diff --git a/apps/admin-web/src/components/kol/KolPromptEditArea.vue b/apps/admin-web/src/components/kol/KolPromptEditArea.vue
index c13fac6..9034a23 100644
--- a/apps/admin-web/src/components/kol/KolPromptEditArea.vue
+++ b/apps/admin-web/src/components/kol/KolPromptEditArea.vue
@@ -1,7 +1,7 @@
 <script setup lang="ts">
 import { computed, h, ref } from "vue";
 import { useI18n } from "vue-i18n";
-import { ExperimentOutlined, ThunderboltOutlined, LoadingOutlined } from "@ant-design/icons-vue";
+import { ExperimentOutlined, ThunderboltOutlined } from "@ant-design/icons-vue";
 import type { KolVariableDefinition, KolVariableType } from "@geo/shared-types";
 import { Modal } from "ant-design-vue";
 
@@ -13,7 +13,7 @@ import {
 const props = defineProps<{
   content: string;
   variables: KolVariableDefinition[];
-  aiTaskId: string | null;
+  aiBusy: boolean;
 }>();
 
 const emit = defineEmits<{
@@ -37,6 +37,12 @@ type PointerSelectionState = {
   startY: number;
 };
 
+type OverlaySelectionRange = {
+  start: number;
+  end: number;
+  direction: "forward" | "backward";
+};
+
 let pointerSelectionState: PointerSelectionState | null = null;
 
 const editorPlaceholder = "在这里输入提示词内容，可以使用 {{变量名}} 引用左侧定义的变量";
@@ -160,7 +166,18 @@ function handleHighlightPointerUp(event: PointerEvent) {
     return;
   }
 
-  if (hasOverlaySelection(highlight)) {
+  const overlaySelection = getOverlaySelectionRange(highlight);
+  if (overlaySelection) {
+    const scrollTop = textarea.scrollTop;
+    const scrollLeft = textarea.scrollLeft;
+
+    textarea.setSelectionRange(
+      overlaySelection.start,
+      overlaySelection.end,
+      overlaySelection.direction,
+    );
+    focusTextareaWithoutScroll(textarea);
+    restoreTextareaScroll(textarea, scrollTop, scrollLeft);
     return;
   }
 
@@ -210,6 +227,29 @@ function hasOverlaySelection(container: HTMLElement): boolean {
   return !!anchorNode && !!focusNode && container.contains(anchorNode) && container.contains(focusNode);
 }
 
+function getOverlaySelectionRange(container: HTMLElement): OverlaySelectionRange | null {
+  if (!hasOverlaySelection(container)) {
+    return null;
+  }
+
+  const selection = window.getSelection();
+  if (!selection) {
+    return null;
+  }
+
+  const anchorIndex = resolveCaretIndex(container, selection.anchorNode, selection.anchorOffset);
+  const focusIndex = resolveCaretIndex(container, selection.focusNode, selection.focusOffset);
+  if (anchorIndex === null || focusIndex === null) {
+    return null;
+  }
+
+  return {
+    start: Math.min(anchorIndex, focusIndex),
+    end: Math.max(anchorIndex, focusIndex),
+    direction: anchorIndex <= focusIndex ? "forward" : "backward",
+  };
+}
+
 function getCaretIndexFromPoint(container: HTMLElement, event: PointerEvent): number {
   const browserIndex = getBrowserCaretIndex(container, event);
   if (browserIndex !== null) {
@@ -433,7 +473,7 @@ function escapeAttribute(value: string): string {
         v-model:value="aiDescription"
         class="ai-input"
         :placeholder="t('kol.manage.editor.aiPlaceholder')"
-        :disabled="!!aiTaskId"
+        :disabled="aiBusy"
         @press-enter="handleAiGenerate"
       >
         <template #prefix>
@@ -443,7 +483,7 @@ function escapeAttribute(value: string): string {
       <a-button
         type="primary"
         class="ai-btn"
-        :loading="!!aiTaskId"
+        :loading="aiBusy"
         @click="handleAiGenerate"
       >
         <template #icon><ThunderboltOutlined /></template>
@@ -451,20 +491,15 @@ function escapeAttribute(value: string): string {
       </a-button>
       <a-button
         class="ai-btn"
-        :disabled="!content || !!aiTaskId"
+        :disabled="!content || aiBusy"
         @click="emit('ai-optimize')"
       >
         {{ t('kol.manage.editor.aiOptimize') }}
       </a-button>
+      <span v-if="aiBusy" class="ai-status-text">AI 正在处理中...</span>
     </div>
 
     <div class="editor-container">
-      <div v-if="aiTaskId" class="ai-loading-overlay">
-        <div class="loading-content">
-          <LoadingOutlined class="loading-icon" />
-          <span>AI 正在思考中...</span>
-        </div>
-      </div>
       <div
         ref="highlightRef"
         class="prompt-highlight"
@@ -512,6 +547,14 @@ function escapeAttribute(value: string): string {
   flex-shrink: 0;
 }
 
+.ai-status-text {
+  display: inline-flex;
+  align-items: center;
+  color: #722ed1;
+  font-size: 13px;
+  white-space: nowrap;
+}
+
 .editor-container {
   flex: 1;
   position: relative;
@@ -576,28 +619,4 @@ function escapeAttribute(value: string): string {
   color: #bfbfbf;
 }
 
-.ai-loading-overlay {
-  position: absolute;
-  top: 0;
-  left: 0;
-  right: 0;
-  bottom: 0;
-  background: rgba(255, 255, 255, 0.7);
-  z-index: 10;
-  display: flex;
-  align-items: center;
-  justify-content: center;
-}
-
-.loading-content {
-  display: flex;
-  flex-direction: column;
-  align-items: center;
-  gap: 12px;
-  color: #722ed1;
-}
-
-.loading-icon {
-  font-size: 32px;
-}
 </style>
diff --git a/apps/admin-web/src/components/kol/KolPromptEditor.vue b/apps/admin-web/src/components/kol/KolPromptEditor.vue
index ab8dc84..c12f7b1 100644
--- a/apps/admin-web/src/components/kol/KolPromptEditor.vue
+++ b/apps/admin-web/src/components/kol/KolPromptEditor.vue
@@ -1,5 +1,5 @@
 <script setup lang="ts">
-import { computed, nextTick, reactive, ref, watch } from "vue";
+import { computed, nextTick, onBeforeUnmount, reactive, ref, watch } from "vue";
 import { useI18n } from "vue-i18n";
 import { useMutation, useQuery, useQueryClient } from "@tanstack/vue-query";
 import { message } from "ant-design-vue";
@@ -10,7 +10,7 @@ import KolVariableConfig from "./KolVariableConfig.vue";
 import KolPromptEditArea from "./KolPromptEditArea.vue";
 import KolDynamicForm from "./KolDynamicForm.vue";
 import { kolManageApi } from "@/lib/api";
-import type { KolCardConfig, KolVariableDefinition } from "@geo/shared-types";
+import type { KolAssistRequest, KolAssistStreamEvent, KolCardConfig, KolVariableDefinition } from "@geo/shared-types";
 import { formatError } from "@/lib/errors";
 import { buildKolPlatformOptions } from "@/lib/kol-platform-options";
 import { mergeKolCardConfig, parseKolCardConfig } from "@/lib/kol-card-config";
@@ -35,7 +35,7 @@ const content = ref("");
 const variables = ref<KolVariableDefinition[]>([]);
 const previewOpen = ref(false);
 const previewValues = ref<Record<string, any>>({});
-const aiTaskId = ref<string | null>(null);
+const aiBusy = ref(false);
 const cardConfig = ref<KolCardConfig>({});
 const variableConfigRef = ref<{
   focusVariable: (key: string, options?: { focusInput?: boolean }) => void;
@@ -106,57 +106,120 @@ const saveMutation = useMutation({
   },
 });
 
