338,7 +345,13 @@ class RuntimeDataCapabilityMixin:
                 limit_mode=args.get("limit_mode", "latest"),
                 filter_mai=args.get("filter_mai", False),
             )
-            return {"success": True, "messages": self._serialize_messages(messages)}
+            return {
+                "success": True,
+                "messages": self._serialize_messages(
+                    messages,
+                    include_binary_data=bool(args.get("include_binary_data", False)),
+                ),
+            }
         except Exception as e:
             logger.error(f"[cap.message.get_by_time] 执行失败: {e}", exc_info=True)
             return {"success": False, "error": str(e)}
@@ -360,7 +373,13 @@ class RuntimeDataCapabilityMixin:
                 filter_mai=args.get("filter_mai", False),
                 filter_command=args.get("filter_command", False),
             )
-            return {"success": True, "messages": self._serialize_messages(messages)}
+            return {
+                "success": True,
+                "messages": self._serialize_messages(
+                    messages,
+                    include_binary_data=bool(args.get("include_binary_data", False)),
+                ),
+            }
         except Exception as e:
             logger.error(f"[cap.message.get_by_time_in_chat] 执行失败: {e}", exc_info=True)
             return {"success": False, "error": str(e)}
@@ -385,7 +404,13 @@ class RuntimeDataCapabilityMixin:
                 limit_mode=args.get("limit_mode", "latest"),
                 filter_mai=args.get("filter_mai", False),
             )
-            return {"success": True, "messages": self._serialize_messages(messages)}
+            return {
+                "success": True,
+                "messages": self._serialize_messages(
+                    messages,
+                    include_binary_data=bool(args.get("include_binary_data", False)),
+                ),
+            }
         except Exception as e:
             logger.error(f"[cap.message.get_recent] 执行失败: {e}", exc_info=True)
             return {"success": False, "error": str(e)}
diff --git a/src/plugin_runtime/host/message_utils.py b/src/plugin_runtime/host/message_utils.py
index cc31824b..7f72fff3 100644
--- a/src/plugin_runtime/host/message_utils.py
+++ b/src/plugin_runtime/host/message_utils.py
@@ -56,12 +56,14 @@ class MessageDict(TypedDict, total=False):
     session_id: str
     reply_to: Optional[str]
     processed_plain_text: Optional[str]
-    display_message: Optional[str]
 
 
 class PluginMessageUtils:
     @staticmethod
-    def _message_sequence_to_dict(message_sequence: MessageSequence) -> List[Dict[str, Any]]:
+    def _message_sequence_to_dict(
+        message_sequence: MessageSequence,
+        include_binary_data: bool = True,
+    ) -> List[Dict[str, Any]]:
         """将消息组件序列转换为插件运行时使用的字典结构。
 
         Args:
@@ -70,10 +72,16 @@ class PluginMessageUtils:
         Returns:
             List[Dict[str, Any]]: 供插件运行时协议使用的消息段字典列表。
         """
-        return [PluginMessageUtils._component_to_dict(component) for component in message_sequence.components]
+        return [
+            PluginMessageUtils._component_to_dict(component, include_binary_data=include_binary_data)
+            for component in message_sequence.components
+        ]
 
     @staticmethod
-    def _component_to_dict(component: StandardMessageComponents) -> Dict[str, Any]:
+    def _component_to_dict(
+        component: StandardMessageComponents,
+        include_binary_data: bool = True,
+    ) -> Dict[str, Any]:
         """将单个消息组件转换为插件运行时字典结构。
 
         Args:
@@ -91,8 +99,10 @@ class PluginMessageUtils:
                 "data": component.content,
                 "hash": component.binary_hash,
             }
-            if component.binary_data:
-                serialized["binary_data_base64"] = base64.b64encode(component.binary_data).decode("utf-8")
+            if include_binary_data and (
+                binary_data_base64 := PluginMessageUtils._binary_component_to_base64(component, "image")
+            ):
+                serialized["binary_data_base64"] = binary_data_base64
             return serialized
 
         if isinstance(component, EmojiComponent):
@@ -101,8 +111,10 @@ class PluginMessageUtils:
                 "data": component.content,
                 "hash": component.binary_hash,
             }
-            if component.binary_data:
-                serialized["binary_data_base64"] = base64.b64encode(component.binary_data).decode("utf-8")
+            if include_binary_data and (
+                binary_data_base64 := PluginMessageUtils._binary_component_to_base64(component, "emoji")
+            ):
+                serialized["binary_data_base64"] = binary_data_base64
             return serialized
 
         if isinstance(component, VoiceComponent):
@@ -111,7 +123,7 @@ class PluginMessageUtils:
                 "data": component.content,
                 "hash": component.binary_hash,
             }
-            if component.binary_data:
+            if include_binary_data and component.binary_data:
                 serialized["binary_data_base64"] = base64.b64encode(component.binary_data).decode("utf-8")
             return serialized
 
