diff --git a/components/agents/AgentPresetDialog.tsx b/components/agents/AgentPresetDialog.tsx
index c4f69559e..37cf3ceed 100644
--- a/components/agents/AgentPresetDialog.tsx
+++ b/components/agents/AgentPresetDialog.tsx
@@ -23,7 +23,7 @@ import {
   SelectValue,
 } from "@/components/ui/select";
 import { ScrollArea } from "@/components/ui/scroll-area";
-import { fetcher } from "@/lib/utils";
+import { cn, fetcher } from "@/lib/utils";
 import { imageGenerationService } from "@/services/canvas";
 import { agentService } from "@/services/agents";
 import type {
@@ -47,6 +47,8 @@ interface AgentPresetDialogProps {
   onOpenChange: (open: boolean) => void;
   initialPreset?: AgentPreset | null;
   onSaved?: (preset: AgentPreset) => void;
+  entityLabel?: string;
+  theme?: "light" | "dark";
 }
 
 export function AgentPresetDialog({
@@ -54,6 +56,8 @@ export function AgentPresetDialog({
   onOpenChange,
   initialPreset,
   onSaved,
+  entityLabel = "智能体",
+  theme = "light",
 }: AgentPresetDialogProps) {
   const { data: modelsData } = useSWR<{
     models?: Array<{
@@ -89,6 +93,11 @@ export function AgentPresetDialog({
   ]);
   const fileInputRefs = useRef<Array<HTMLInputElement | null>>([]);
   const avatarInputRef = useRef<HTMLInputElement | null>(null);
+  const isDark = theme === "dark";
+  const entityNameLabel = `${entityLabel}名称`;
+  const dialogTitle = initialPreset ? `编辑${entityLabel}` : `新建${entityLabel}`;
+  const dialogDescription = `配置${entityLabel}名称、预览图、模型和槽位提示词。`;
+  const submitLabel = initialPreset ? `保存${entityLabel}` : `创建${entityLabel}`;
 
   const videoProviderTypes = useMemo(
     () => new Set(["volcano-video", "doubao-video", "qianwen-video", "fal-video", "ruxa-video"]),
@@ -235,13 +244,13 @@ export function AgentPresetDialog({
     try {
       const result = await imageGenerationService.uploadImage(file);
       if (!result.success || !result.data?.assetId || !result.data.url) {
-        throw new Error(result.error || "头像上传失败");
+        throw new Error(result.error || "预览图上传失败");
       }
       setAvatarAssetId(result.data.assetId);
       setAvatarUrl(result.data.url);
-      toast.success("头像上传成功");
+      toast.success("预览图上传成功");
     } catch (error) {
-      toast.error(error instanceof Error ? error.message : "头像上传失败");
+      toast.error(error instanceof Error ? error.message : "预览图上传失败");
     } finally {
       setAvatarUploading(false);
       event.target.value = "";
@@ -298,7 +307,7 @@ export function AgentPresetDialog({
 
   const handleCreate = async () => {
     if (!name.trim()) {
-      toast.error("请输入智能体名称");
+      toast.error(`请输入${entityNameLabel}`);
       return;
     }
     if (!defaultModelId) {
@@ -339,15 +348,15 @@ export function AgentPresetDialog({
         : await agentService.createPreset(basePayload);
 
       if (!result.success || !result.data) {
-        throw new Error(result.error || (initialPreset ? "更新智能体失败" : "创建智能体失败"));
+        throw new Error(result.error || (initialPreset ? `更新${entityLabel}失败` : `创建${entityLabel}失败`));
       }
 