-const { data: assistTask } = useQuery({
-  queryKey: computed(() => ["kol", "assist", aiTaskId.value]),
-  queryFn: () => kolManageApi.getAssist(aiTaskId.value!),
-  enabled: computed(() => !!aiTaskId.value),
-  refetchInterval: (query) => {
-    const status = query.state.data?.status;
-    return status === "completed" || status === "failed" ? false : 2000;
-  },
-});
+let aiAssistAbortController: AbortController | null = null;
 
-watch(
-  () => assistTask.value,
-  (task) => {
-    if (task?.status === "completed" && task.result) {
-      content.value = task.result.content;
-      variables.value = syncKolVariablesWithContent(task.result.content, task.result.schema.variables);
-      aiTaskId.value = null;
-      message.success("AI 处理完成");
-    } else if (task?.status === "failed") {
-      aiTaskId.value = null;
-      message.error(task.error_message || "AI 处理失败");
-    }
+function applyAssistResult(event: KolAssistStreamEvent) {
+  const nextContent = (event.content ?? "").trim();
+  if (!nextContent) {
+    return;
   }
-);
 
-async function handleAiGenerate(description: string) {
+  content.value = nextContent;
+  variables.value = syncKolVariablesWithContent(
+    nextContent,
+    event.schema?.variables ?? variables.value,
+  );
+}
+
+function handleAssistStreamEvent(event: KolAssistStreamEvent): "completed" | "error" | null {
+  if (event.type === "start") {
+    aiBusy.value = true;
+    return null;
+  }
+
+  if (event.type === "delta") {
+    aiBusy.value = true;
+    if (typeof event.content === "string") {
+      content.value = event.content;
+    } else if (typeof event.delta === "string" && event.delta) {
+      content.value += event.delta;
+    }
+    return null;
+  }
+
+  if (event.type === "completed") {
+    aiBusy.value = false;
+    applyAssistResult(event);
+    message.success("AI 处理完成");
+    return "completed";
+  }
+
+  if (event.type === "error") {
+    aiBusy.value = false;
+    if (typeof event.content === "string" && event.content.trim()) {
+      content.value = event.content;
+    }
+    message.error(event.error || "AI 处理失败");
+    return "error";
+  }
+
+  return null;
+}
+
+function stopAiAssistStream() {
+  aiAssistAbortController?.abort();
+  aiAssistAbortController = null;
+  aiBusy.value = false;
+}
+
+async function runAiAssistStream(payload: KolAssistRequest) {
+  stopAiAssistStream();
+
+  const controller = new AbortController();
+  aiAssistAbortController = controller;
+  aiBusy.value = true;
+  let terminalState: "completed" | "error" | null = null;
+
   try {
-    const res = await kolManageApi.submitAssist({
-      mode: "generate",
-      description,
-      prompt_id: props.promptId,
-    });
-    aiTaskId.value = res.task_id;
+    await kolManageApi.streamAssist(
+      payload,
+      {
+        onEvent(event) {
+          terminalState = handleAssistStreamEvent(event);
+        },
+        onClose() {
+          if (aiAssistAbortController === controller && terminalState === null) {
+            aiBusy.value = false;
+          }
+        },
+      },
+      controller.signal,
+    );
+
+    if (!controller.signal.aborted && terminalState === null) {
+      aiBusy.value = false;
+      message.error("AI 处理失败");
+    }
   } catch (error) {
+    if (controller.signal.aborted) {
+      return;
+    }
+
+    aiBusy.value = false;
     message.error(formatError(error));
+  } finally {
+    if (aiAssistAbortController === controller) {
+      aiAssistAbortController = null;
+    }
   }
 }
 
+async function handleAiGenerate(description: string) {
+  await runAiAssistStream({
+    mode: "generate",
+    description,
+    prompt_id: props.promptId,
+  });
+}
+
 async function handleAiOptimize() {
-  try {
-    const syncedVariables = syncVariablesFromContent();
-    const res = await kolManageApi.submitAssist({
-      mode: "optimize",
-      current_content: content.value,
-      schema: { variables: syncedVariables },
-      prompt_id: props.promptId,
-    });
-    aiTaskId.value = res.task_id;
-  } catch (error) {
-    message.error(formatError(error));
-  }
+  const syncedVariables = syncVariablesFromContent();
+  await runAiAssistStream({
+    mode: "optimize",
+    current_content: content.value,
+    schema: { variables: syncedVariables },
+    prompt_id: props.promptId,
+  });
 }
 
 function buildPromptPayload(nextVariables: KolVariableDefinition[] = variables.value) {
@@ -253,6 +316,10 @@ function statusLabel(status?: string): string {
   if (status === "archived") return t("kol.manage.status.archived");
   return t("kol.manage.status.draft");
 }
+
+onBeforeUnmount(() => {
+  stopAiAssistStream();
+});
 </script>
 
 <template>
@@ -331,7 +398,7 @@ function statusLabel(status?: string): string {
       <KolPromptEditArea
         v-model:content="content"
         v-model:variables="variables"
-        :ai-task-id="aiTaskId"
+        :ai-busy="aiBusy"
         @ai-generate="handleAiGenerate"
         @ai-optimize="handleAiOptimize"
         @focus-variable="handleFocusVariable"
diff --git a/apps/admin-web/src/lib/api.ts b/apps/admin-web/src/lib/api.ts
index 2f2f97f..25c798f 100644
--- a/apps/admin-web/src/lib/api.ts
+++ b/apps/admin-web/src/lib/api.ts
@@ -1,4 +1,4 @@
-import { createApiClient } from "@geo/http-client";
+import { ApiClientError, createApiClient } from "@geo/http-client";
 import type {
   ApiEnvelope,
   ArticleDetail,
@@ -29,6 +29,7 @@ import type {
   KnowledgeTextItemRequest,
   KnowledgeURLItemRequest,
   KolAssistRequest,
+  KolAssistStreamEvent,
   KolAssistSubmitResponse,
   KolAssistTask,
   KolPackageSummary,
@@ -384,6 +385,27 @@ export const kolManageApi = {
       body,
     );
   },
+  streamAssist(
+    body: KolAssistRequest,
+    handlers: {
+      onEvent: (event: KolAssistStreamEvent) => void;
+      onClose?: () => void;
+    },
+    signal: AbortSignal,
+  ) {
+    return subscribeSSE<KolAssistStreamEvent>(
+      "/api/tenant/kol/manage/assist/stream",
+      {
+        method: "POST",
+        headers: {
+          "Content-Type": "application/json",
+        },
+        body: JSON.stringify(body),
+      },
+      handlers,
+      signal,
+    );
+  },
   getAssist(id: string) {
     return apiClient.get<KolAssistTask>(`/api/tenant/kol/manage/assist/${id}`);
   },
@@ -701,7 +723,7 @@ async function subscribeSSE<TEvent extends SSEEventShape>(
   });
 
   if (!response.ok) {
-    throw new Error(`stream request failed with status ${response.status}`);
+    throw await buildSSERequestError(response);
   }
   if (!response.body) {
     throw new Error("stream response body is empty");
@@ -730,6 +752,44 @@ async function subscribeSSE<TEvent extends SSEEventShape>(
   }
 }
 
