diff --git a/apps/admin-web/src/components/ArticleDetailDrawer.vue b/apps/admin-web/src/components/ArticleDetailDrawer.vue
index 24b5a36..1ed1fe8 100644
--- a/apps/admin-web/src/components/ArticleDetailDrawer.vue
+++ b/apps/admin-web/src/components/ArticleDetailDrawer.vue
@@ -209,7 +209,7 @@ async function refreshArticleData(): Promise<void> {
           <p class="eyebrow">{{ t("article.preview") }}</p>
           <h2>{{ displayTitle }}</h2>
           <p>
-            {{ getSourceTypeLabel(detail.source_type) }} ·
+            {{ getSourceTypeLabel(detail.source_type, detail.generation_mode) }} ·
             {{ formatDateTime(detail.created_at) }}
           </p>
         </div>
diff --git a/apps/admin-web/src/components/CustomArticleTab.vue b/apps/admin-web/src/components/CustomArticleTab.vue
index 5c8ee71..776a730 100644
--- a/apps/admin-web/src/components/CustomArticleTab.vue
+++ b/apps/admin-web/src/components/CustomArticleTab.vue
@@ -1,6 +1,10 @@
 <script setup lang="ts">
 import {
   LoadingOutlined,
+  AppstoreOutlined,
+  ClockCircleOutlined,
+  EditOutlined,
+  DeleteOutlined,
 } from "@ant-design/icons-vue";
 import { useMutation, useQuery, useQueryClient } from "@tanstack/vue-query";
 import { message, type TableColumnsType } from "ant-design-vue";
@@ -16,6 +20,7 @@ import {
   formatDateTime,
   getGenerateStatusMeta,
   getPublishStatusMeta,
+  getSourceTypeLabel,
 } from "@/lib/display";
 import { formatError } from "@/lib/errors";
 import { formatPublishPlatformList } from "@/lib/publish-platforms";
@@ -78,7 +83,7 @@ const articleParams = computed<ArticleListParams>(() => {
   const params: ArticleListParams = {
     page: page.value,
     page_size: pageSize.value,
-    source_type: "prompt_rule",
+    source_type: "custom_generation",
   };
   if (appliedFilters.prompt_rule_id) params.prompt_rule_id = appliedFilters.prompt_rule_id;
   if (appliedFilters.publish_status) params.publish_status = appliedFilters.publish_status;
@@ -90,7 +95,7 @@ const articleParams = computed<ArticleListParams>(() => {
 });
 
 const listQuery = useQuery({
-  queryKey: computed(() => ["articles", "list", "prompt_rule", articleParams.value]),
+  queryKey: computed(() => ["articles", "list", "custom_generation", articleParams.value]),
   queryFn: () => articlesApi.list(articleParams.value),
 });
 
@@ -106,14 +111,13 @@ const deleteMutation = useMutation({
 });
 
 const columns = computed<TableColumnsType<ArticleListItem>>(() => [
-  { title: t("common.title"), dataIndex: "title", key: "title" },
+  { title: t("custom.article.titleColumn"), dataIndex: "title", key: "title", width: 340 },
   { title: t("custom.filters.promptRule"), dataIndex: "prompt_rule_name", key: "prompt_rule_name", width: 160 },
   { title: t("custom.schedule.platform"), dataIndex: "platforms", key: "platforms", width: 180 },
   { title: t("common.generateStatus"), dataIndex: "generate_status", key: "generate_status", width: 128 },
   { title: t("common.publishStatus"), dataIndex: "publish_status", key: "publish_status", width: 128 },
   { title: t("common.wordCount"), dataIndex: "word_count", key: "word_count", width: 100 },
-  { title: t("common.createdAt"), dataIndex: "created_at", key: "created_at", width: 168 },
-  { title: t("common.actions"), key: "actions", width: 140, fixed: "right" },
+  { title: t("common.actions"), key: "actions", width: 120, fixed: "right", align: "right" },
 ]);
 
 function applyFilters(): void {
@@ -148,6 +152,13 @@ function canEditArticle(status: string): boolean {
   return status === "completed" || status === "draft";
 }
 
+function getDisplayTitle(article: ArticleListItem): string {
+  if ((article.generate_status === "generating" || article.generate_status === "running") && !article.title) {
+    return t("custom.article.titleGenerating");
+  }
+  return article.title || t("article.untitled");
+}
+
 function handleTableChange(nextPage: number, nextPageSize: number): void {
   page.value = nextPage;
   pageSize.value = nextPageSize;
@@ -273,9 +284,21 @@ onBeforeUnmount(() => {
     >
       <template #bodyCell="{ column, record }">
         <template v-if="column.key === 'title'">
-          <a class="custom-article-tab__title-link" @click="openDetail(record)">
-            {{ record.title || t("article.untitled") }}
-          </a>
+          <div class="custom-article-tab__title-cell">
+            <a class="custom-article-tab__title-link" @click="openDetail(record)">
+              {{ getDisplayTitle(record) }}
+            </a>
+            <div class="custom-article-tab__title-meta">
+              <span class="custom-article-tab__title-badge">
+                <AppstoreOutlined />
+                <span>{{ getSourceTypeLabel(record.source_type, record.generation_mode) }}</span>
+              </span>
+              <span class="custom-article-tab__title-time">
+                <ClockCircleOutlined />
+                <span>{{ formatDateTime(record.created_at) }}</span>
+              </span>
+            </div>
+          </div>
         </template>
         <template v-else-if="column.key === 'prompt_rule_name'">
           {{ record.prompt_rule_name || "--" }}
@@ -302,28 +325,37 @@ onBeforeUnmount(() => {
         <template v-else-if="column.key === 'word_count'">
           {{ record.word_count || "--" }}
         </template>
-        <template v-else-if="column.key === 'created_at'">
-          {{ formatDateTime(record.created_at) }}
-        </template>
         <template v-else-if="column.key === 'actions'">
-          <a-space :size="4">
-            <a-button
-              type="link"
-              size="small"
-              :disabled="!canEditArticle(record.generate_status)"
-              @click="openEditor(record)"
-            >
-              {{ t("common.edit") }}
-            </a-button>
+          <div class="table-actions-row">
+            <a-tooltip :title="t('common.edit')">
+              <span>
+                <a-button
+                  type="text"
+                  shape="circle"
+                  size="small"
+                  class="action-btn action-edit"
+                  :disabled="!canEditArticle(record.generate_status)"
+                  @click="openEditor(record)"
+                >
+                  <EditOutlined />
+                </a-button>
+              </span>
+            </a-tooltip>
             <a-popconfirm
               :title="t('templates.list.deleteConfirm')"
               @confirm="deleteMutation.mutate(record.id)"
             >
-              <a-button type="link" size="small" danger>
-                {{ t("common.delete") }}
+              <a-button
+                type="text"
+                shape="circle"
+                size="small"
+                class="action-btn action-delete"
+                :title="t('common.delete')"
+              >
+                <DeleteOutlined />
               </a-button>
             </a-popconfirm>
-          </a-space>
+          </div>
         </template>
       </template>
     </a-table>
@@ -370,12 +402,46 @@ onBeforeUnmount(() => {
 }
 