@@ -140,13 +152,53 @@ class PluginMessageUtils:
         if isinstance(component, ForwardNodeComponent):
             return {
                 "type": "forward",
-                "data": [PluginMessageUtils._forward_component_to_dict(item) for item in component.forward_components],
+                "data": [
+                    PluginMessageUtils._forward_component_to_dict(item, include_binary_data=include_binary_data)
+                    for item in component.forward_components
+                ],
             }
 
         return {"type": "dict", "data": component.data}
 
     @staticmethod
-    def _forward_component_to_dict(component: ForwardComponent) -> Dict[str, Any]:
+    def _binary_component_to_base64(component: Any, image_type: str) -> str:
+        """将图片或表情组件转换为 Base64，必要时通过 hash 从图片库加载文件。"""
+
+        if component.binary_data:
+            return base64.b64encode(component.binary_data).decode("utf-8")
+
+        binary_hash = str(component.binary_hash or "").strip()
+        if not binary_hash:
+            return ""
+
+        try:
+            from pathlib import Path
+
+            from sqlmodel import select
+
+            from src.common.database.database import get_db_session
+            from src.common.database.database_model import Images, ImageType
+
+            target_image_type = ImageType.IMAGE if image_type == "image" else ImageType.EMOJI
+            with get_db_session(auto_commit=False) as db:
+                statement = select(Images).filter_by(image_hash=binary_hash, image_type=target_image_type).limit(1)
+                image_record = db.exec(statement).first()
+            if image_record is None or image_record.no_file_flag:
+                return ""
+
+            image_path = Path(image_record.full_path)
+            if not image_path.is_file():
+                return ""
+            return base64.b64encode(image_path.read_bytes()).decode("utf-8")
+        except Exception as exc:
+            logger.debug("通过 hash 加载历史媒体失败: type=%s hash=%s error=%s", image_type, binary_hash, exc)
+            return ""
+
+    @staticmethod
+    def _forward_component_to_dict(
+        component: ForwardComponent,
+        include_binary_data: bool = True,
+    ) -> Dict[str, Any]:
         """将单个转发节点组件转换为字典结构。
 
         Args:
@@ -160,7 +212,10 @@ class PluginMessageUtils:
             "user_nickname": component.user_nickname,
             "user_cardname": component.user_cardname,
             "message_id": component.message_id,
-            "content": [PluginMessageUtils._component_to_dict(item) for item in component.content],
+            "content": [
+                PluginMessageUtils._component_to_dict(item, include_binary_data=include_binary_data)
+                for item in component.content
+            ],
         }
 
     @staticmethod
@@ -341,7 +396,10 @@ class PluginMessageUtils:
         )
 
     @staticmethod
-    def _session_message_to_dict(session_message: SessionMessage) -> MessageDict:
+    def _session_message_to_dict(
+        session_message: SessionMessage,
+        include_binary_data: bool = True,
+    ) -> MessageDict:
         """
         将 SessionMessage 对象转换为字典格式（复用 MessageSequence.to_dict 方法）
 
@@ -357,7 +415,10 @@ class PluginMessageUtils:
             timestamp=str(session_message.timestamp.timestamp()),  # 转换为时间戳字符串
             platform=session_message.platform,
             message_info=PluginMessageUtils._message_info_to_dict(session_message.message_info),
-            raw_message=PluginMessageUtils._message_sequence_to_dict(session_message.raw_message),
+            raw_message=PluginMessageUtils._message_sequence_to_dict(
+                session_message.raw_message,
+                include_binary_data=include_binary_data,
+            ),
             is_mentioned=session_message.is_mentioned,
             is_at=session_message.is_at,
             is_emoji=session_message.is_emoji,
@@ -372,8 +433,6 @@ class PluginMessageUtils:
             message_dict["reply_to"] = session_message.reply_to
         if session_message.processed_plain_text is not None:
             message_dict["processed_plain_text"] = session_message.processed_plain_text
-        if session_message.display_message is not None:
-            message_dict["display_message"] = session_message.display_message
 
         return message_dict
 
@@ -485,8 +544,5 @@ class PluginMessageUtils:
             session_message.processed_plain_text, str
         ):
             session_message.processed_plain_text = None
-        session_message.display_message = message_dict.get("display_message")
-        if session_message.display_message is not None and not isinstance(session_message.display_message, str):
-            session_message.display_message = None
 
         return session_message
diff --git a/src/plugin_runtime/host/supervisor.py b/src/plugin_runtime/host/supervisor.py
index ff2b9c09..71af06b1 100644
--- a/src/plugin_runtime/host/supervisor.py
+++ b/src/plugin_runtime/host/supervisor.py
@@ -9,7 +9,7 @@ import os
 import sys
 