+type SSEErrorEnvelope = {
+  code?: number;
+  message?: string;
+  detail?: string;
+  request_id?: string;
+};
+
+async function buildSSERequestError(response: Response): Promise<ApiClientError> {
+  try {
+    const payload = (await response.clone().json()) as SSEErrorEnvelope | null;
+    if (payload && typeof payload === "object" && !Array.isArray(payload)) {
+      return new ApiClientError({
+        message: payload.message ?? "unknown_error",
+        code: payload.code,
+        status: response.status,
+        detail: payload.detail,
+        requestId: payload.request_id,
+      });
+    }
+  } catch {
+    // Ignore JSON parse errors and fall back to a generic error below.
+  }
+
+  let detail: string | undefined;
+  try {
+    const text = (await response.text()).trim();
+    detail = text || undefined;
+  } catch {
+    detail = undefined;
+  }
+
+  return new ApiClientError({
+    message: "unknown_error",
+    status: response.status,
+    detail: detail ?? `stream request failed with status ${response.status}`,
+  });
+}
+
 export const brandsApi = {
   list() {
     return apiClient.get<Brand[]>("/api/tenant/brands");
diff --git a/apps/admin-web/src/views/KolGenerateView.vue b/apps/admin-web/src/views/KolGenerateView.vue
index 8806d05..9af8837 100644
--- a/apps/admin-web/src/views/KolGenerateView.vue
+++ b/apps/admin-web/src/views/KolGenerateView.vue
@@ -4,7 +4,7 @@ import { useRoute, useRouter } from "vue-router";
 import { useI18n } from "vue-i18n";
 import { useMutation, useQuery } from "@tanstack/vue-query";
 import { message } from "ant-design-vue";
-import { ArrowLeftOutlined, ThunderboltOutlined } from "@ant-design/icons-vue";
+import { LeftOutlined } from "@ant-design/icons-vue";
 import { kolGenerateApi } from "@/lib/api";
 import KolDynamicForm from "@/components/kol/KolDynamicForm.vue";
 import KnowledgeGroupSelect from "@/components/KnowledgeGroupSelect.vue";
@@ -78,11 +78,11 @@ function handleBack() {
 }
 
 function handleSubmit() {
-  const schema = schemaQuery.data.value;
-  if (!schema?.schema_json?.variables) return;
+  const schemaValue = schemaQuery.data.value;
+  if (!schemaValue?.schema_json?.variables) return;
 
   const missingLabels: string[] = [];
-  schema.schema_json.variables.forEach((v) => {
+  schemaValue.schema_json.variables.forEach((v) => {
     const normalizedVariable = normalizeKolVariableDefinition(v);
     if (normalizedVariable.required && isKolVariableValueEmpty(normalizedVariable, values.value[fieldKey(v.key, v.id)])) {
       missingLabels.push(v.label);
@@ -99,36 +99,39 @@ function handleSubmit() {
 </script>
 
 <template>
-  <div class="kol-generate-view">
-    <div class="view-header">
-      <a-button type="link" @click="handleBack" class="back-btn">
-        <template #icon><ArrowLeftOutlined /></template>
-        {{ t("common.back") }}
-      </a-button>
-    </div>
-
+  <div class="wizard-page">
     <div v-if="schemaQuery.isPending.value" class="loading-state">
       <a-spin size="large" />
     </div>
 
-    <div v-else-if="schema" class="view-content">
-      <a-row :gutter="24" justify="center">
-        <a-col :xs="24" :lg="16" :xl="12">
-          <a-card class="generate-card">
-            <template #title>
-              <div class="card-header">
-                <span class="package-name">{{ schema.package_name }}</span>
-                <span class="divider">/</span>
-                <span class="prompt-name">{{ schema.prompt_name }}</span>
-                <a-tag v-if="schema.platform_hint" color="cyan" class="platform-badge">
-                  {{ schema.platform_hint }}
-                </a-tag>
-              </div>
-            </template>
+    <template v-else-if="schema">
+      <header class="wizard-page__header">
+        <div class="header-left">
+          <a-button type="text" shape="circle" @click="handleBack">
+            <template #icon><LeftOutlined /></template>
+          </a-button>
+          <div class="header-title-box">
+            <h2 class="header-title">
+              {{ schema.package_name }}
+              <span class="divider">/</span>
+              {{ schema.prompt_name }}
+              <a-tag v-if="schema.platform_hint" color="cyan" class="platform-badge">
+                {{ schema.platform_hint }}
+              </a-tag>
+            </h2>
+            <p class="header-eyebrow">{{ t("kol.generate.fillVariables") }}</p>
+          </div>
+        </div>
+      </header>
 
-            <div class="hint-text">
-              <ThunderboltOutlined class="hint-icon" />
-              {{ t("kol.generate.fillVariables") }}
+      <main class="wizard-page__main">
+        <section class="wizard-section">
+          <div class="wizard-card">
+            <div class="wizard-card__header" style="margin-bottom: 24px;">
+              <div>
+                <h3>{{ t("kol.generate.fillVariables") }}</h3>
+                <p>根据设定提供相关信息</p>
+              </div>
             </div>
 
             <div v-if="allowWebSearch || allowUserKnowledge" class="capability-card">
@@ -150,7 +153,6 @@ function handleSubmit() {
                   :disabled="generateMutation.isPending.value"
                   placeholder="可选，选择你自己的知识库分组辅助生成"
                 />
-                <div class="capability-hint">只会使用你当前租户下可访问的知识库分组。</div>
               </div>
             </div>
 
@@ -159,37 +161,32 @@ function handleSubmit() {
               :variables="schema.schema_json.variables"
               class="form-body"
             />
+          </div>
+        </section>
+      </main>
 
-            <div class="form-actions">
-              <a-button
-                type="primary"
-                size="large"
-                block
-                :loading="generateMutation.isPending.value"
-                @click="handleSubmit"
-              >
-                {{ t("kol.generate.submit") }}
-              </a-button>
-            </div>
-          </a-card>
-        </a-col>
-      </a-row>
-    </div>
+      <footer class="wizard-page__footer">
+        <div></div>
+        <div class="footer-actions">
+          <a-button
+            type="primary"
+            :loading="generateMutation.isPending.value"
+            @click="handleSubmit"
+          >
+            {{ t("kol.generate.submit") }}
+          </a-button>
+        </div>
+      </footer>
+    </template>
   </div>
 </template>
 
 <style scoped>
-.kol-generate-view {
-  padding: 0;
-}
-
-.view-header {
-  margin-bottom: 16px;
-}
-
-.back-btn {
-  padding: 0;
-  color: #595959;
+.wizard-page {
+  display: flex;
+  flex-direction: column;
+  min-height: calc(100vh - 120px);
+  background: #fff;
 }
 
 .loading-state {
@@ -198,60 +195,107 @@ function handleSubmit() {
   padding: 100px;
 }
 