-      toast.success(initialPreset ? "智能体更新成功" : "智能体创建成功");
+      toast.success(initialPreset ? `${entityLabel}更新成功` : `${entityLabel}创建成功`);
       onSaved?.(result.data);
       onOpenChange(false);
       resetState();
     } catch (error) {
-      toast.error(error instanceof Error ? error.message : "创建智能体失败");
+      toast.error(error instanceof Error ? error.message : `创建${entityLabel}失败`);
     } finally {
       setIsSubmitting(false);
     }
@@ -361,26 +370,49 @@ export function AgentPresetDialog({
         if (!nextOpen) resetState();
       }}
     >
-      <DialogContent className="max-w-3xl border-slate-200 bg-white opacity-100 shadow-2xl dark:border-slate-800 dark:bg-zinc-950">
+      <DialogContent
+        className={cn(
+          "max-w-4xl opacity-100 shadow-2xl",
+          isDark
+            ? [
+                "border border-white/12 bg-[#0b0d0f] text-white shadow-[0_32px_80px_rgba(0,0,0,0.52)]",
+                "[&>button]:rounded-full [&>button]:border [&>button]:border-white/10 [&>button]:bg-white/[0.03]",
+                "[&>button]:text-white/58 [&>button]:opacity-100 [&>button:hover]:bg-white/[0.08] [&>button:hover]:text-white",
+              ]
+            : "border-slate-200 bg-white dark:border-slate-800 dark:bg-zinc-950"
+        )}
+      >
         <DialogHeader>
-          <DialogTitle>{initialPreset ? "编辑智能体" : "新建智能体"}</DialogTitle>
-          <DialogDescription>配置模式名称、预览图、模型和槽位提示词。</DialogDescription>
+          <DialogTitle className={cn(isDark ? "text-white" : "")}>{dialogTitle}</DialogTitle>
+          <DialogDescription className={cn(isDark ? "text-white/48" : "")}>
+            {dialogDescription}
+          </DialogDescription>
         </DialogHeader>
 
-        <ScrollArea className="max-h-[70vh] pr-3">
+        <ScrollArea className="max-h-[72vh] pr-3">
           <div className="space-y-4">
             <div className="grid grid-cols-1 gap-3 md:grid-cols-2">
               <div className="space-y-2">
-                <div className="text-sm font-medium">预览图</div>
+                <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>预览图</div>
                 <div className="flex items-start gap-4">
                   {avatarUrl ? (
                     <img
                       src={avatarUrl}
-                      alt="智能体预览图"
-                      className="h-24 w-24 rounded-2xl border object-cover shadow-sm"
+                      alt={`${entityLabel}预览图`}
+                      className={cn(
+                        "h-24 w-24 rounded-2xl border object-cover shadow-sm",
+                        isDark ? "border-white/10" : ""
+                      )}
                     />
                   ) : (
-                    <div className="flex h-24 w-24 items-center justify-center rounded-2xl border bg-muted text-sm text-muted-foreground shadow-sm">
+                    <div
+                      className={cn(
+                        "flex h-24 w-24 items-center justify-center rounded-2xl border text-sm shadow-sm",
+                        isDark
+                          ? "border-white/10 bg-black/30 text-white/35"
+                          : "bg-muted text-muted-foreground"
+                      )}
+                    >
                       未上传
                     </div>
                   )}
@@ -398,7 +430,12 @@ export function AgentPresetDialog({
                       type="button"
                       variant="outline"
                       size="sm"
-                      className="h-11 px-5 text-base"
+                      className={cn(
+                        "h-11 px-5 text-base",
+                        isDark
+                          ? "border-white/10 bg-white/[0.03] text-white hover:bg-white/[0.08] hover:text-white"
+                          : ""
+                      )}
                       onClick={() => avatarInputRef.current?.click()}
                       disabled={avatarUploading}
                     >
@@ -413,29 +450,45 @@ export function AgentPresetDialog({
                 </div>
               </div>
               <div className="space-y-2">
-                <div className="text-sm font-medium">智能体名称</div>
-                <Input value={name} onChange={(event) => setName(event.target.value)} />
+                <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>
+                  {entityNameLabel}
+                </div>
+                <Input
+                  value={name}
+                  onChange={(event) => setName(event.target.value)}
+                  className={cn(
+                    isDark
+                      ? "border-white/10 bg-black/30 text-white placeholder:text-white/22 focus-visible:ring-emerald-400/35"
+                      : ""
+                  )}
+                />
               </div>
             </div>
 