 from src.common.logger import get_logger
-from src.config.config import config_manager, global_config
+from src.config.config import global_config
 from src.llm_models.model_client.base_client import ClientProviderRegistration, client_registry
 from src.llm_models.model_client.plugin_client import PluginLLMClient
 from src.platform_io import DriverKind, InboundMessageEnvelope, RouteBinding, RouteKey, get_platform_io_manager
@@ -18,7 +18,6 @@ from src.platform_io.route_key_factory import RouteKeyFactory
 from src.plugin_runtime import (
     ENV_BLOCKED_PLUGIN_REASONS,
     ENV_EXTERNAL_PLUGIN_IDS,
-    ENV_GLOBAL_CONFIG_SNAPSHOT,
     ENV_HOST_VERSION,
     ENV_IPC_ADDRESS,
     ENV_PLUGIN_DIRS,
@@ -1409,12 +1408,9 @@ class PluginRunnerSupervisor:
         Returns:
             Dict[str, str]: 传递给 Runner 进程的环境变量映射。
         """
-        global_config_snapshot = config_manager.get_global_config().model_dump(mode="json")
-        global_config_snapshot["model"] = config_manager.get_model_config().model_dump(mode="json")
         return {
             ENV_BLOCKED_PLUGIN_REASONS: json.dumps(self._blocked_plugin_reasons, ensure_ascii=False),
             ENV_EXTERNAL_PLUGIN_IDS: json.dumps(self._external_available_plugins, ensure_ascii=False),
-            ENV_GLOBAL_CONFIG_SNAPSHOT: json.dumps(global_config_snapshot, ensure_ascii=False),
             ENV_HOST_VERSION: PROTOCOL_VERSION,
             ENV_IPC_ADDRESS: self._transport.get_address(),
             ENV_PLUGIN_DIRS: os.pathsep.join(str(path) for path in self._plugin_dirs),
diff --git a/src/prompt/prompt_manager.py b/src/prompt/prompt_manager.py
index 5282b7ef..84e2f3a6 100644
--- a/src/prompt/prompt_manager.py
+++ b/src/prompt/prompt_manager.py
@@ -274,12 +274,12 @@ class PromptManager:
             Exception: 如果在加载过程中出现任何文件操作错误则引发该异常
         """
         prompt_templates = list_prompt_templates(prompts_root=PROMPTS_DIR)
-        for prompt_name, prompt_file in prompt_templates.items():
+        for prompt_name, prompt_template in prompt_templates.items():
             try:
                 template, need_save = self._load_prompt_template(prompt_name)
                 self.add_prompt(Prompt(prompt_name=prompt_name, template=template), need_save=need_save)
             except Exception as exc:
-                logger.error(f"加载 Prompt 文件 '{prompt_file}' 时出错，错误信息: {exc}")
+                logger.error(f"加载 Prompt 文件 '{prompt_template.path}' 时出错，错误信息: {exc}")
                 raise
         for prompt_file in CUSTOM_PROMPTS_DIR.glob(f"*{SUFFIX_PROMPT}"):
             if prompt_file.stem in prompt_templates:
diff --git a/src/services/message_service.py b/src/services/message_service.py
index 4a0d2b6f..257ff72f 100644
--- a/src/services/message_service.py
+++ b/src/services/message_service.py
@@ -43,8 +43,6 @@ def _build_readable_line(
 def _normalize_messages(messages: List[SessionMessage]) -> List[SessionMessage]:
     normalized: List[SessionMessage] = []
     for message in messages:
-        if not message.processed_plain_text:
-            message.processed_plain_text = message.display_message or ""
         normalized.append(message)
     return normalized
 
diff --git a/src/services/send_service.py b/src/services/send_service.py
index c6eedffa..bd2e986d 100644
--- a/src/services/send_service.py
+++ b/src/services/send_service.py
@@ -73,9 +73,9 @@ def register_send_service_hook_specs(registry: HookSpecRegistry) -> List[HookSpe
                             "type": "string",
                             "description": "目标会话 ID。",
                         },
-                        "display_message": {
+                        "processed_plain_text": {
                             "type": "string",
-                            "description": "展示层文本。",
+                            "description": "可选的预处理纯文本内容。",
                         },
                         "typing": {
                             "type": "boolean",
@@ -97,7 +97,7 @@ def register_send_service_hook_specs(registry: HookSpecRegistry) -> List[HookSpe
                     required=[
                         "message",
                         "stream_id",
-                        "display_message",
+                        "processed_plain_text",
                         "typing",
                         "set_reply",
                         "storage_message",
@@ -494,7 +494,7 @@ def _build_outbound_log_preview(message: SessionMessage, max_length: int = 160)
     Returns:
         str: 适用于日志展示的消息摘要。
     """
-    preview_text = (message.processed_plain_text or message.display_message or "").strip()
+    preview_text = (message.processed_plain_text or "").strip()
     if not preview_text:
         preview_text = f"[{_describe_message_sequence(message.raw_message)}]"
 