-.generate-card {
-  border-radius: 12px;
-  border: 1px solid #e6edf5;
-  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.02);
-}
-
-.card-header {
+.wizard-page__header {
+  z-index: 10;
   display: flex;
   align-items: center;
-  gap: 8px;
-  flex-wrap: wrap;
+  justify-content: space-between;
+  padding: 16px 32px;
+  border-bottom: 1px solid #edf2f7;
+  background: #fff;
 }
 
-.package-name {
-  color: #8c8c8c;
-  font-weight: 400;
+.header-left {
+  display: flex;
+  align-items: center;
+  gap: 16px;
+}
+
+.header-title-box {
+  display: flex;
+  flex-direction: column;
+  gap: 4px;
+}
+
+.header-title {
+  margin: 0;
+  color: #111827;
+  font-size: 20px;
+  font-weight: 800;
+  display: flex;
+  align-items: center;
 }
 
 .divider {
+  margin: 0 8px;
   color: #d9d9d9;
-}
-
-.prompt-name {
-  color: #1a1a1a;
-  font-weight: 600;
+  font-weight: 400;
 }
 
 .platform-badge {
-  margin-left: 4px;
+  margin-left: 8px;
 }
 
-.hint-text {
-  margin-bottom: 24px;
-  padding: 12px 16px;
-  background: #f0f7ff;
-  border-radius: 8px;
-  color: #003a8c;
-  font-size: 14px;
+.header-eyebrow {
+  margin: 0;
+  color: #6d7c94;
+  font-size: 13px;
+}
+
+.wizard-page__main {
+  display: flex;
+  flex-direction: column;
+  margin: 0 auto;
+  width: 100%;
+  max-width: 860px;
+  padding: 24px 32px 64px;
+}
+
+.wizard-section {
+  display: flex;
+  flex-direction: column;
+}
+
+.wizard-card {
+  padding: 32px 0;
+}
+
+.wizard-card__header {
+  display: flex;
+  align-items: flex-start;
+  justify-content: space-between;
+  gap: 16px;
+}
+
+.wizard-card__header h3 {
+  margin: 0;
+  color: #111827;
+  font-size: 16px;
+  font-weight: 800;
   display: flex;
   align-items: center;
-  gap: 8px;
 }
 
-.hint-icon {
-  color: #1890ff;
+.wizard-card__header h3::before {
+  content: "";
+  display: inline-block;
+  width: 4px;
+  height: 16px;
+  border-radius: 2px;
+  background: #111827;
+  margin-right: 12px;
 }
 
-.form-body {
-  margin-bottom: 24px;
+.wizard-card__header p {
+  margin: 6px 0 0 16px;
+  color: #667085;
+  font-size: 13px;
+  line-height: 1.7;
 }
 
 .capability-card {
-  margin-bottom: 24px;
-  padding: 16px;
+  margin-bottom: 32px;
+  padding: 20px;
   border: 1px solid #e6edf5;
   border-radius: 12px;
   background: #fafcff;
@@ -265,7 +309,7 @@ function handleSubmit() {
 }
 
 .capability-knowledge {
-  margin-top: 16px;
+  margin-top: 20px;
 }
 
 .capability-copy {
@@ -286,7 +330,43 @@ function handleSubmit() {
   line-height: 1.5;
 }
 
-.form-actions {
-  margin-top: 32px;
+.wizard-page__footer {
+  position: sticky;
+  bottom: 0;
+  z-index: 100;
+  margin-top: auto;
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 16px 24px;
+  border-top: 1px solid rgba(20, 44, 88, 0.08);
+  backdrop-filter: blur(14px);
+  background: rgba(255, 255, 255, 0.88);
+}
+
+.footer-actions {
+  display: flex;
+  gap: 12px;
+}
+
+@media (max-width: 768px) {
+  .wizard-page__main {
+    padding: 16px;
+  }
+  
+  .wizard-card {
+    padding: 18px 0;
+  }
+  
+  .wizard-page__footer {
+    flex-direction: column;
+    gap: 12px;
+    align-items: stretch;
+  }
+  
+  .footer-actions {
+    width: 100%;
+    justify-content: flex-end;
+  }
 }
 </style>
diff --git a/apps/admin-web/src/views/TemplateWizardView.vue b/apps/admin-web/src/views/TemplateWizardView.vue
index 55fa11b..b21e145 100644
--- a/apps/admin-web/src/views/TemplateWizardView.vue
+++ b/apps/admin-web/src/views/TemplateWizardView.vue
@@ -2545,7 +2545,7 @@ function onStructureDragEnd(): void {
 .wizard-page {
   display: flex;
   flex-direction: column;
-  min-height: calc(100vh - 64px);
+  min-height: calc(100vh - 120px);
   background: #fff;
 }
 
diff --git a/apps/admin-web/src/views/TemplatesView.vue b/apps/admin-web/src/views/TemplatesView.vue
index b6ec2bc..22598f7 100644
--- a/apps/admin-web/src/views/TemplatesView.vue
+++ b/apps/admin-web/src/views/TemplatesView.vue
@@ -36,6 +36,7 @@ import { articlesApi, templatesApi, workspaceApi } from "@/lib/api";
 import { buildArticleClipboardContent, resolveArticleActionState } from "@/lib/article-list-actions";
 import { formatError } from "@/lib/errors";
 import {
+  formatDateTime,
   getGenerateStatusMeta,
   getPublishStatusMeta,
   getTemplateMeta,
@@ -689,6 +690,9 @@ function refreshRecords(): void {
               <h4 class="templates-view__kol-title" :title="card.prompt_name">{{ card.prompt_name }}</h4>
               <div class="templates-view__kol-meta-row">
                 <span class="templates-view__kol-prompt" :title="card.package_name">{{ card.package_name }}</span>
+                <span class="templates-view__kol-updated-at">
+                  {{ t("common.updatedAt") }}: {{ formatDateTime(card.updated_at) }}
+                </span>
               </div>
               
               <div class="templates-view__kol-footer">
@@ -1171,9 +1175,9 @@ function refreshRecords(): void {
 
 .templates-view__kol-meta-row {
   display: flex;
+  flex-direction: column;
   align-items: flex-start;
-  flex-wrap: wrap;
-  gap: 8px;
+  gap: 6px;
   flex: 1;
 }
 
@@ -1188,6 +1192,12 @@ function refreshRecords(): void {
   font-weight: 400;
 }
 
+.templates-view__kol-updated-at {
+  font-size: 12px;
+  color: #9ca3af;
+  line-height: 1.4;
+}
+
 .templates-view__kol-footer {
   display: flex;
   justify-content: space-between;
diff --git a/apps/admin-web/src/views/WorkspaceView.vue b/apps/admin-web/src/views/WorkspaceView.vue
index 29bd85f..436641b 100644
--- a/apps/admin-web/src/views/WorkspaceView.vue
+++ b/apps/admin-web/src/views/WorkspaceView.vue
@@ -27,8 +27,8 @@ import ArticleSourceMeta from "@/components/ArticleSourceMeta.vue";
 import ArticleDetailDrawer from "@/components/ArticleDetailDrawer.vue";
 import PublishArticleModal from "@/components/PublishArticleModal.vue";
 import { articlesApi, workspaceApi } from "@/lib/api";
-import { getTemplateMeta } from "@/lib/display";
 import { buildArticleClipboardContent, resolveArticleActionState } from "@/lib/article-list-actions";
+import { formatDateTime, getTemplateMeta } from "@/lib/display";
 import { formatError } from "@/lib/errors";
 
 const queryClient = useQueryClient();
@@ -303,6 +303,9 @@ function refreshDashboard(): void {
             <h4 class="kol-card-title" :title="card.prompt_name">{{ card.prompt_name }}</h4>
             <div class="kol-card-meta-row">
               <span class="kol-card-prompt" :title="card.package_name">{{ card.package_name }}</span>
+              <span class="kol-card-updated-at">
+                {{ t("common.updatedAt") }}: {{ formatDateTime(card.updated_at) }}
+              </span>
             </div>
             