             <div className="grid grid-cols-1 gap-3 md:grid-cols-3">
               <div className="space-y-2">
-                <div className="text-sm font-medium">可见性</div>
+                <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>可见性</div>
                 <Select
                   value={visibility}
                   onValueChange={(value: "public" | "private") => setVisibility(value)}
                 >
-                  <SelectTrigger>
+                  <SelectTrigger
+                    className={cn(
+                      isDark
+                        ? "border-white/10 bg-black/30 text-white focus:ring-emerald-400/35"
+                        : ""
+                    )}
+                  >
                     <SelectValue />
                   </SelectTrigger>
-                  <SelectContent>
-                    <SelectItem value="private">私有</SelectItem>
-                    <SelectItem value="public">公开</SelectItem>
+                  <SelectContent className={cn(isDark ? "border-white/10 bg-zinc-950 text-white" : "")}>
+                    <SelectItem value="private" className={cn(isDark ? "text-white focus:bg-white/10 focus:text-white" : "")}>私有</SelectItem>
+                    <SelectItem value="public" className={cn(isDark ? "text-white focus:bg-white/10 focus:text-white" : "")}>公开</SelectItem>
                   </SelectContent>
                 </Select>
               </div>
               <div className="space-y-2">
-                <div className="text-sm font-medium">类型</div>
+                <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>类型</div>
                 <Select
                   value={type}
                   onValueChange={(value: AgentPresetType) => {
@@ -443,25 +496,41 @@ export function AgentPresetDialog({
                     setDefaultModelId("");
                   }}
                 >
-                  <SelectTrigger>
+                  <SelectTrigger
+                    className={cn(
+                      isDark
+                        ? "border-white/10 bg-black/30 text-white focus:ring-emerald-400/35"
+                        : ""
+                    )}
+                  >
                     <SelectValue />
                   </SelectTrigger>
-                  <SelectContent>
-                    <SelectItem value="image">生图</SelectItem>
-                    <SelectItem value="video">视频</SelectItem>
-                    <SelectItem value="text">生文</SelectItem>
+                  <SelectContent className={cn(isDark ? "border-white/10 bg-zinc-950 text-white" : "")}>
+                    <SelectItem value="image" className={cn(isDark ? "text-white focus:bg-white/10 focus:text-white" : "")}>生图</SelectItem>
+                    <SelectItem value="video" className={cn(isDark ? "text-white focus:bg-white/10 focus:text-white" : "")}>视频</SelectItem>
+                    <SelectItem value="text" className={cn(isDark ? "text-white focus:bg-white/10 focus:text-white" : "")}>生文</SelectItem>
                   </SelectContent>
                 </Select>
               </div>
               <div className="space-y-2">
-                <div className="text-sm font-medium">对应模型</div>
+                <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>对应模型</div>
                 <Select value={defaultModelId} onValueChange={setDefaultModelId}>
-                  <SelectTrigger>
+                  <SelectTrigger
+                    className={cn(
+                      isDark
+                        ? "border-white/10 bg-black/30 text-white focus:ring-emerald-400/35"
+                        : ""
+                    )}
+                  >
                     <SelectValue placeholder="选择模型" />
                   </SelectTrigger>
-                  <SelectContent>
+                  <SelectContent className={cn(isDark ? "border-white/10 bg-zinc-950 text-white" : "")}>
                     {filteredModels.map((model) => (
-                      <SelectItem key={model.id} value={model.id}>
+                      <SelectItem
+                        key={model.id}
+                        value={model.id}
+                        className={cn(isDark ? "text-white focus:bg-white/10 focus:text-white" : "")}
+                      >
                         {model.displayName}
                       </SelectItem>
                     ))}
@@ -471,23 +540,38 @@ export function AgentPresetDialog({
             </div>
 