@@ -507,7 +507,7 @@ def _build_outbound_log_preview(message: SessionMessage, max_length: int = 160)
 def _build_outbound_session_message(
     message_sequence: MessageSequence,
     stream_id: str,
-    display_message: str = "",
+    processed_plain_text: str = "",
     reply_message: Optional[MaiMessage] = None,
     selected_expressions: Optional[List[int]] = None,
 ) -> Optional[SessionMessage]:
@@ -516,7 +516,7 @@ def _build_outbound_session_message(
     Args:
         message_sequence: 待发送的消息组件序列。
         stream_id: 目标会话 ID。
-        display_message: 用于界面展示的文本内容。
+        processed_plain_text: 可选的预处理纯文本内容。
         reply_message: 被回复的锚点消息。
         selected_expressions: 可选的表情候选索引列表。
 
@@ -571,7 +571,7 @@ def _build_outbound_session_message(
     )
     outbound_message.raw_message = _clone_message_sequence(message_sequence)
     outbound_message.session_id = target_stream.session_id
-    outbound_message.display_message = display_message
+    outbound_message.processed_plain_text = processed_plain_text.strip() or _build_processed_plain_text(outbound_message)
     outbound_message.reply_to = anchor_message.message_id if anchor_message is not None else None
     message_flags = _detect_outbound_message_flags(outbound_message.raw_message)
     outbound_message.is_emoji = message_flags["is_emoji"]
@@ -619,7 +619,8 @@ async def _prepare_message_for_platform_io(
             raise ValueError("set_reply=True 时必须提供 reply_message_id")
         _ensure_reply_component(message, reply_message_id)
 