             <div class="kol-card-footer">
@@ -747,9 +750,9 @@ function refreshDashboard(): void {
 
 .kol-card-meta-row {
   display: flex;
+  flex-direction: column;
   align-items: flex-start;
-  flex-wrap: wrap;
-  gap: 8px;
+  gap: 6px;
   flex: 1;
 }
 
@@ -764,6 +767,12 @@ function refreshDashboard(): void {
   font-weight: 400;
 }
 
+.kol-card-updated-at {
+  font-size: 12px;
+  color: #9ca3af;
+  line-height: 1.4;
+}
+
 .kol-card-footer {
   display: flex;
   justify-content: space-between;
diff --git a/packages/shared-types/src/index.ts b/packages/shared-types/src/index.ts
index 4b7a31c..4cc4d0d 100644
--- a/packages/shared-types/src/index.ts
+++ b/packages/shared-types/src/index.ts
@@ -1331,6 +1331,18 @@ export interface KolAssistTask {
   error_message?: string;
 }
 
+export interface KolAssistStreamEvent {
+  type: "start" | "delta" | "completed" | "error";
+  mode?: "generate" | "optimize";
+  status?: "generating" | "completed" | "failed";
+  delta?: string;
+  content?: string;
+  schema?: KolSchemaJson;
+  error?: string;
+  model?: string;
+  done?: boolean;
+}
+
 export interface KolDashboardOverview {
   total_subscriber_tenants: number;
   month_new_subscriptions: number;
diff --git a/server/internal/tenant/app/kol_assist_runtime.go b/server/internal/tenant/app/kol_assist_runtime.go
new file mode 100644
index 0000000..8dfd870
--- /dev/null
+++ b/server/internal/tenant/app/kol_assist_runtime.go
@@ -0,0 +1,423 @@
+package app
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"strings"
+
+	"github.com/google/uuid"
+
+	"github.com/geo-platform/tenant-api/internal/shared/auth"
+	"github.com/geo-platform/tenant-api/internal/shared/llm"
+	"github.com/geo-platform/tenant-api/internal/shared/response"
+)
+
+const kolAssistSystemPrompt = "You are a prompt designer for marketing content. Respond ONLY with JSON. Output the `content` field first. Do not wrap in markdown fences."
+
+var kolAssistResponseSchema = []byte(`{
+  "type": "object",
+  "additionalProperties": false,
+  "required": ["content"],
+  "properties": {
+    "content": {
+      "type": "string"
+    }
+  }
+}`)
+
+func (s *KolAssistService) Run(
+	ctx context.Context,
+	actor auth.Actor,
+	req AssistRequest,
+	onDelta func(string),
+) (*KolAssistResult, string, error) {
+	if _, err := s.profileSvc.RequireActiveKol(ctx, actor); err != nil {
+		return nil, "", err
+	}
+	if err := s.llm.Validate(); err != nil {
+		return nil, "", response.ErrServiceUnavailable(50341, "llm_unavailable", err.Error())
+	}
+
+	req, _, err := normalizeAssistRequest(req)
+	if err != nil {
+		return nil, "", err
+	}
+
+	generateReq, err := BuildKolAssistGenerateRequest(req)
+	if err != nil {
+		return nil, "", response.ErrInternal(50087, "kol_assist_prompt_build_failed", err.Error())
+	}
+
+	streamAccumulator := newKolAssistContentStream(onDelta)
+	generated, err := s.llm.Generate(ctx, generateReq, streamAccumulator.ConsumeRawDelta)
+	if err != nil {
+		return nil, "", err
+	}
+
+	result, err := ParseKolAssistResponse(generated.Content)
+	if err != nil {
+		return nil, "", response.ErrInternal(50086, "kol_assist_result_invalid", err.Error())
+	}
+	result, err = FinalizeKolAssistResult(req, result)
+	if err != nil {
+		return nil, "", response.ErrInternal(50086, "kol_assist_result_invalid", err.Error())
+	}
+
+	return result, generated.Model, nil
+}
+
+func BuildKolAssistGenerateRequest(req AssistRequest) (llm.GenerateRequest, error) {
+	userPrompt, err := BuildKolAssistUserPrompt(req)
+	if err != nil {
+		return llm.GenerateRequest{}, err
+	}
+
+	return llm.GenerateRequest{
+		Prompt: fmt.Sprintf("SYSTEM:\n%s\n\nUSER:\n%s", kolAssistSystemPrompt, userPrompt),
+		ResponseFormat: &llm.ResponseFormat{
+			Type:        llm.ResponseFormatTypeJSONSchema,
+			Name:        "kol_assist_response",
+			Description: "JSON object with content:string",
+			SchemaJSON:  kolAssistResponseSchema,
+			Strict:      true,
+		},
+	}, nil
+}
+
+func BuildKolAssistUserPrompt(req AssistRequest) (string, error) {
+	switch strings.ToLower(strings.TrimSpace(req.Mode)) {
+	case kolAssistModeGenerate:
+		return req.Description, nil
+	case kolAssistModeOptimize:
+		schemaJSON := "null"
+		if req.Schema != nil {
+			payload, err := json.Marshal(req.Schema)
+			if err != nil {
+				return "", fmt.Errorf("encode schema: %w", err)
+			}
+			schemaJSON = string(payload)
+		}
+		return fmt.Sprintf(
+			"Optimize the following prompt. Keep variable placeholders intact. Current schema: %s\n\nPROMPT:\n%s",
+			schemaJSON,
+			req.CurrentContent,
+		), nil
+	default:
+		return "", fmt.Errorf("unsupported assist mode %q", req.Mode)
+	}
+}
+
+func ParseKolAssistResponse(content string) (*KolAssistResult, error) {
+	type rawPayload struct {
+		Content string          `json:"content"`
+		Schema  json.RawMessage `json:"schema"`
+	}
+
+	var lastErr error
+	for _, candidate := range extractJSONCandidates(content) {
+		var payload rawPayload
+		if err := json.Unmarshal([]byte(candidate), &payload); err != nil {
+			lastErr = err
+			continue
+		}
+
+		result := &KolAssistResult{
+			Content: strings.TrimSpace(payload.Content),
+			Schema:  KolSchemaJSON{Variables: []KolVariableDefinition{}},
+		}