 .custom-article-tab__title-link {
-  color: #1677ff;
+  display: inline-block;
+  color: #434343;
   cursor: pointer;
+  font-size: 15px;
+  font-weight: 600;
+  line-height: 1.6;
 }
 
 .custom-article-tab__title-link:hover {
-  text-decoration: underline;
+  color: #1677ff;
+}
+
+.custom-article-tab__title-cell {
+  display: flex;
+  flex-direction: column;
+  gap: 10px;
+  padding: 4px 0;
+}
+
+.custom-article-tab__title-meta {
+  display: flex;
+  flex-wrap: wrap;
+  align-items: center;
+  gap: 16px;
+  font-size: 13px;
+}
+
+.custom-article-tab__title-badge {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  color: #b45f06;
+  font-weight: 600;
+}
+
+.custom-article-tab__title-time {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  color: #a3a3a3;
 }
 
 .custom-article-tab__status-tag {
diff --git a/apps/admin-web/src/components/GenerateTaskDrawer.vue b/apps/admin-web/src/components/GenerateTaskDrawer.vue
index 0cf08ad..f9249b8 100644
--- a/apps/admin-web/src/components/GenerateTaskDrawer.vue
+++ b/apps/admin-web/src/components/GenerateTaskDrawer.vue
@@ -126,6 +126,7 @@ const instantGenerateMutation = useMutation({
       target_platform: serializeTargetPlatforms(form.platformIds),
       extra_params: {
         task_name: form.name.trim(),
+        generation_mode: "instant",
         enable_web_search: form.enableWebSearch,
         generate_count: form.generateCount,
         target_platforms: form.platformIds,
@@ -135,7 +136,10 @@ const instantGenerateMutation = useMutation({
   onSuccess: async () => {
     message.success(t("custom.messages.generateSubmitted"));
     emit("update:open", false);
-    await queryClient.invalidateQueries({ queryKey: ["articles"] });
+    await Promise.all([
+      queryClient.invalidateQueries({ queryKey: ["articles"] }),
+      queryClient.invalidateQueries({ queryKey: ["instantTasks"] }),
+    ]);
   },
   onError: (error) => message.error(formatError(error)),
 });
diff --git a/apps/admin-web/src/components/InstantTaskTab.vue b/apps/admin-web/src/components/InstantTaskTab.vue
new file mode 100644
index 0000000..c830419
--- /dev/null
+++ b/apps/admin-web/src/components/InstantTaskTab.vue
@@ -0,0 +1,328 @@
+<script setup lang="ts">
+import { LoadingOutlined, EyeOutlined } from "@ant-design/icons-vue";
+import { useQuery } from "@tanstack/vue-query";
+import { type TableColumnsType } from "ant-design-vue";
+import type { InstantTaskItem, InstantTaskListParams } from "@geo/shared-types";
+import type { Dayjs } from "dayjs";
+import { computed, onBeforeUnmount, reactive, ref, watch } from "vue";
+import { useI18n } from "vue-i18n";
+
+import ArticleDetailDrawer from "@/components/ArticleDetailDrawer.vue";
+import { instantTasksApi, promptRulesApi } from "@/lib/api";
+import { formatDateTime, getGenerateStatusMeta } from "@/lib/display";
+import { formatPublishPlatformList } from "@/lib/publish-platforms";
+
+const { t } = useI18n();
+
+const page = ref(1);
+const pageSize = ref(20);
+const createdRange = ref<[Dayjs, Dayjs] | null>(null);
+const detailOpen = ref(false);
+const selectedArticleId = ref<number | null>(null);
+
+const draftFilters = reactive<{
+  prompt_rule_id?: number;
+  status?: string;
+  keyword?: string;
+}>({
+  keyword: "",
+});
+
+const appliedFilters = reactive<{
+  prompt_rule_id?: number;
+  status?: string;
+  keyword?: string;
+  created_from?: string;
+  created_to?: string;
+}>({
+  keyword: "",
+});
+
+const rulesQuery = useQuery({
+  queryKey: ["promptRules", "simple"],
+  queryFn: () => promptRulesApi.listSimple(),
+});
+
+const promptOptions = computed(() =>
+  (rulesQuery.data.value ?? []).map((rule) => ({
+    label: rule.name,
+    value: rule.id,
+  })),
+);
+
+const statusOptions = computed(() => [
+  { label: getGenerateStatusMeta("queued").label, value: "queued" },
+  { label: getGenerateStatusMeta("running").label, value: "running" },
+  { label: getGenerateStatusMeta("completed").label, value: "completed" },
+  { label: getGenerateStatusMeta("failed").label, value: "failed" },
+]);
+
+const listParams = computed<InstantTaskListParams>(() => {
+  const params: InstantTaskListParams = {
+    page: page.value,
+    page_size: pageSize.value,
+  };
+  if (appliedFilters.prompt_rule_id) params.prompt_rule_id = appliedFilters.prompt_rule_id;
+  if (appliedFilters.status) params.status = appliedFilters.status;
+  if (appliedFilters.keyword?.trim()) params.keyword = appliedFilters.keyword.trim();
+  if (appliedFilters.created_from) params.created_from = appliedFilters.created_from;
+  if (appliedFilters.created_to) params.created_to = appliedFilters.created_to;
+  return params;
+});
+
+const listQuery = useQuery({
+  queryKey: computed(() => ["instantTasks", "list", listParams.value]),
+  queryFn: () => instantTasksApi.list(listParams.value),
+});
+
+const columns = computed<TableColumnsType<InstantTaskItem>>(() => [
+  { title: t("custom.instant.name"), dataIndex: "name", key: "name", width: 220 },
+  { title: t("custom.schedule.rule"), dataIndex: "prompt_rule_name", key: "prompt_rule_name", width: 180 },
+  { title: t("custom.instant.executionStatus"), dataIndex: "status", key: "status", width: 140 },
+  { title: t("custom.instant.executionTime"), dataIndex: "execution_time", key: "execution_time", width: 170 },
+  { title: t("custom.schedule.platform"), dataIndex: "platforms", key: "platforms", width: 220 },
+  { title: t("custom.task.generateCount"), dataIndex: "generate_count", key: "generate_count", width: 120 },
+  { title: t("custom.instant.createdTime"), dataIndex: "created_at", key: "created_at", width: 170 },
+  { title: t("common.actions"), key: "actions", width: 88, fixed: "right", align: "right" },
+]);
+
+let pollingTimer: number | null = null;
+
+function applyFilters(): void {
+  page.value = 1;
+  appliedFilters.prompt_rule_id = draftFilters.prompt_rule_id;
+  appliedFilters.status = draftFilters.status;
+  appliedFilters.keyword = draftFilters.keyword?.trim() || "";
+  appliedFilters.created_from = createdRange.value?.[0]?.startOf("day").toISOString();
+  appliedFilters.created_to = createdRange.value?.[1]?.endOf("day").toISOString();
+}
+
+function resetFilters(): void {
+  draftFilters.prompt_rule_id = undefined;
+  draftFilters.status = undefined;
+  draftFilters.keyword = "";
+  createdRange.value = null;
+  applyFilters();
+}
+
+function handleTableChange(nextPage: number, nextPageSize: number): void {
+  page.value = nextPage;
+  pageSize.value = nextPageSize;
+}
+
+function openArticle(task: InstantTaskItem): void {
+  if (!task.article_id) {
+    return;
+  }
+  selectedArticleId.value = task.article_id;
+  detailOpen.value = true;
+}
+
+function startPolling(): void {
+  if (pollingTimer !== null) return;