-    message.processed_plain_text = _build_processed_plain_text(message)
+    if set_reply or not message.processed_plain_text:
+        message.processed_plain_text = _build_processed_plain_text(message)
     if typing:
         typing_time = calculate_typing_time(
             input_string=message.processed_plain_text or "",
@@ -935,7 +936,7 @@ async def send_session_message(
 async def _send_to_target(
     message_sequence: MessageSequence,
     stream_id: str,
-    display_message: str = "",
+    processed_plain_text: str = "",
     typing: bool = False,
     set_reply: bool = False,
     reply_message: Optional[MaiMessage] = None,
@@ -950,7 +951,7 @@ async def _send_to_target(
         await _send_to_target_with_message(
             message_sequence=message_sequence,
             stream_id=stream_id,
-            display_message=display_message,
+            processed_plain_text=processed_plain_text,
             typing=typing,
             set_reply=set_reply,
             reply_message=reply_message,
@@ -967,7 +968,7 @@ async def _send_to_target(
 async def _send_to_target_with_message(
     message_sequence: MessageSequence,
     stream_id: str,
-    display_message: str = "",
+    processed_plain_text: str = "",
     typing: bool = False,
     set_reply: bool = False,
     reply_message: Optional[MaiMessage] = None,
@@ -982,7 +983,7 @@ async def _send_to_target_with_message(
     Args:
         message_sequence: 待发送的消息组件序列。
         stream_id: 目标会话 ID。
-        display_message: 用于界面展示的文本内容。
+        processed_plain_text: 可选的预处理纯文本内容。
         typing: 是否显示输入中状态。
         set_reply: 是否在发送时附带引用回复。
         reply_message: 被回复的消息对象。
@@ -1004,7 +1005,7 @@ async def _send_to_target_with_message(
         outbound_message = _build_outbound_session_message(
             message_sequence=message_sequence,
             stream_id=stream_id,
-            display_message=display_message,
+            processed_plain_text=processed_plain_text,
             reply_message=reply_message,
             selected_expressions=selected_expressions,
         )
@@ -1015,7 +1016,7 @@ async def _send_to_target_with_message(
             "send_service.after_build_message",
             outbound_message,
             stream_id=stream_id,
-            display_message=display_message,
+            processed_plain_text=processed_plain_text,
             typing=typing,
             set_reply=set_reply,
             storage_message=storage_message,
@@ -1068,7 +1069,6 @@ async def text_to_stream_with_message(
     return await _send_to_target_with_message(
         message_sequence=MessageSequence(components=[TextComponent(text=text)]),
         stream_id=stream_id,
-        display_message="",
         typing=typing,
         set_reply=set_reply,
         reply_message=reply_message,
@@ -1133,7 +1133,6 @@ async def emoji_to_stream_with_message(
     return await _send_to_target_with_message(
         message_sequence=_build_message_sequence_from_custom_message("emoji", emoji_base64),
         stream_id=stream_id,
-        display_message="",
         typing=False,
         storage_message=storage_message,
         set_reply=set_reply,
@@ -1202,7 +1201,6 @@ async def image_to_stream(
     return await _send_to_target(
         message_sequence=_build_message_sequence_from_custom_message("image", image_base64),
         stream_id=stream_id,
-        display_message="",
         typing=False,
         storage_message=storage_message,
         set_reply=set_reply,
@@ -1216,7 +1214,7 @@ async def custom_to_stream(
     message_type: str,
     content: str | Dict[str, Any],
     stream_id: str,
-    display_message: str = "",
+    processed_plain_text: str = "",
     typing: bool = False,
     reply_message: Optional[MaiMessage] = None,
     set_reply: bool = False,
@@ -1231,7 +1229,7 @@ async def custom_to_stream(
         message_type: 自定义消息类型。
         content: 自定义消息内容。
         stream_id: 目标会话 ID。
-        display_message: 用于展示的文本内容。
+        processed_plain_text: 可选的预处理纯文本内容。
         typing: 是否显示输入中状态。
         reply_message: 被回复的消息对象。
         set_reply: 是否附带引用回复。
@@ -1244,7 +1242,7 @@ async def custom_to_stream(
     return await _send_to_target(
         message_sequence=_build_message_sequence_from_custom_message(message_type, content),
         stream_id=stream_id,
-        display_message=display_message,
+        processed_plain_text=processed_plain_text,
         typing=typing,
         reply_message=reply_message,
         set_reply=set_reply,
@@ -1258,7 +1256,7 @@ async def custom_to_stream(
 async def custom_reply_set_to_stream(
     reply_set: MessageSequence,
     stream_id: str,
-    display_message: str = "",
+    processed_plain_text: str = "",
     typing: bool = False,
     reply_message: Optional[MaiMessage] = None,
     set_reply: bool = False,
@@ -1272,7 +1270,7 @@ async def custom_reply_set_to_stream(
     Args:
         reply_set: 待发送的消息组件序列。
         stream_id: 目标会话 ID。
-        display_message: 用于展示的文本内容。
+        processed_plain_text: 可选的预处理纯文本内容。
         typing: 是否显示输入中状态。
         reply_message: 被回复的消息对象。
         set_reply: 是否附带引用回复。
@@ -1285,7 +1283,7 @@ async def custom_reply_set_to_stream(
     return await _send_to_target(
         message_sequence=reply_set,
         stream_id=stream_id,
-        display_message=display_message,
+        processed_plain_text=processed_plain_text,
         typing=typing,
         reply_message=reply_message,
         set_reply=set_reply,
diff --git a/src/webui/app.py b/src/webui/app.py
index 6a0d5cf2..6fcb8f40 100644
--- a/src/webui/app.py
+++ b/src/webui/app.py
@@ -134,7 +134,7 @@ def _setup_anti_crawler(app: FastAPI):
             "basic": t("startup.webui_anti_crawler_mode_basic"),
         }
         mode_desc = mode_descriptions.get(anti_crawler_mode, t("startup.webui_anti_crawler_mode_basic"))
-        logger.info(t("startup.webui_anti_crawler_configured", mode_desc=mode_desc))
+        logger.debug(t("startup.webui_anti_crawler_configured", mode_desc=mode_desc))
     except Exception as e:
         logger.error(t("startup.webui_anti_crawler_config_failed", error=e), exc_info=True)
 
@@ -159,7 +159,7 @@ def _register_api_routes(app: FastAPI):
         for router in get_all_routers():
             app.include_router(router)
 
-        logger.info(t("startup.webui_api_routes_registered"))
+        logger.debug(t("startup.webui_api_routes_registered"))
     except Exception as e:
         logger.error(t("startup.webui_api_routes_register_failed", error=e), exc_info=True)
 
@@ -217,7 +217,7 @@ def _setup_static_files(app: FastAPI):
         response.headers["X-Robots-Tag"] = "noindex, nofollow, noarchive"
         return response
 