+		if result.Content == "" {
+			lastErr = fmt.Errorf("kol assist result content is empty")
+			continue
+		}
+
+		schema, err := decodeKolAssistSchema(payload.Schema)
+		if err != nil {
+			lastErr = err
+			continue
+		}
+		result.Schema = schema
+		return result, nil
+	}
+
+	if lastErr == nil {
+		lastErr = fmt.Errorf("empty content")
+	}
+	return nil, fmt.Errorf("decode kol assist result: %w", lastErr)
+}
+
+func FinalizeKolAssistResult(req AssistRequest, result *KolAssistResult) (*KolAssistResult, error) {
+	if result == nil {
+		return nil, fmt.Errorf("kol assist result is nil")
+	}
+
+	baseSchema := result.Schema
+	if req.Mode == kolAssistModeOptimize && req.Schema != nil {
+		merged := make([]KolVariableDefinition, 0, len(req.Schema.Variables)+len(result.Schema.Variables))
+		merged = append(merged, req.Schema.Variables...)
+		merged = append(merged, result.Schema.Variables...)
+		baseSchema = KolSchemaJSON{Variables: merged}
+	}
+
+	result.Schema = SyncKolSchemaWithContent(result.Content, baseSchema)
+	if err := ValidateSchema(result.Schema); err != nil {
+		return nil, fmt.Errorf("invalid kol assist schema: %w", err)
+	}
+
+	return result, nil
+}
+
+func SyncKolSchemaWithContent(content string, schema KolSchemaJSON) KolSchemaJSON {
+	keys := extractKolPlaceholderKeys(content)
+	if len(keys) == 0 {
+		return KolSchemaJSON{Variables: []KolVariableDefinition{}}
+	}
+
+	schema = normalizeKolSchema(schema)
+
+	byKey := make(map[string][]KolVariableDefinition, len(schema.Variables))
+	for _, variable := range schema.Variables {
+		key := strings.TrimSpace(variable.Key)
+		if key == "" {
+			key = strings.TrimSpace(variable.Label)
+		}
+		if key == "" {
+			continue
+		}
+		byKey[key] = append(byKey[key], variable)
+	}
+
+	usedIDs := make(map[string]struct{}, len(keys))
+	variables := make([]KolVariableDefinition, 0, len(keys))
+
+	for _, key := range keys {
+		var variable KolVariableDefinition
+		if candidates := byKey[key]; len(candidates) > 0 {
+			variable = candidates[0]
+			byKey[key] = candidates[1:]
+		} else {
+			variable = KolVariableDefinition{
+				Key:      key,
+				Label:    key,
+				Type:     KolVariableTypeInput,
+				Required: true,
+			}
+		}
+
+		if strings.TrimSpace(variable.Key) == "" {
+			variable.Key = key
+		}
+		if strings.TrimSpace(variable.Label) == "" {
+			variable.Label = key
+		}
+
+		variable = normalizeKolVariableDefinition(variable)
+		id := strings.TrimSpace(variable.ID)
+		if id == "" || !strings.HasPrefix(id, "var_") {
+			id = newKolVariableID()
+		}
+		if _, exists := usedIDs[id]; exists {
+			id = newKolVariableID()
+		}
+		variable.ID = id
+		usedIDs[id] = struct{}{}
+		variables = append(variables, variable)
+	}
+
+	return normalizeKolSchema(KolSchemaJSON{Variables: variables})
+}
+
+func extractKolPlaceholderKeys(content string) []string {
+	text := strings.TrimSpace(content)
+	if text == "" {
+		return []string{}
+	}
+
+	seen := make(map[string]struct{})
+	keys := make([]string, 0)
+	matches := kolPlaceholderRE.FindAllStringSubmatch(text, -1)
+	for _, match := range matches {
+		if len(match) < 2 {
+			continue
+		}
+		key := strings.TrimSpace(match[1])
+		if key == "" {
+			continue
+		}
+		if _, exists := seen[key]; exists {
+			continue
+		}
+		seen[key] = struct{}{}
+		keys = append(keys, key)
+	}
+
+	return keys
+}
+
+func newKolVariableID() string {
+	return "var_" + strings.ReplaceAll(uuid.NewString(), "-", "")[:8]
+}
+
+type kolAssistContentStream struct {
+	raw     strings.Builder
+	content string
+	onDelta func(string)
+}
+
+func newKolAssistContentStream(onDelta func(string)) *kolAssistContentStream {
+	return &kolAssistContentStream{onDelta: onDelta}
+}
+
+func (s *kolAssistContentStream) ConsumeRawDelta(chunk string) {
+	if s == nil || s.onDelta == nil || chunk == "" {
+		return
+	}
+
+	s.raw.WriteString(chunk)
+	current := extractKolAssistContentFromPartialJSON(s.raw.String())
+	if current == "" || current == s.content {
+		return
+	}
+	if strings.HasPrefix(current, s.content) {
+		delta := current[len(s.content):]
+		s.content = current
+		if delta != "" {
+			s.onDelta(delta)
+		}
+	}
+}
+
+func extractKolAssistContentFromPartialJSON(raw string) string {
+	keyIndex := strings.Index(raw, `"content"`)
+	if keyIndex < 0 {
+		return ""
+	}
+
+	index := keyIndex + len(`"content"`)
+	for index < len(raw) && isKolAssistJSONWhitespace(raw[index]) {
+		index++
+	}
+	if index >= len(raw) || raw[index] != ':' {
+		return ""
+	}
+	index++
+	for index < len(raw) && isKolAssistJSONWhitespace(raw[index]) {
+		index++
+	}
+	if index >= len(raw) || raw[index] != '"' {
+		return ""
+	}
+	index++
+
+	var builder strings.Builder
+	for index < len(raw) {
+		ch := raw[index]
+		if ch == '"' {
+			return builder.String()
+		}
+		if ch != '\\' {
+			builder.WriteByte(ch)
+			index++
+			continue
+		}
+
+		if index+1 >= len(raw) {
+			return builder.String()
+		}
+		escaped := raw[index+1]
+		switch escaped {
+		case '"', '\\', '/':
+			builder.WriteByte(escaped)
+			index += 2
+		case 'b':
+			builder.WriteByte('\b')
+			index += 2
+		case 'f':
+			builder.WriteByte('\f')
+			index += 2
+		case 'n':
+			builder.WriteByte('\n')
+			index += 2
+		case 'r':
+			builder.WriteByte('\r')