+  pollingTimer = window.setInterval(() => {
+    void listQuery.refetch();
+  }, 3000);
+}
+
+function stopPolling(): void {
+  if (pollingTimer === null) return;
+  window.clearInterval(pollingTimer);
+  pollingTimer = null;
+}
+
+watch(
+  () => listQuery.data.value?.items ?? [],
+  (items) => {
+    const hasActive = items.some((item) => item.status === "queued" || item.status === "running");
+    if (hasActive) {
+      startPolling();
+    } else {
+      stopPolling();
+    }
+  },
+  { immediate: true },
+);
+
+onBeforeUnmount(() => {
+  stopPolling();
+});
+</script>
+
+<template>
+  <div class="task-tab">
+    <div class="task-tab__filters">
+      <div class="task-tab__filter">
+        <label>{{ t("custom.filters.promptRule") }}:</label>
+        <a-select
+          v-model:value="draftFilters.prompt_rule_id"
+          allow-clear
+          size="large"
+          :options="promptOptions"
+          :placeholder="t('custom.task.promptPlaceholder')"
+          :loading="rulesQuery.isPending.value"
+          @change="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter">
+        <label>{{ t("custom.filters.status") }}:</label>
+        <a-select
+          v-model:value="draftFilters.status"
+          allow-clear
+          size="large"
+          :options="statusOptions"
+          :placeholder="t('common.selectPlease')"
+          @change="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter task-tab__filter--range">
+        <label>{{ t("custom.filters.createdTime") }}:</label>
+        <a-range-picker
+          v-model:value="createdRange"
+          allow-clear
+          size="large"
+          format="YYYY-MM-DD"
+          @change="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter task-tab__filter--keyword">
+        <label>{{ t("custom.filters.name") }}:</label>
+        <a-input-search
+          v-model:value="draftFilters.keyword"
+          size="large"
+          :placeholder="t('custom.filters.namePlaceholder')"
+          @search="applyFilters"
+          @pressEnter="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter task-tab__filter--action">
+        <a-button size="large" @click="resetFilters">{{ t("common.reset") }}</a-button>
+      </div>
+    </div>
+
+    <a-table
+      :columns="columns"
+      :data-source="listQuery.data.value?.items ?? []"
+      :loading="listQuery.isPending.value"
+      :pagination="{
+        current: page,
+        pageSize,
+        total: listQuery.data.value?.total ?? 0,
+        showSizeChanger: true,
+      }"
+      row-key="id"
+      :scroll="{ x: 1280 }"
+      @change="(p: any) => handleTableChange(p.current, p.pageSize)"
+    >
+      <template #emptyText>{{ t("custom.instant.empty") }}</template>
+
+      <template #bodyCell="{ column, record }">
+        <template v-if="column.key === 'prompt_rule_name'">
+          {{ record.prompt_rule_name || "--" }}
+        </template>
+        <template v-else-if="column.key === 'status'">
+          <a-tag :color="getGenerateStatusMeta(record.status).color">
+            <span class="task-tab__status">
+              <LoadingOutlined v-if="record.status === 'queued' || record.status === 'running'" spin />
+              <span>{{ getGenerateStatusMeta(record.status).label }}</span>
+            </span>
+          </a-tag>
+        </template>
+        <template v-else-if="column.key === 'execution_time'">
+          {{ formatDateTime(record.execution_time) }}
+        </template>
+        <template v-else-if="column.key === 'platforms'">
+          {{ formatPublishPlatformList(record.platforms) }}
+        </template>
+        <template v-else-if="column.key === 'generate_count'">
+          {{ record.generate_count || 1 }}
+        </template>
+        <template v-else-if="column.key === 'created_at'">
+          {{ formatDateTime(record.created_at) }}
+        </template>
+        <template v-else-if="column.key === 'actions'">
+          <div class="table-actions-row">
+            <a-tooltip :title="t('common.preview')">
+              <span>
+                <a-button
+                  type="text"
+                  shape="circle"
+                  size="small"
+                  class="action-btn action-eye"
+                  :disabled="!record.article_id"
+                  @click="openArticle(record)"
+                >
+                  <EyeOutlined />
+                </a-button>
+              </span>
+            </a-tooltip>
+          </div>
+        </template>
+      </template>
+    </a-table>
+
+    <ArticleDetailDrawer
+      :open="detailOpen"
+      :article-id="selectedArticleId"
+      @close="detailOpen = false"
+    />
+  </div>
+</template>
+
+<style scoped>
+.task-tab__filters {
+  display: grid;
+  grid-template-columns: minmax(180px, 240px) minmax(180px, 240px) minmax(240px, 320px) minmax(240px, 1fr) auto;
+  gap: 16px;
+  margin-bottom: 18px;
+}
+
+.task-tab__filter {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+}
+
+.task-tab__filter label {
+  flex-shrink: 0;
+  color: #434343;
+  font-size: 14px;
+  white-space: nowrap;
+}
+
+.task-tab__filter :deep(.ant-select),
+.task-tab__filter :deep(.ant-picker),
+.task-tab__filter :deep(.ant-input-search) {
+  width: 100%;
+}
+
+.task-tab__filter--action {
+  justify-content: flex-end;
+}
+
+.task-tab__status {
+  display: inline-flex;
+  align-items: center;
+  gap: 4px;
+}
+
+@media (max-width: 1400px) {
+  .task-tab__filters {
+    grid-template-columns: repeat(2, minmax(260px, 1fr));
+  }
+
+  .task-tab__filter--action {
+    justify-content: flex-start;
+  }
+}
+
+@media (max-width: 900px) {
+  .task-tab__filters {
+    grid-template-columns: 1fr;
+  }
+}
+</style>
diff --git a/apps/admin-web/src/components/PromptRuleTab.vue b/apps/admin-web/src/components/PromptRuleTab.vue
index bc738c8..621b111 100644
--- a/apps/admin-web/src/components/PromptRuleTab.vue
+++ b/apps/admin-web/src/components/PromptRuleTab.vue
@@ -2,6 +2,8 @@
 import {
   DeleteOutlined,
   EditOutlined,
+  PauseCircleOutlined,
+  PlayCircleOutlined,
   PlusOutlined,
 } from "@ant-design/icons-vue";
 import { useMutation, useQuery, useQueryClient } from "@tanstack/vue-query";
@@ -59,7 +61,7 @@ const columns = computed<TableColumnsType<PromptRule>>(() => [
   { title: t("custom.promptRule.articleCount"), dataIndex: "article_count", key: "article_count", width: 100 },
   { title: t("custom.promptRule.status"), dataIndex: "status", key: "status", width: 100 },
   { title: t("common.createdAt"), dataIndex: "created_at", key: "created_at", width: 168 },
-  { title: t("common.actions"), key: "actions", width: 140, fixed: "right" },
+  { title: t("common.actions"), key: "actions", width: 140, fixed: "right", align: "right" },
 ]);
 