-    logger.info(t("startup.webui_static_files_configured", static_path=static_path))
+    logger.debug(t("startup.webui_static_files_configured", static_path=static_path))
 
 
 def _resolve_static_path() -> Path | None:
@@ -247,6 +247,5 @@ def show_access_token():
         token_manager = get_token_manager()
         current_token = token_manager.get_token()
         logger.info(t("startup.webui_access_token", token=current_token))
-        logger.info(t("startup.webui_access_token_login_hint"))
     except Exception as e:
         logger.error(t("startup.webui_access_token_failed", error=e))
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/chat/service.py b/src/webui/routers/chat/service.py
index 168d3190..7a35a8c3 100644
--- a/src/webui/routers/chat/service.py
+++ b/src/webui/routers/chat/service.py
@@ -112,7 +112,7 @@ class ChatHistoryManager:
         return {
             "id": msg.message_id,
             "type": "bot" if is_bot else "user",
-            "content": msg.processed_plain_text or msg.display_message or "",
+            "content": msg.processed_plain_text or "",
             "timestamp": msg.timestamp.timestamp(),
             "sender_name": user_info.user_nickname or (global_config.bot.nickname if is_bot else "未知用户"),
             "sender_id": "bot" if is_bot else user_id,
@@ -175,11 +175,7 @@ class ChatHistoryManager:
 
             user_info = target_msg.message_info.user_info
             if not has_content:
-                content_text = (
-                    target_msg.processed_plain_text
-                    or target_msg.display_message
-                    or ""
-                )
+                content_text = target_msg.processed_plain_text or ""
                 data["target_message_content"] = content_text
             if not has_sender:
                 data["target_message_sender_id"] = user_info.user_id or ""
diff --git a/src/webui/routers/config.py b/src/webui/routers/config.py
index 9aadc207..1205f56d 100644
--- a/src/webui/routers/config.py
+++ b/src/webui/routers/config.py
@@ -2,19 +2,21 @@
 配置管理API路由
 """
 
+from pathlib import Path
+from typing import Annotated, Any, Dict, List, Tuple, Union, get_args, get_origin
 import copy
 import os
-from pathlib import Path
-from typing import Annotated, Any, Dict, List, Tuple
+import types
 
-import tomlkit
 from fastapi import APIRouter, Body, Depends, HTTPException, Query
 from fastapi.responses import FileResponse
 from pydantic import BaseModel, Field
+import tomlkit
 
 from src.common.logger import get_logger
+from src.common.prompt_i18n import list_prompt_templates
 from src.config.config import CONFIG_DIR, PROJECT_ROOT, Config, ModelConfig
-from src.config.config_base import AttributeData
+from src.config.config_base import AttributeData, ConfigBase
 from src.config.model_configs import (
     APIProvider,
     ModelInfo,
@@ -63,6 +65,9 @@ class PromptFileInfo(BaseModel):
     name: str = Field(..., description="Prompt 文件名")
     size: int = Field(..., description="文件大小")
     modified_at: float = Field(..., description="最后修改时间戳")
+    display_name: str = Field(default="", description="Prompt 展示名称")
+    advanced: bool = Field(default=False, description="是否为高级 Prompt")
+    description: str = Field(default="", description="Prompt 描述")
 
 
 class PromptCatalogResponse(BaseModel):
@@ -129,6 +134,71 @@ def _toml_to_plain_dict(obj: Any) -> Any:
     return obj
 
 
+def _coerce_numeric_value(value: Any, target_type: Any) -> Any:
+    """根据配置字段类型，把旧 WebUI 可能写入的数字字符串还原为数字。"""
+    if target_type is str:
+        if isinstance(value, (int, float)):
+            return str(value)
+        return value
+
+    if target_type is int:
+        if isinstance(value, str):
+            try:
+                parsed_value = float(value.strip())
+            except ValueError:
+                return value
+            if parsed_value.is_integer():
+                return int(parsed_value)
+        return value
+
+    if target_type is float:
+        if isinstance(value, str):
+            try:
+                return float(value.strip())
+            except ValueError:
+                return value
+        return value
+
+    return value
+
+
+def _coerce_value_by_annotation(value: Any, annotation: Any) -> Any:
+    """递归按 ConfigBase 字段注解修正数据类型，避免保存时把数字写成字符串。"""
+    value = _coerce_numeric_value(value, annotation)
+    origin = get_origin(annotation)
+    args = get_args(annotation)
+
+    if origin in {Union, types.UnionType}:
+        for candidate_type in args:
+            if candidate_type is type(None):
+                continue
+            coerced_value = _coerce_value_by_annotation(value, candidate_type)
+            if coerced_value != value or type(coerced_value) is not type(value):
+                return coerced_value
+        return value
+
+    if origin in {list, List} and isinstance(value, list) and args:
+        item_type = args[0]
+        return [_coerce_value_by_annotation(item, item_type) for item in value]
+
+    if origin in {dict, Dict} and isinstance(value, dict) and len(args) >= 2:
+        value_type = args[1]
+        return {key: _coerce_value_by_annotation(item, value_type) for key, item in value.items()}
+
+    if isinstance(value, dict) and isinstance(annotation, type) and issubclass(annotation, ConfigBase):
+        return _coerce_config_numeric_values(value, annotation)
+
+    return value
+
+
+def _coerce_config_numeric_values(data: Dict[str, Any], config_type: type[ConfigBase]) -> Dict[str, Any]:
+    """按配置类 schema 统一修正所有数字字段类型。"""
+    for field_name, field_info in config_type.model_fields.items():
+        if field_name in data:
+            data[field_name] = _coerce_value_by_annotation(data[field_name], field_info.annotation)
+    return data
+
+
 # ===== 架构获取接口 =====
 