+			index += 2
+		case 't':
+			builder.WriteByte('\t')
+			index += 2
+		case 'u':
+			if index+6 > len(raw) {
+				return builder.String()
+			}
+			var codePoint rune
+			for _, hexChar := range raw[index+2 : index+6] {
+				codePoint <<= 4
+				switch {
+				case hexChar >= '0' && hexChar <= '9':
+					codePoint += rune(hexChar - '0')
+				case hexChar >= 'a' && hexChar <= 'f':
+					codePoint += rune(hexChar-'a') + 10
+				case hexChar >= 'A' && hexChar <= 'F':
+					codePoint += rune(hexChar-'A') + 10
+				default:
+					return builder.String()
+				}
+			}
+			builder.WriteRune(codePoint)
+			index += 6
+		default:
+			return builder.String()
+		}
+	}
+
+	return builder.String()
+}
+
+func isKolAssistJSONWhitespace(value byte) bool {
+	return value == ' ' || value == '\n' || value == '\r' || value == '\t'
+}
+
+func decodeKolAssistSchema(raw json.RawMessage) (KolSchemaJSON, error) {
+	cleaned := strings.TrimSpace(string(raw))
+	if cleaned == "" || cleaned == "null" {
+		return KolSchemaJSON{Variables: []KolVariableDefinition{}}, nil
+	}
+
+	var payload struct {
+		Variables []json.RawMessage `json:"variables"`
+	}
+	if err := json.Unmarshal([]byte(cleaned), &payload); err != nil {
+		return KolSchemaJSON{}, fmt.Errorf("decode kol assist schema: %w", err)
+	}
+
+	variables := make([]KolVariableDefinition, 0, len(payload.Variables))
+	for _, item := range payload.Variables {
+		if len(item) == 0 {
+			continue
+		}
+
+		var variable KolVariableDefinition
+		if err := json.Unmarshal(item, &variable); err == nil {
+			variables = append(variables, variable)
+			continue
+		}
+
+		var key string
+		if err := json.Unmarshal(item, &key); err == nil {
+			key = strings.TrimSpace(key)
+			if key == "" {
+				continue
+			}
+			variables = append(variables, KolVariableDefinition{
+				Key:      key,
+				Label:    key,
+				Type:     KolVariableTypeInput,
+				Required: true,
+			})
+			continue
+		}
+
+		return KolSchemaJSON{}, fmt.Errorf("decode kol assist schema variable: unsupported item %s", string(item))
+	}
+
+	return normalizeKolSchema(KolSchemaJSON{Variables: variables}), nil
+}
diff --git a/server/internal/tenant/app/kol_assist_runtime_test.go b/server/internal/tenant/app/kol_assist_runtime_test.go
new file mode 100644
index 0000000..dca6d1e
--- /dev/null
+++ b/server/internal/tenant/app/kol_assist_runtime_test.go
@@ -0,0 +1,81 @@
+package app
+
+import (
+	"testing"
+
+	"github.com/stretchr/testify/require"
+)
+
+func TestFinalizeKolAssistResultRepairsDuplicateVariableIDs(t *testing.T) {
+	t.Parallel()
+
+	result, err := FinalizeKolAssistResult(
+		AssistRequest{Mode: kolAssistModeGenerate},
+		&KolAssistResult{
+			Content: "围绕 {{城市}} 和 {{目标词}} 输出内容",
+			Schema: KolSchemaJSON{
+				Variables: []KolVariableDefinition{
+					{ID: "var_dup", Key: "城市", Label: "城市", Type: KolVariableTypeInput, Required: true},
+					{ID: "var_dup", Key: "目标词", Label: "目标词", Type: KolVariableTypeInput, Required: true},
+				},
+			},
+		},
+	)
+
+	require.NoError(t, err)
+	require.Len(t, result.Schema.Variables, 2)
+	require.NotEqual(t, result.Schema.Variables[0].ID, result.Schema.Variables[1].ID)
+	require.Equal(t, "城市", result.Schema.Variables[0].Key)
+	require.Equal(t, "目标词", result.Schema.Variables[1].Key)
+}
+
+func TestFinalizeKolAssistResultOptimizePreservesExistingSchemaByKey(t *testing.T) {
+	t.Parallel()
+
+	originalMaxLength := 80
+
+	result, err := FinalizeKolAssistResult(
+		AssistRequest{
+			Mode: kolAssistModeOptimize,
+			Schema: &KolSchemaJSON{
+				Variables: []KolVariableDefinition{
+					{ID: "var_city", Key: "城市", Label: "城市", Type: KolVariableTypeInput, Required: true, MaxLength: intPtr(originalMaxLength)},
+				},
+			},
+		},
+		&KolAssistResult{
+			Content: "围绕 {{城市}} 优化提示词",
+			Schema: KolSchemaJSON{
+				Variables: []KolVariableDefinition{
+					{ID: "var_dup", Key: "城市", Label: "城市", Type: KolVariableTypeTextarea, Required: false},
+				},
+			},
+		},
+	)
+
+	require.NoError(t, err)
+	require.Len(t, result.Schema.Variables, 1)
+	require.Equal(t, "var_city", result.Schema.Variables[0].ID)
+	require.Equal(t, KolVariableTypeInput, result.Schema.Variables[0].Type)
+	require.NotNil(t, result.Schema.Variables[0].MaxLength)
+	require.Equal(t, originalMaxLength, *result.Schema.Variables[0].MaxLength)
+}
+
+func TestParseKolAssistResponseSupportsStringVariables(t *testing.T) {
+	t.Parallel()
+
+	result, err := ParseKolAssistResponse(`{"content":"围绕 {{城市}} 写内容","schema":{"variables":["城市"]}}`)
+
+	require.NoError(t, err)
+	require.Equal(t, "围绕 {{城市}} 写内容", result.Content)
+	require.Len(t, result.Schema.Variables, 1)
+	require.Equal(t, "城市", result.Schema.Variables[0].Key)
+}
+
+func TestExtractKolAssistContentFromPartialJSON(t *testing.T) {
+	t.Parallel()
+
+	content := extractKolAssistContentFromPartialJSON("{\"content\":\"第一段\\n第二")
+
+	require.Equal(t, "第一段\n第二", content)
+}
diff --git a/server/internal/tenant/transport/kol_manage_handler.go b/server/internal/tenant/transport/kol_manage_handler.go
index fc4c145..29a5925 100644
--- a/server/internal/tenant/transport/kol_manage_handler.go
+++ b/server/internal/tenant/transport/kol_manage_handler.go
@@ -1,9 +1,12 @@
 package transport
 