 const groupMutations = {
@@ -252,29 +254,53 @@ watch(selectedGroupId, () => {
               {{ formatDateTime(record.created_at) }}
             </template>
             <template v-else-if="column.key === 'actions'">
-              <a-space :size="4">
-                <a-button type="link" size="small" @click="openRuleModal(record)">
-                  {{ t("common.edit") }}
-                </a-button>
-                <a-button
-                  type="link"
-                  size="small"
-                  @click="ruleMutations.toggleStatus.mutate({
-                    id: record.id,
-                    status: record.status === 'enabled' ? 'disabled' : 'enabled',
-                  })"
+              <div class="table-actions-row">
+                <a-tooltip :title="t('common.edit')">
+                  <a-button
+                    type="text"
+                    shape="circle"
+                    size="small"
+                    class="action-btn action-edit"
+                    @click="openRuleModal(record)"
+                  >
+                    <EditOutlined />
+                  </a-button>
+                </a-tooltip>
+                <a-tooltip
+                  :title="record.status === 'enabled' ? t('custom.promptRule.disabled') : t('custom.promptRule.enabled')"
                 >
-                  {{ record.status === "enabled" ? t("custom.promptRule.disabled") : t("custom.promptRule.enabled") }}
-                </a-button>
+                  <a-button
+                    type="text"
+                    shape="circle"
+                    size="small"
+                    :class="[
+                      'action-btn',
+                      record.status === 'enabled' ? 'action-disable' : 'action-enable',
+                    ]"
+                    @click="ruleMutations.toggleStatus.mutate({
+                      id: record.id,
+                      status: record.status === 'enabled' ? 'disabled' : 'enabled',
+                    })"
+                  >
+                    <PauseCircleOutlined v-if="record.status === 'enabled'" />
+                    <PlayCircleOutlined v-else />
+                  </a-button>
+                </a-tooltip>
                 <a-popconfirm
                   :title="t('custom.promptRule.deleteConfirm')"
                   @confirm="ruleMutations.remove.mutate(record.id)"
                 >
-                  <a-button type="link" size="small" danger>
-                    {{ t("common.delete") }}
+                  <a-button
+                    type="text"
+                    shape="circle"
+                    size="small"
+                    class="action-btn action-delete"
+                    :title="t('common.delete')"
+                  >
+                    <DeleteOutlined />
                   </a-button>
                 </a-popconfirm>
-              </a-space>
+              </div>
             </template>
           </template>
         </a-table>
diff --git a/apps/admin-web/src/components/ScheduleTaskTab.vue b/apps/admin-web/src/components/ScheduleTaskTab.vue
index 34c02fe..3e74bb5 100644
--- a/apps/admin-web/src/components/ScheduleTaskTab.vue
+++ b/apps/admin-web/src/components/ScheduleTaskTab.vue
@@ -1,14 +1,20 @@
 <script setup lang="ts">
-import { PlusOutlined } from "@ant-design/icons-vue";
+import {
+  DeleteOutlined,
+  EditOutlined,
+  PauseCircleOutlined,
+  PlayCircleOutlined,
+} from "@ant-design/icons-vue";
 import { useMutation, useQuery, useQueryClient } from "@tanstack/vue-query";
 import { message, type TableColumnsType } from "ant-design-vue";
-import type { ScheduleTask } from "@geo/shared-types";
-import { computed, ref } from "vue";
+import type { ScheduleTask, ScheduleTaskListParams } from "@geo/shared-types";
+import type { Dayjs } from "dayjs";
+import { computed, reactive, ref } from "vue";
 import { useI18n } from "vue-i18n";
 
 import ScheduleTaskModal from "@/components/ScheduleTaskModal.vue";
-import { schedulesApi } from "@/lib/api";
-import { formatDateTime } from "@/lib/display";
+import { promptRulesApi, schedulesApi } from "@/lib/api";
+import { formatCronExecutionTime, formatDateTime } from "@/lib/display";
 import { formatError } from "@/lib/errors";
 import { formatPublishPlatformSummary } from "@/lib/publish-platforms";
 
@@ -19,11 +25,55 @@ const modalOpen = ref(false);
 const editingTask = ref<ScheduleTask | null>(null);
 const page = ref(1);
 const pageSize = ref(20);
+const createdRange = ref<[Dayjs, Dayjs] | null>(null);
 
-const listParams = computed(() => ({
-  page: page.value,
-  page_size: pageSize.value,
-}));
+const draftFilters = reactive<{
+  prompt_rule_id?: number;
+  status?: string;
+  keyword?: string;
+}>({
+  keyword: "",
+});
+
+const appliedFilters = reactive<{
+  prompt_rule_id?: number;
+  status?: string;
+  keyword?: string;
+  created_from?: string;
+  created_to?: string;
+}>({
+  keyword: "",
+});
+
+const rulesQuery = useQuery({
+  queryKey: ["promptRules", "simple"],
+  queryFn: () => promptRulesApi.listSimple(),
+});
+
+const promptOptions = computed(() =>
+  (rulesQuery.data.value ?? []).map((rule) => ({
+    label: rule.name,
+    value: rule.id,
+  })),
+);
+
+const statusOptions = computed(() => [
+  { label: t("custom.schedule.enabled"), value: "enabled" },
+  { label: t("custom.schedule.disabled"), value: "disabled" },
+]);
+
+const listParams = computed<ScheduleTaskListParams>(() => {
+  const params: ScheduleTaskListParams = {
+    page: page.value,
+    page_size: pageSize.value,
+  };
+  if (appliedFilters.prompt_rule_id) params.prompt_rule_id = appliedFilters.prompt_rule_id;
+  if (appliedFilters.status) params.status = appliedFilters.status;
+  if (appliedFilters.keyword?.trim()) params.keyword = appliedFilters.keyword.trim();
+  if (appliedFilters.created_from) params.created_from = appliedFilters.created_from;
+  if (appliedFilters.created_to) params.created_to = appliedFilters.created_to;
+  return params;
+});
 
 const listQuery = useQuery({
   queryKey: computed(() => ["schedules", "list", listParams.value]),
@@ -31,15 +81,14 @@ const listQuery = useQuery({
 });
 