             <div className="space-y-2">
-              <div className="text-sm font-medium">描述</div>
+              <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>描述</div>
               <Textarea
                 value={description}
                 onChange={(event) => setDescription(event.target.value)}
                 rows={3}
+                className={cn(
+                  isDark
+                    ? "border-white/10 bg-black/30 text-white placeholder:text-white/22 focus-visible:ring-emerald-400/35"
+                    : ""
+                )}
               />
             </div>
 
             <div className="space-y-3">
               <div className="flex items-center justify-between">
                 <div>
-                  <div className="text-sm font-medium">槽位配置</div>
-                  <div className="text-xs text-muted-foreground">
+                  <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>槽位配置</div>
+                  <div className={cn("text-xs", isDark ? "text-white/42" : "text-muted-foreground")}>
                     当前共 {slots.length} 个槽位，使用时固定上传 3 张素材图：产品图1、产品图2、模特图
                   </div>
                 </div>
-                <Button type="button" variant="outline" size="sm" onClick={handleAddSlot}>
+                <Button
+                  type="button"
+                  variant="outline"
+                  size="sm"
+                  onClick={handleAddSlot}
+                  className={cn(
+                    isDark
+                      ? "border-white/10 bg-white/[0.03] text-white hover:bg-white/[0.08] hover:text-white"
+                      : ""
+                  )}
+                >
                   <Plus className="mr-1 h-4 w-4" />
                   新增槽位
                 </Button>
@@ -495,15 +579,24 @@ export function AgentPresetDialog({
 
               <div className="space-y-3">
                 {slots.map((slot, index) => (
-                  <div key={`slot-${index}`} className="rounded-2xl border p-3">
+                  <div
+                    key={`slot-${index}`}
+                    className={cn(
+                      "rounded-2xl border p-3",
+                      isDark ? "border-white/10 bg-black/20" : ""
+                    )}
+                  >
                     <div className="mb-3 flex items-center justify-between">
-                      <div className="font-medium">槽位 {index + 1}</div>
+                      <div className={cn("font-medium", isDark ? "text-white" : "")}>槽位 {index + 1}</div>
                       {slots.length > 1 ? (
                         <Button
                           type="button"
                           variant="ghost"
                           size="icon"
-                          className="h-8 w-8"
+                          className={cn(
+                            "h-8 w-8",
+                            isDark ? "text-white/60 hover:bg-white/8 hover:text-white" : ""
+                          )}
                           onClick={() => handleRemoveSlot(index)}
                         >
                           <Trash2 className="h-4 w-4" />
@@ -513,33 +606,48 @@ export function AgentPresetDialog({
 
                     <div className="grid grid-cols-1 gap-3 md:grid-cols-2">
                       <div className="space-y-2">
-                        <div className="text-sm font-medium">槽位名称</div>
+                        <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>槽位名称</div>
                         <Input
                           value={slot.title || ""}
                           onChange={(event) =>
                             handleSlotChange(index, { title: event.target.value })
                           }
+                          className={cn(
+                            isDark
+                              ? "border-white/10 bg-black/30 text-white placeholder:text-white/22 focus-visible:ring-emerald-400/35"
+                              : ""
+                          )}
                         />
                       </div>
                       <div className="space-y-2">
-                        <div className="text-sm font-medium">上传提示语</div>
+                        <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>上传提示语</div>
                         <Input
                           value={slot.uploadLabel || ""}
                           onChange={(event) =>
                             handleSlotChange(index, { uploadLabel: event.target.value })
                           }
+                          className={cn(
+                            isDark
+                              ? "border-white/10 bg-black/30 text-white placeholder:text-white/22 focus-visible:ring-emerald-400/35"
+                              : ""
+                          )}
                         />
                       </div>
                     </div>
 