 
@@ -147,14 +217,20 @@ async def list_prompt_files():
                 continue
 
             language = language_dir.name
+            prompt_template_infos = list_prompt_templates(locale=language, prompts_root=PROMPTS_DIR)
             prompt_files: List[PromptFileInfo] = []
             for prompt_file in sorted(language_dir.glob("*.prompt"), key=lambda item: item.name):
                 stat = prompt_file.stat()
+                template_info = prompt_template_infos.get(prompt_file.stem)
+                metadata = template_info.metadata if template_info and template_info.path == prompt_file else None
                 prompt_files.append(
                     PromptFileInfo(
                         name=prompt_file.name,
                         size=stat.st_size,
                         modified_at=stat.st_mtime,
+                        display_name=metadata.display_name if metadata else "",
+                        advanced=metadata.advanced if metadata else False,
+                        description=metadata.description if metadata else "",
                     )
                 )
 
@@ -347,6 +423,8 @@ async def get_model_config():
 async def update_bot_config(config_data: ConfigBody):
     """更新麦麦主程序配置"""
     try:
+        config_data = _coerce_config_numeric_values(config_data, Config)
+
         # 验证配置数据
         try:
             Config.from_dict(AttributeData(), copy.deepcopy(config_data))
@@ -370,6 +448,8 @@ async def update_bot_config(config_data: ConfigBody):
 async def update_model_config(config_data: ConfigBody):
     """更新模型配置"""
     try:
+        config_data = _coerce_config_numeric_values(config_data, ModelConfig)
+
         # 验证配置数据
         try:
             ModelConfig.from_dict(AttributeData(), copy.deepcopy(config_data))
@@ -422,10 +502,13 @@ async def update_bot_config_section(section_name: str, section_data: SectionBody
 
         # 验证完整配置
         try:
-            Config.from_dict(AttributeData(), _toml_to_plain_dict(config_data))
+            plain_config_data = _coerce_config_numeric_values(_toml_to_plain_dict(config_data), Config)
+            Config.from_dict(AttributeData(), copy.deepcopy(plain_config_data))
         except Exception as e:
             raise HTTPException(status_code=400, detail=f"配置数据验证失败: {str(e)}") from e
 
+        config_data = plain_config_data
+
         # 保存配置（格式化数组为多行，保留注释）
         save_toml_with_format(config_data, config_path)
 
@@ -520,13 +603,14 @@ async def update_model_config_section(section_name: str, section_data: SectionBo
 
         # 验证完整配置
         try:
-            ModelConfig.from_dict(AttributeData(), _toml_to_plain_dict(config_data))
+            plain_config_data = _coerce_config_numeric_values(_toml_to_plain_dict(config_data), ModelConfig)
+            ModelConfig.from_dict(AttributeData(), copy.deepcopy(plain_config_data))
         except Exception as e:
             logger.error(f"配置数据验证失败，详细错误: {str(e)}")
             # 特殊处理：如果是更新 api_providers，检查是否有模型引用了已删除的provider
             if section_name == "api_providers" and "api_provider" in str(e):
                 provider_names = {p.get("name") for p in section_data if isinstance(p, dict)}
-                models = config_data.get("models", [])
+                models = plain_config_data.get("models", [])
                 orphaned_models: List[str] = [
                     str(model_name)
                     for m in models
@@ -539,6 +623,8 @@ async def update_model_config_section(section_name: str, section_data: SectionBo
                     raise HTTPException(status_code=400, detail=error_msg) from e
             raise HTTPException(status_code=400, detail=f"配置数据验证失败: {str(e)}") from e
 
+        config_data = plain_config_data
+
         # 保存配置（格式化数组为多行，保留注释）
         save_toml_with_format(config_data, config_path)
 
diff --git a/src/webui/routers/expression.py b/src/webui/routers/expression.py
index 04e79ac1..7283c350 100644
--- a/src/webui/routers/expression.py
+++ b/src/webui/routers/expression.py
@@ -10,11 +10,12 @@ 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
 
 logger = get_logger("webui.expression")
+EXCLUDE_IDS_QUERY = Query(None, description="需要排除的表达方式 ID")
 