 const columns = computed<TableColumnsType<ScheduleTask>>(() => [
-  { title: t("custom.schedule.name"), dataIndex: "name", key: "name", width: 160 },
-  { title: t("custom.schedule.rule"), dataIndex: "prompt_rule_name", key: "prompt_rule_name", width: 140 },
-  { title: t("custom.schedule.cron"), dataIndex: "cron_expr", key: "cron_expr", width: 140 },
-  { title: t("custom.schedule.platform"), dataIndex: "target_platform", key: "target_platform", width: 120 },
-  { title: t("custom.schedule.brand"), dataIndex: "brand_name", key: "brand_name", width: 120 },
-  { title: t("custom.schedule.nextRun"), dataIndex: "next_run_at", key: "next_run_at", width: 168 },
-  { title: t("custom.promptRule.status"), dataIndex: "status", key: "status", width: 100 },
-  { title: t("common.createdAt"), dataIndex: "created_at", key: "created_at", width: 168 },
-  { title: t("common.actions"), key: "actions", width: 160, fixed: "right" },
+  { title: t("custom.schedule.name"), dataIndex: "name", key: "name", width: 220 },
+  { title: t("custom.schedule.rule"), dataIndex: "prompt_rule_name", key: "prompt_rule_name", width: 180 },
+  { title: t("custom.instant.executionStatus"), dataIndex: "status", key: "status", width: 140 },
+  { title: t("custom.instant.executionTime"), dataIndex: "cron_expr", key: "cron_expr", width: 170 },
+  { title: t("custom.schedule.platform"), dataIndex: "target_platform", key: "target_platform", width: 220 },
+  { title: t("custom.task.generateCount"), dataIndex: "generate_count", key: "generate_count", width: 120 },
+  { title: t("custom.instant.createdTime"), dataIndex: "created_at", key: "created_at", width: 170 },
+  { title: t("common.actions"), key: "actions", width: 140, fixed: "right", align: "right" },
 ]);
 
 const removeMutation = useMutation({
@@ -65,6 +114,23 @@ const toggleStatusMutation = useMutation({
   onError: (error) => message.error(formatError(error)),
 });
 
+function applyFilters(): void {
+  page.value = 1;
+  appliedFilters.prompt_rule_id = draftFilters.prompt_rule_id;
+  appliedFilters.status = draftFilters.status;
+  appliedFilters.keyword = draftFilters.keyword?.trim() || "";
+  appliedFilters.created_from = createdRange.value?.[0]?.startOf("day").toISOString();
+  appliedFilters.created_to = createdRange.value?.[1]?.endOf("day").toISOString();
+}
+
+function resetFilters(): void {
+  draftFilters.prompt_rule_id = undefined;
+  draftFilters.status = undefined;
+  draftFilters.keyword = "";
+  createdRange.value = null;
+  applyFilters();
+}
+
 function openModal(task?: ScheduleTask): void {
   editingTask.value = task ?? null;
   modalOpen.value = true;
@@ -77,15 +143,58 @@ function handleTableChange(nextPage: number, nextPageSize: number): void {
 </script>
 
 <template>
-  <div class="schedule-task-tab">
-    <div class="schedule-task-tab__head">
-      <span class="schedule-task-tab__count">
-        {{ t("templates.list.count", { count: listQuery.data.value?.total ?? 0 }) }}
-      </span>
-      <a-button type="primary" @click="openModal()">
-        <template #icon><PlusOutlined /></template>
-        {{ t("common.create") }}
-      </a-button>
+  <div class="task-tab">
+    <div class="task-tab__filters">
+      <div class="task-tab__filter">
+        <label>{{ t("custom.filters.promptRule") }}:</label>
+        <a-select
+          v-model:value="draftFilters.prompt_rule_id"
+          allow-clear
+          size="large"
+          :options="promptOptions"
+          :placeholder="t('custom.task.promptPlaceholder')"
+          :loading="rulesQuery.isPending.value"
+          @change="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter">
+        <label>{{ t("custom.filters.status") }}:</label>
+        <a-select
+          v-model:value="draftFilters.status"
+          allow-clear
+          size="large"
+          :options="statusOptions"
+          :placeholder="t('common.selectPlease')"
+          @change="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter task-tab__filter--range">
+        <label>{{ t("custom.filters.createdTime") }}:</label>
+        <a-range-picker
+          v-model:value="createdRange"
+          allow-clear
+          size="large"
+          format="YYYY-MM-DD"
+          @change="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter task-tab__filter--keyword">
+        <label>{{ t("custom.filters.name") }}:</label>
+        <a-input-search
+          v-model:value="draftFilters.keyword"
+          size="large"
+          :placeholder="t('custom.filters.namePlaceholder')"
+          @search="applyFilters"
+          @pressEnter="applyFilters"
+        />
+      </div>
+
+      <div class="task-tab__filter task-tab__filter--action">
+        <a-button size="large" @click="resetFilters">{{ t("common.reset") }}</a-button>
+      </div>
     </div>
 
     <a-table
@@ -99,55 +208,78 @@ function handleTableChange(nextPage: number, nextPageSize: number): void {
         showSizeChanger: true,
       }"
       row-key="id"
-      size="small"
-      :scroll="{ x: 1200 }"
+      :scroll="{ x: 1360 }"
       @change="(p: any) => handleTableChange(p.current, p.pageSize)"
     >
       <template #bodyCell="{ column, record }">
         <template v-if="column.key === 'prompt_rule_name'">
           {{ record.prompt_rule_name || "--" }}
         </template>
-        <template v-else-if="column.key === 'target_platform'">
-          {{ formatPublishPlatformSummary(record.target_platform) }}
-        </template>
-        <template v-else-if="column.key === 'brand_name'">
-          {{ record.brand_name || "--" }}
-        </template>
-        <template v-else-if="column.key === 'next_run_at'">
-          {{ record.next_run_at ? formatDateTime(record.next_run_at) : "--" }}
-        </template>
         <template v-else-if="column.key === 'status'">
           <a-tag :color="record.status === 'enabled' ? 'green' : 'default'">
             {{ record.status === "enabled" ? t("custom.schedule.enabled") : t("custom.schedule.disabled") }}
           </a-tag>
         </template>
+        <template v-else-if="column.key === 'cron_expr'">
+          {{ formatCronExecutionTime(record.cron_expr) }}
+        </template>
+        <template v-else-if="column.key === 'target_platform'">
+          {{ formatPublishPlatformSummary(record.target_platform) }}
+        </template>
+        <template v-else-if="column.key === 'generate_count'">
+          --
+        </template>
         <template v-else-if="column.key === 'created_at'">
           {{ formatDateTime(record.created_at) }}
         </template>
         <template v-else-if="column.key === 'actions'">
-          <a-space :size="4">
-            <a-button type="link" size="small" @click="openModal(record)">
-              {{ t("common.edit") }}
-            </a-button>
-            <a-button
-              type="link"
-              size="small"
-              @click="toggleStatusMutation.mutate({
-                id: record.id,
-                status: record.status === 'enabled' ? 'disabled' : 'enabled',
-              })"
+          <div class="table-actions-row">
+            <a-tooltip :title="t('common.edit')">
+              <a-button
+                type="text"
+                shape="circle"
+                size="small"
+                class="action-btn action-edit"
+                @click="openModal(record)"
+              >
+                <EditOutlined />
+              </a-button>
+            </a-tooltip>
+            <a-tooltip
+              :title="record.status === 'enabled' ? t('custom.schedule.disabled') : t('custom.schedule.enabled')"
             >
-              {{ record.status === "enabled" ? t("custom.schedule.disabled") : t("custom.schedule.enabled") }}
-            </a-button>
+              <a-button
+                type="text"
+                shape="circle"
+                size="small"
+                :class="[
+                  'action-btn',
+                  record.status === 'enabled' ? 'action-disable' : 'action-enable',
+                ]"
+                @click="toggleStatusMutation.mutate({
+                  id: record.id,
+                  status: record.status === 'enabled' ? 'disabled' : 'enabled',
+                })"
+              >
+                <PauseCircleOutlined v-if="record.status === 'enabled'" />
+                <PlayCircleOutlined v-else />
+              </a-button>
+            </a-tooltip>
             <a-popconfirm
               :title="t('custom.schedule.deleteConfirm')"
               @confirm="removeMutation.mutate(record.id)"
             >
-              <a-button type="link" size="small" danger>
-                {{ t("common.delete") }}
+              <a-button
+                type="text"
+                shape="circle"
+                size="small"
+                class="action-btn action-delete"
+                :title="t('common.delete')"
+              >
+                <DeleteOutlined />
               </a-button>
             </a-popconfirm>
-          </a-space>
+          </div>
         </template>
       </template>
     </a-table>
@@ -157,15 +289,49 @@ function handleTableChange(nextPage: number, nextPageSize: number): void {
 </template>
 