 import (
+	"context"
+	"errors"
 	"io"
 	"net/http"
 	"strconv"
+	"strings"
 
 	"github.com/gin-gonic/gin"
 
@@ -21,6 +24,17 @@ type KolManageHandler struct {
 	assets     *AssetHandler
 }
 
+type kolAssistStreamEvent struct {
+	Mode    string             `json:"mode,omitempty"`
+	Status  string             `json:"status"`
+	Delta   string             `json:"delta,omitempty"`
+	Content string             `json:"content,omitempty"`
+	Schema  *app.KolSchemaJSON `json:"schema,omitempty"`
+	Error   string             `json:"error,omitempty"`
+	Model   string             `json:"model,omitempty"`
+	Done    bool               `json:"done"`
+}
+
 func NewKolManageHandler(a *bootstrap.App, assets *AssetHandler) *KolManageHandler {
 	profileSvc := app.NewKolProfileService(a.KolProfiles).WithObjectStorage(a.ObjectStorage)
 
@@ -460,6 +474,92 @@ func (h *KolManageHandler) AssistSubmit(c *gin.Context) {
 	response.Success(c, app.KolAssistSubmitResponse{TaskID: taskID})
 }
 
+func (h *KolManageHandler) AssistStream(c *gin.Context) {
+	var req app.AssistRequest
+	if err := c.ShouldBindJSON(&req); err != nil {
+		response.Error(c, response.ErrBadRequest(40001, "invalid_params", err.Error()))
+		return
+	}
+
+	actor, ok := actorFromRequest(c)
+	if !ok {
+		return
+	}
+
+	c.Header("Content-Type", "text/event-stream")
+	c.Header("Cache-Control", "no-cache")
+	c.Header("Connection", "keep-alive")
+	c.Header("X-Accel-Buffering", "no")
+
+	flusher, ok := c.Writer.(http.Flusher)
+	if !ok {
+		response.Error(c, response.ErrInternal(50011, "stream_unsupported", "response writer does not support streaming"))
+		return
+	}
+
+	if err := writeSSE(c, "start", kolAssistStreamEvent{
+		Mode:   req.Mode,
+		Status: "generating",
+		Done:   false,
+	}); err != nil {
+		return
+	}
+	flusher.Flush()
+
+	var streamed strings.Builder
+	var streamWriteErr error
+
+	result, model, err := h.assistSvc.Run(c.Request.Context(), actor, req, func(delta string) {
+		if delta == "" || streamWriteErr != nil {
+			return
+		}
+
+		streamed.WriteString(delta)
+		if writeErr := writeSSE(c, "delta", kolAssistStreamEvent{
+			Mode:    req.Mode,
+			Status:  "generating",
+			Delta:   delta,
+			Content: streamed.String(),
+			Done:    false,
+		}); writeErr != nil {
+			streamWriteErr = writeErr
+			return
+		}
+		flusher.Flush()
+	})
+	if streamWriteErr != nil {
+		return
+	}
+	if err != nil {
+		if errors.Is(c.Request.Context().Err(), context.Canceled) || errors.Is(c.Request.Context().Err(), context.DeadlineExceeded) {
+			return
+		}
+
+		appErr := response.Normalize(err)
+		_ = writeSSE(c, "error", kolAssistStreamEvent{
+			Mode:    req.Mode,
+			Status:  "failed",
+			Content: strings.TrimSpace(streamed.String()),
+			Error:   resolveKolAssistStreamErrorMessage(appErr),
+			Done:    true,
+		})
+		flusher.Flush()
+		return
+	}
+
+	if err := writeSSE(c, "completed", kolAssistStreamEvent{
+		Mode:    req.Mode,
+		Status:  "completed",
+		Content: result.Content,
+		Schema:  &result.Schema,
+		Model:   model,
+		Done:    true,
+	}); err != nil {
+		return
+	}
+	flusher.Flush()
+}
+
 func (h *KolManageHandler) AssistGet(c *gin.Context) {
 	taskID := c.Param("id")
 	if taskID == "" {
@@ -504,3 +604,16 @@ func parseInt64Param(c *gin.Context, key, label string) (int64, bool) {
 	}
 	return id, true
 }
+
+func resolveKolAssistStreamErrorMessage(appErr *response.AppError) string {
+	if appErr == nil {
+		return "AI 处理失败，请稍后重试"
+	}
+	if detail := strings.TrimSpace(appErr.Detail); detail != "" {
+		return detail
+	}
+	if message := strings.TrimSpace(appErr.Message); message != "" {
+		return message
+	}
+	return "AI 处理失败，请稍后重试"
+}
diff --git a/server/internal/tenant/transport/router.go b/server/internal/tenant/transport/router.go
index 55a8fff..977fc75 100644
--- a/server/internal/tenant/transport/router.go
+++ b/server/internal/tenant/transport/router.go
@@ -77,6 +77,7 @@ func RegisterRoutes(app *bootstrap.App) {
 	kolManage.PUT("/prompts/:id/activate", kolManageHandler.ActivatePrompt)
 	kolManage.PUT("/prompts/:id/archive", kolManageHandler.ArchivePrompt)
 	kolManage.POST("/assist", kolManageHandler.AssistSubmit)
+	kolManage.POST("/assist/stream", kolManageHandler.AssistStream)
 	kolManage.GET("/assist/:id", kolManageHandler.AssistGet)
 
 	kolDash := protected.Group("/tenant/kol/dashboard")
diff --git a/server/internal/worker/assist/kol_assist_worker.go b/server/internal/worker/assist/kol_assist_worker.go
index 6e7cde4..12685cb 100644
--- a/server/internal/worker/assist/kol_assist_worker.go
+++ b/server/internal/worker/assist/kol_assist_worker.go
@@ -6,7 +6,6 @@ import (
 	"errors"
 	"fmt"
 	"os"
-	"strings"
 	"time"
 
 	amqp "github.com/rabbitmq/amqp091-go"
@@ -18,8 +17,6 @@ import (
 	"github.com/geo-platform/tenant-api/internal/tenant/repository"
 )
 
-const kolAssistSystemPrompt = "You are a prompt designer for marketing content. Respond ONLY with JSON: {content: string, schema: {variables: [...]}}"
-
 var errKolAssistConsumerClosed = errors.New("kol assist consumer channel closed")
 
 type KolAssistWorker struct {
@@ -191,24 +188,21 @@ func (w *KolAssistWorker) processTask(ctx context.Context, job tenantapp.KolAssi
 		return fmt.Errorf("decode kol assist request: %w", err)
 	}
 
-	userPrompt, err := buildKolAssistUserPrompt(req)
+	generateReq, err := tenantapp.BuildKolAssistGenerateRequest(req)
 	if err != nil {
 		return err
 	}
 
-	result, err := w.llm.Generate(ctx, llm.GenerateRequest{
-		Prompt: fmt.Sprintf("SYSTEM:\n%s\n\nUSER:\n%s", kolAssistSystemPrompt, userPrompt),
-		ResponseFormat: &llm.ResponseFormat{
-			Type:        llm.ResponseFormatTypeJSONObject,
-			Name:        "kol_assist_response",
-			Description: "JSON object with content:string and schema:{variables:[]}",
-		},
-	}, nil)
+	result, err := w.llm.Generate(ctx, generateReq, nil)
 	if err != nil {
 		return fmt.Errorf("generate kol assist content: %w", err)
 	}
 
-	parsed, err := parseKolAssistResponse(result.Content)
+	parsed, err := tenantapp.ParseKolAssistResponse(result.Content)
+	if err != nil {
+		return err
+	}
+	parsed, err = tenantapp.FinalizeKolAssistResult(req, parsed)
 	if err != nil {
 		return err
 	}
@@ -223,44 +217,3 @@ func (w *KolAssistWorker) processTask(ctx context.Context, job tenantapp.KolAssi
 	}
 	return nil
 }
-
-func buildKolAssistUserPrompt(req tenantapp.AssistRequest) (string, error) {
-	switch strings.ToLower(strings.TrimSpace(req.Mode)) {
-	case "generate":
-		return req.Description, nil
-	case "optimize":
-		schemaJSON := "null"
-		if req.Schema != nil {
-			payload, err := json.Marshal(req.Schema)
-			if err != nil {
-				return "", fmt.Errorf("encode schema: %w", err)
-			}
-			schemaJSON = string(payload)
-		}
-		return fmt.Sprintf(
-			"Optimize the following prompt. Keep variable placeholders intact. Current schema: %s\n\nPROMPT:\n%s",
-			schemaJSON,
-			req.CurrentContent,
-		), nil
-	default:
-		return "", fmt.Errorf("unsupported assist mode %q", req.Mode)
-	}
-}
-
-func parseKolAssistResponse(content string) (*tenantapp.KolAssistResult, error) {
-	var result tenantapp.KolAssistResult
-	if err := json.Unmarshal([]byte(content), &result); err != nil {
-		return nil, fmt.Errorf("decode kol assist result: %w", err)
-	}
-	result.Content = strings.TrimSpace(result.Content)
-	if result.Content == "" {
-		return nil, fmt.Errorf("kol assist result content is empty")
-	}
-	if result.Schema.Variables == nil {
-		result.Schema.Variables = []tenantapp.KolVariableDefinition{}
-	}
-	if err := tenantapp.ValidateSchema(result.Schema); err != nil {
-		return nil, fmt.Errorf("invalid kol assist schema: %w", err)
-	}
-	return &result, nil
-}