 # 创建路由器
 router = APIRouter(prefix="/expression", tags=["Expression"], dependencies=[Depends(require_auth)])
@@ -28,6 +29,7 @@ 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 +92,61 @@ 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 +157,21 @@ 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 +184,7 @@ 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 +214,43 @@ 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 +314,7 @@ 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 +343,7 @@ 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 +383,7 @@ 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 +437,7 @@ 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 +586,22 @@ 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 +611,24 @@ 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,
@@ -571,8 +661,10 @@ async def get_review_list(
     page: int = Query(1, ge=1, description="页码"),
     page_size: int = Query(20, ge=1, le=100, description="每页数量"),
     filter_type: str = Query("unchecked", description="筛选类型: unchecked/passed/rejected/all"),
+    order: str = Query("latest", description="排序方式: latest/random"),
     search: Optional[str] = Query(None, description="搜索关键词"),
     chat_id: Optional[str] = Query(None, description="聊天ID筛选"),
+    exclude_ids: Optional[List[int]] = EXCLUDE_IDS_QUERY,
 ) -> ReviewListResponse:
     """获取待审核或已审核的表达方式列表。
 
@@ -580,17 +672,16 @@ async def get_review_list(
         page: 页码。
         page_size: 每页数量。
         filter_type: 筛选类型，可选 unchecked、passed、rejected 或 all。
+        order: 排序方式，可选 latest 或 random。
         search: 搜索关键词。
         chat_id: 聊天 ID 筛选条件。
+        exclude_ids: 需要排除的表达方式 ID。
 
     Returns:
         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
@@ -603,11 +694,17 @@ async def get_review_list(
         if chat_id:
             statement = statement.where(col(Expression.session_id) == chat_id)
 
-        # 排序：创建时间倒序
-        statement = statement.order_by(
-            case((col(Expression.create_time).is_(None), 1), else_=0),
-            col(Expression.create_time).desc(),
-        )
+        if exclude_ids:
+            statement = statement.where(~col(Expression.id).in_(exclude_ids))
+
+        if order == "random":
+            statement = statement.order_by(func.random())
+        else:
+            # 排序：创建时间倒序
+            statement = statement.order_by(
+                case((col(Expression.create_time).is_(None), 1), else_=0),
+                col(Expression.create_time).desc(),
+            )
 
         offset = (page - 1) * page_size
         statement = statement.offset(offset).limit(page_size)
@@ -615,9 +712,7 @@ 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 +720,7 @@ 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,
@@ -647,7 +742,7 @@ class BatchReviewItem(BaseModel):
 
     id: int
     rejected: bool
-    require_unchecked: bool = True  # 默认要求未检查状态
+    require_unchecked: bool = True  # 前端保留的来源标记，人工审核提交时不再阻断覆盖
 
 
 class BatchReviewRequest(BaseModel):
@@ -706,14 +801,6 @@ async def batch_review_expressions(
                     failed += 1
                     continue
 
-                # 冲突检测
-                if item.require_unchecked:
-                    results.append(
-                        BatchReviewResultItem(id=item.id, success=False, message="当前模型不支持审核状态过滤")
-                    )
-                    failed += 1
-                    continue
-
                 # 更新状态
                 with get_db_session() as session:
                     db_expression = session.exec(
@@ -727,6 +814,9 @@ 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 b233ebd2..dba2d9cf 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1511,7 +1511,7 @@ requires-dist = [
     { name = "httpx", extras = ["socks"] },
     { name = "jieba", specifier = ">=0.42.1" },
     { name = "json-repair", specifier = ">=0.47.6" },
-    { name = "maibot-dashboard", specifier = ">=1.0.4" },
+    { name = "maibot-dashboard", specifier = ">=1.0.5" },
     { name = "maibot-plugin-sdk", specifier = ">=2.4.0" },
     { name = "maim-message", specifier = ">=0.6.2" },
     { name = "matplotlib", specifier = ">=3.10.5" },
@@ -1549,11 +1549,11 @@ dev = [
 
 [[package]]
 name = "maibot-dashboard"
-version = "1.0.4"
+version = "1.0.5"
 source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
-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" }
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/b8/a7/eb1032664ea98b58a861412aca19b31066dc3368f1264a2a53970bd9385c/maibot_dashboard-1.0.5.tar.gz", hash = "sha256:3480723e42120defbaf8ebb952c45bc3e0cd9274a04c5acda0331e55e15ebdc1", size = 2477306, upload-time = "2026-05-05T10:40:34.327Z" }
 wheels = [
-    { 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" },
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/3a/a0/ad4f7c1d381875ca8d1aeedf5ff6e94692f64cf558479f9e845e47bca830/maibot_dashboard-1.0.5-py3-none-any.whl", hash = "sha256:67bfbb82a1ddd666d20cc958864db38df2e5493f77df0cb049ae83987b1dd65d", size = 2542631, upload-time = "2026-05-05T10:40:32.5Z" },
 ]
 
 [[package]]