 <style scoped>
-.schedule-task-tab__head {
-  display: flex;
-  align-items: center;
-  justify-content: space-between;
-  margin-bottom: 16px;
+.task-tab__filters {
+  display: grid;
+  grid-template-columns: minmax(180px, 240px) minmax(180px, 240px) minmax(240px, 320px) minmax(240px, 1fr) auto;
+  gap: 16px;
+  margin-bottom: 18px;
 }
 
-.schedule-task-tab__count {
-  font-size: 13px;
-  color: #8c8c8c;
+.task-tab__filter {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+}
+
+.task-tab__filter label {
+  flex-shrink: 0;
+  color: #434343;
+  font-size: 14px;
+  white-space: nowrap;
+}
+
+.task-tab__filter :deep(.ant-select),
+.task-tab__filter :deep(.ant-picker),
+.task-tab__filter :deep(.ant-input-search) {
+  width: 100%;
+}
+
+.task-tab__filter--action {
+  justify-content: flex-end;
+}
+
+@media (max-width: 1400px) {
+  .task-tab__filters {
+    grid-template-columns: repeat(2, minmax(260px, 1fr));
+  }
+
+  .task-tab__filter--action {
+    justify-content: flex-start;
+  }
+}
+
+@media (max-width: 900px) {
+  .task-tab__filters {
+    grid-template-columns: 1fr;
+  }
 }
 </style>
diff --git a/apps/admin-web/src/i18n/messages/en-US.ts b/apps/admin-web/src/i18n/messages/en-US.ts
index cec8ac1..f930c65 100644
--- a/apps/admin-web/src/i18n/messages/en-US.ts
+++ b/apps/admin-web/src/i18n/messages/en-US.ts
@@ -187,6 +187,7 @@ const enUS = {
   status: {
     generate: {
       draft: "Draft",
+      queued: "Queued",
       generating: "Generating",
       running: "Running",
       completed: "Completed",
@@ -202,6 +203,9 @@ const enUS = {
     },
     sourceType: {
       template: "Template generation",
+      custom_generation: "Custom generation",
+      instant_task: "Instant task",
+      schedule_task: "Scheduled task",
     },
   },
   templates: {
@@ -568,6 +572,11 @@ const enUS = {
       selectPlatform: "Target platform",
       submit: "Generate now",
       extraParams: "Extra parameters",
+      name: "Task name",
+      executionStatus: "Execution status",
+      executionTime: "Execution time",
+      createdTime: "Created time",
+      empty: "No instant tasks yet.",
     },
     filters: {
       promptRule: "Prompt rule",
@@ -575,6 +584,14 @@ const enUS = {
       generateStatus: "Generation status",
       title: "Title",
       generateTime: "Generation time",
+      status: "Status",
+      name: "Name",
+      namePlaceholder: "Search by task name",
+      createdTime: "Created time",
+    },
+    article: {
+      titleColumn: "Article title",
+      titleGenerating: "Generating title",
     },
     messages: {
       ruleCreated: "Rule created.",
diff --git a/apps/admin-web/src/i18n/messages/zh-CN.ts b/apps/admin-web/src/i18n/messages/zh-CN.ts
index a402f38..d9aa44b 100644
--- a/apps/admin-web/src/i18n/messages/zh-CN.ts
+++ b/apps/admin-web/src/i18n/messages/zh-CN.ts
@@ -187,6 +187,7 @@ const zhCN = {
   status: {
     generate: {
       draft: "草稿",
+      queued: "排队中",
       generating: "生成中",
       running: "运行中",
       completed: "已完成",
@@ -202,6 +203,9 @@ const zhCN = {
     },
     sourceType: {
       template: "模版单次生成",
+      custom_generation: "自定义生成",
+      instant_task: "即时任务",
+      schedule_task: "定时任务",
     },
   },
   templates: {
@@ -577,6 +581,11 @@ const zhCN = {
       selectPlatform: "目标平台",
       submit: "立即生成",
       extraParams: "额外参数",
+      name: "任务名称",
+      executionStatus: "执行状态",
+      executionTime: "执行时间",
+      createdTime: "创建时间",
+      empty: "还未创建即时任务，暂无相关数据~",
     },
     filters: {
       promptRule: "Prompt 规则",
@@ -584,6 +593,14 @@ const zhCN = {
       generateStatus: "生成状态",
       title: "标题",
       generateTime: "生成时间",
+      status: "状态",
+      name: "名称",
+      namePlaceholder: "请输入任务名称内搜索",
+      createdTime: "创建时间",
+    },
+    article: {
+      titleColumn: "文章标题",
+      titleGenerating: "标题生成中",
     },
     messages: {
       ruleCreated: "规则创建成功",
diff --git a/apps/admin-web/src/layouts/AppShell.vue b/apps/admin-web/src/layouts/AppShell.vue
index 565777e..c020f33 100644
--- a/apps/admin-web/src/layouts/AppShell.vue
+++ b/apps/admin-web/src/layouts/AppShell.vue
@@ -29,7 +29,13 @@ const quotaQuery = useQuery({
 });
 
 const userInitial = computed(() => authStore.user?.name?.slice(0, 1).toUpperCase() ?? "A");
-const selectedKey = computed(() => String(route.meta.navKey ?? route.path));
+const selectedKeys = computed(() => {
+  if (route.meta.navKey === null) {
+    return [];
+  }
+
+  return [String(route.meta.navKey ?? route.path)];
+});
 const pageTitle = computed(() => t(String(route.meta.titleKey ?? "route.workspace.title")));
 