                     <div className="mt-3 space-y-2">
-                      <div className="text-sm font-medium">提示词</div>
+                      <div className={cn("text-sm font-medium", isDark ? "text-white/88" : "")}>提示词</div>
                       <Textarea
                         rows={4}
                         value={slot.promptTemplate}
                         onChange={(event) =>
                           handleSlotChange(index, { promptTemplate: event.target.value })
                         }
+                        className={cn(
+                          isDark
+                            ? "border-white/10 bg-black/30 text-white placeholder:text-white/22 focus-visible:ring-emerald-400/35"
+                            : ""
+                        )}
                       />
                     </div>
 
@@ -562,6 +670,11 @@ export function AgentPresetDialog({
                         size="sm"
                         onClick={() => fileInputRefs.current[index]?.click()}
                         disabled={uploadingSlotIndex === index}
+                        className={cn(
+                          isDark
+                            ? "border-white/10 bg-white/[0.03] text-white hover:bg-white/[0.08] hover:text-white"
+                            : ""
+                        )}
                       >
                         {uploadingSlotIndex === index ? (
                           <Loader2 className="mr-1 h-4 w-4 animate-spin" />
@@ -577,13 +690,18 @@ export function AgentPresetDialog({
                               <img
                                 src={asset.url}
                                 alt={asset.name || `参考图 ${assetIndex + 1}`}
-                                className="h-16 w-16 rounded-lg border object-cover"
+                                className={cn(
+                                  "h-16 w-16 rounded-lg border object-cover",
+                                  isDark ? "border-white/10" : ""
+                                )}
                               />
                             </div>
                           ))}
                         </div>
                       ) : (
-                        <div className="mt-2 text-xs text-muted-foreground">未上传参考图</div>
+                        <div className={cn("mt-2 text-xs", isDark ? "text-white/40" : "text-muted-foreground")}>
+                          未上传参考图
+                        </div>
                       )}
                     </div>
                   </div>
@@ -594,16 +712,28 @@ export function AgentPresetDialog({
         </ScrollArea>
 
         <DialogFooter>
-          <Button variant="outline" onClick={() => onOpenChange(false)}>
+          <Button
+            variant="outline"
+            onClick={() => onOpenChange(false)}
+            className={cn(
+              isDark
+                ? "border-white/10 bg-white/[0.03] text-white hover:bg-white/[0.08] hover:text-white"
+                : ""
+            )}
+          >
             取消
           </Button>
           <Button
             onClick={handleCreate}
             disabled={isSubmitting}
-            className="bg-black text-white hover:bg-black/90 dark:bg-white dark:text-black dark:hover:bg-white/90"
+            className={cn(
+              isDark
+                ? "bg-gradient-to-r from-emerald-500 to-teal-500 text-white hover:from-emerald-400 hover:to-teal-400"
+                : "bg-black text-white hover:bg-black/90 dark:bg-white dark:text-black dark:hover:bg-white/90"
+            )}
           >
             {isSubmitting ? <Loader2 className="mr-2 h-4 w-4 animate-spin" /> : null}
-            {initialPreset ? "保存修改" : "创建智能体"}
+            {submitLabel}
           </Button>
         </DialogFooter>
       </DialogContent>
diff --git a/components/agents/AgentPresetPanelDarkV2.tsx b/components/agents/AgentPresetPanelDarkV2.tsx
index 41fe06f21..82c342892 100644
--- a/components/agents/AgentPresetPanelDarkV2.tsx
+++ b/components/agents/AgentPresetPanelDarkV2.tsx
@@ -250,6 +250,8 @@ export function AgentPresetPanelDarkV2({
             setShowCreateDialog(true);
           }}
           initialPreset={editingPreset}
+          entityLabel={embeddedEntityLabel}
+          theme="dark"
           onSaved={async (preset) => {
             await mutate();
             onSelectPreset(preset.id);
@@ -429,6 +431,8 @@ export function AgentPresetPanelDarkV2({
           setShowCreateDialog(true);
         }}
         initialPreset={editingPreset}
+        entityLabel="智能体"
+        theme="dark"
         onSaved={async (preset) => {
           await mutate();
           onSelectPreset(preset.id);