 const localeOptions = computed(() => [
@@ -117,7 +123,7 @@ async function handleLogout(): Promise<void> {
       <a-menu
         mode="inline"
         theme="light"
-        :selected-keys="[selectedKey]"
+        :selected-keys="selectedKeys"
         class="admin-menu"
       >
         <template v-for="section in navSections" :key="section.key">
diff --git a/apps/admin-web/src/lib/api.ts b/apps/admin-web/src/lib/api.ts
index d9a3d48..877e1f9 100644
--- a/apps/admin-web/src/lib/api.ts
+++ b/apps/admin-web/src/lib/api.ts
@@ -11,6 +11,8 @@ import type {
   CompetitorRequest,
   GenerateFromRuleRequest,
   GenerateFromRuleResponse,
+  InstantTaskListParams,
+  InstantTaskListResponse,
   JsonValue,
   Keyword,
   KeywordRequest,
@@ -27,7 +29,6 @@ import type {
   QuotaSummary,
   Question,
   QuestionRequest,
-  QuestionVersion,
   RecentArticle,
   RefreshResponse,
   ScheduleTask,
@@ -319,9 +320,6 @@ export const brandsApi = {
   removeQuestion(brandId: number, questionId: number) {
     return apiClient.remove<null>(`/api/tenant/brands/${brandId}/questions/${questionId}`);
   },
-  listQuestionVersions(brandId: number) {
-    return apiClient.get<QuestionVersion[]>(`/api/tenant/brands/${brandId}/question-versions`);
-  },
   listCompetitors(brandId: number) {
     return apiClient.get<Competitor[]>(`/api/tenant/brands/${brandId}/competitors`);
   },
@@ -408,6 +406,12 @@ export const generateApi = {
   },
 };
 
+export const instantTasksApi = {
+  list(params?: InstantTaskListParams) {
+    return apiClient.get<InstantTaskListResponse>("/api/tenant/instant-tasks", { params });
+  },
+};
+
 export function normalizeInputParams(
   payload: Record<string, JsonValue>,
   articleId?: number,
diff --git a/apps/admin-web/src/lib/display.ts b/apps/admin-web/src/lib/display.ts
index f9ccb2a..e2576c4 100644
--- a/apps/admin-web/src/lib/display.ts
+++ b/apps/admin-web/src/lib/display.ts
@@ -4,6 +4,7 @@ import { i18n } from "@/i18n";
 
 const generateStatusMap: Record<string, { label: string; color: string }> = {
   draft: { label: "status.generate.draft", color: "default" },
+  queued: { label: "status.generate.queued", color: "processing" },
   generating: { label: "status.generate.generating", color: "processing" },
   running: { label: "status.generate.running", color: "processing" },
   completed: { label: "status.generate.completed", color: "success" },
@@ -43,16 +44,45 @@ export function getPublishStatusMeta(status?: string | null): { label: string; c
   return meta ? { label: i18n.global.t(meta.label), color: meta.color } : { label: status, color: "default" };
 }
 
-export function getSourceTypeLabel(sourceType?: string | null): string {
+export function getSourceTypeLabel(sourceType?: string | null, generationMode?: string | null): string {
   if (!sourceType) {
     return "--";
   }
   if (sourceType === "template") {
     return i18n.global.t("status.sourceType.template");
   }
+  if (sourceType === "custom_generation") {
+    if (generationMode === "schedule") {
+      return i18n.global.t("status.sourceType.schedule_task");
+    }
+    if (generationMode === "instant") {
+      return i18n.global.t("status.sourceType.instant_task");
+    }
+    return i18n.global.t("status.sourceType.custom_generation");
+  }
   return sourceType;
 }
 
+export function formatCronExecutionTime(cronExpr?: string | null): string {
+  if (!cronExpr) {
+    return "--";
+  }
+
+  const fiveFieldMatch = cronExpr.match(/^(\d{1,2})\s+(\d{1,2})\s+\*\s+\*\s+\*$/);
+  if (fiveFieldMatch) {
+    const [, minute, hour] = fiveFieldMatch;
+    return `${hour.padStart(2, "0")}:${minute.padStart(2, "0")}`;
+  }
+
+  const sixFieldMatch = cronExpr.match(/^(\d{1,2})\s+(\d{1,2})\s+(\d{1,2})\s+\*\s+\*\s+\*$/);
+  if (sixFieldMatch) {
+    const [, second, minute, hour] = sixFieldMatch;
+    return `${hour.padStart(2, "0")}:${minute.padStart(2, "0")}:${second.padStart(2, "0")}`;
+  }
+
+  return cronExpr;
+}
+
 export function getTemplateMeta(templateKey: string): {
   eyebrow: string;
   helper: string;
diff --git a/apps/admin-web/src/router/index.ts b/apps/admin-web/src/router/index.ts
index 979c6d5..7b0bd04 100644
--- a/apps/admin-web/src/router/index.ts
+++ b/apps/admin-web/src/router/index.ts
@@ -63,7 +63,7 @@ const router = createRouter({
           meta: {
             titleKey: "route.articleEditor.title",
             descriptionKey: "route.articleEditor.description",
-            navKey: "/articles/templates",
+            navKey: null,
           },
         },
         {
diff --git a/apps/admin-web/src/router/meta.d.ts b/apps/admin-web/src/router/meta.d.ts
index f1f1eea..3365351 100644
--- a/apps/admin-web/src/router/meta.d.ts
+++ b/apps/admin-web/src/router/meta.d.ts
@@ -7,7 +7,7 @@ declare module "vue-router" {
     titleKey?: string;
     descriptionKey?: string;
     requiresAuth?: boolean;
-    navKey?: string;
+    navKey?: string | null;
   }
 }
 
diff --git a/apps/admin-web/src/styles.css b/apps/admin-web/src/styles.css
index 280cd24..d85c022 100644
--- a/apps/admin-web/src/styles.css
+++ b/apps/admin-web/src/styles.css
@@ -54,6 +54,44 @@ html, body, #app {
   color: #1a1a1a;
 }
 
+.table-actions-row {
+  display: flex;
+  align-items: center;
+  justify-content: flex-end;
+  gap: 4px;
+}
+
+.action-btn.ant-btn {
+  color: #8c8c8c;
+  font-size: 14px;
+  transition: color 0.2s, background-color 0.2s;
+}
+
+.action-edit.ant-btn:hover:not(:disabled) {
+  color: #52c41a;
+  background: #f6ffed;
+}
+
+.action-eye.ant-btn:hover:not(:disabled) {
+  color: #13c2c2;
+  background: #e6fffb;
+}
+
+.action-enable.ant-btn:hover:not(:disabled) {
+  color: #52c41a;
+  background: #f6ffed;
+}
+
+.action-disable.ant-btn:hover:not(:disabled) {
+  color: #fa8c16;
+  background: #fff7e6;
+}
+
+.action-delete.ant-btn:hover:not(:disabled) {
+  color: #ff4d4f;
+  background: #fff2f0;
+}
+
 /* Component Overrides for Ant Design to match Pro style */
 .ant-layout {
   min-height: 100vh;
@@ -180,3 +218,38 @@ html, body, #app {
     grid-template-columns: 1fr;
   }
 }
+
+/* Premium Modal Overrides */
+.ant-modal-content {
+  border-radius: 16px !important;
+  box-shadow: 0 20px 40px rgba(0, 0, 0, 0.08) !important;
+  padding: 12px !important;
+}
+
+.ant-modal-header {
+  border-bottom: none !important;
+  padding: 16px 16px 8px !important;
+  background: transparent !important;
+}
+
+.ant-modal-title {
+  font-size: 18px !important;
+  font-weight: 700 !important;
+  color: #111827 !important;
+}
+
+.ant-modal-body {
+  padding: 12px 16px !important;
+}
+
+.ant-modal-footer {
+  border-top: none !important;
+  padding: 8px 16px 12px !important;
+}
+
+.ant-modal-footer .ant-btn {
+  border-radius: 8px !important;
+  height: 38px !important;
+  padding: 0 20px !important;
+  font-weight: 500 !important;
+}
diff --git a/apps/admin-web/src/views/BrandsView.vue b/apps/admin-web/src/views/BrandsView.vue
index 299d344..5052409 100644
--- a/apps/admin-web/src/views/BrandsView.vue
+++ b/apps/admin-web/src/views/BrandsView.vue
@@ -2,7 +2,6 @@
 import {
   DeleteOutlined,
   EditOutlined,
-  FileSearchOutlined,
   PlusOutlined,
 } from "@ant-design/icons-vue";
 import { useMutation, useQuery, useQueryClient } from "@tanstack/vue-query";
@@ -13,6 +12,7 @@ import { computed, reactive, ref, watch } from "vue";
 import { useI18n } from "vue-i18n";
 
 import { brandsApi } from "@/lib/api";
+import { formatDateTime } from "@/lib/display";
 import { formatError } from "@/lib/errors";
 
 const queryClient = useQueryClient();
@@ -21,8 +21,6 @@ const { t } = useI18n();
 const activeTab = ref("keywords");
 const selectedBrandId = ref<number | null>(null);
 const selectedKeywordId = ref<number | null>(null);
-const versionsDrawerOpen = ref(false);
-const selectedQuestionId = ref<number | null>(null);
 
 const brandModalOpen = ref(false);
 const editingBrandId = ref<number | null>(null);
@@ -78,12 +76,6 @@ const filteredQuestionsQuery = useQuery({
   queryFn: () => brandsApi.listQuestions(selectedBrandId.value as number, selectedKeywordId.value),
 });
 
-const questionVersionsQuery = useQuery({
-  queryKey: computed(() => ["brands", selectedBrandId.value, "question-versions"]),
-  enabled: computed(() => Boolean(selectedBrandId.value)),
-  queryFn: () => brandsApi.listQuestionVersions(selectedBrandId.value as number),
-});
-
 const competitorsQuery = useQuery({
   queryKey: computed(() => ["brands", selectedBrandId.value, "competitors"]),
   enabled: computed(() => Boolean(selectedBrandId.value)),
@@ -192,10 +184,7 @@ const questionMutations = {
     onSuccess: async () => {
       message.success(t("brands.messages.createQuestion"));
       questionModalOpen.value = false;
-      await Promise.all([
-        queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "questions"] }),
-        queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "question-versions"] }),
-      ]);
+      await queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "questions"] });
     },
     onError: (error) => message.error(formatError(error)),
   }),
@@ -207,10 +196,7 @@ const questionMutations = {
     onSuccess: async () => {
       message.success(t("brands.messages.updateQuestion"));
       questionModalOpen.value = false;
-      await Promise.all([
-        queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "questions"] }),
-        queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "question-versions"] }),
-      ]);
+      await queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "questions"] });
     },
     onError: (error) => message.error(formatError(error)),
   }),
@@ -219,10 +205,7 @@ const questionMutations = {
       brandsApi.removeQuestion(selectedBrandId.value as number, questionId),
     onSuccess: async () => {
       message.success(t("brands.messages.deleteQuestion"));
-      await Promise.all([
-        queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "questions"] }),
-        queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "question-versions"] }),
-      ]);
+      await queryClient.invalidateQueries({ queryKey: ["brands", selectedBrandId.value, "questions"] });
     },
     onError: (error) => message.error(formatError(error)),
   }),
@@ -273,9 +256,6 @@ const competitorMutations = {
 const selectedKeyword = computed(() =>
   keywordsQuery.data.value?.find((item) => item.id === selectedKeywordId.value) ?? null,
 );
-const versionItems = computed(() =>
-  (questionVersionsQuery.data.value || []).filter((item) => item.question_id === selectedQuestionId.value),
-);
 
 const questionColumns = computed<TableColumnsType<Question>>(() => [
   {
@@ -287,12 +267,13 @@ const questionColumns = computed<TableColumnsType<Question>>(() => [
     title: t("common.createdAt"),
     dataIndex: "created_at",
     key: "created_at",
-    width: 160,
+    width: 180,
   },
   {
     title: t("common.actions"),
     key: "actions",
-    width: 180,
+    width: 120,
+    align: "right",
   },
 ]);
 
@@ -379,11 +360,6 @@ function openCompetitorModal(competitor?: Competitor): void {
   competitorModalOpen.value = true;
 }
 
-function openVersions(questionId: number): void {
-  selectedQuestionId.value = questionId;
-  versionsDrawerOpen.value = true;
-}
-
 async function submitBrand(): Promise<void> {
   if (!brandForm.name.trim()) {
     return;
@@ -474,13 +450,28 @@ async function submitCompetitor(): Promise<void> {
             </div>
 
             <div class="brands-view__brand-card-actions">
-              <a-button size="small" @click.stop="openBrandModal(brand)">
-                <template #icon><EditOutlined /></template>
-              </a-button>
+              <a-tooltip :title="t('common.edit')">
+                <a-button
+                  type="text"
+                  shape="circle"
+                  size="small"
+                  class="action-btn action-edit"
+                  @click.stop="openBrandModal(brand)"
+                >
+                  <EditOutlined />
+                </a-button>
+              </a-tooltip>
               <a-popconfirm @confirm="brandMutations.remove.mutate(brand.id)">
                 <template #title>{{ t("brands.deleteBrand") }}</template>
-                <a-button size="small" danger @click.stop>
-                  <template #icon><DeleteOutlined /></template>
+                <a-button
+                  type="text"
+                  shape="circle"
+                  size="small"
+                  class="action-btn action-delete"
+                  :title="t('common.delete')"
+                  @click.stop
+                >
+                  <DeleteOutlined />
                 </a-button>
               </a-popconfirm>
             </div>
@@ -497,7 +488,6 @@ async function submitCompetitor(): Promise<void> {
             <aside class="brands-view__keywords-panel">
               <div class="brands-view__section-head brands-view__section-head--compact">
                 <div>
-                  <p class="eyebrow">{{ t("brands.sections.keywords") }}</p>
                   <h3>{{ t("brands.sections.keywords") }}</h3>
                 </div>
                 <a-button type="primary" size="small" @click="openKeywordModal()">
@@ -516,13 +506,28 @@ async function submitCompetitor(): Promise<void> {
                 >
                   <span>{{ keyword.name }}</span>
                   <div class="brands-view__keyword-actions">
-                    <a-button size="small" @click.stop="openKeywordModal(keyword)">
-                      <template #icon><EditOutlined /></template>
-                    </a-button>
+                    <a-tooltip :title="t('common.edit')">
+                      <a-button
+                        type="text"
+                        shape="circle"
+                        size="small"
+                        class="action-btn action-edit"
+                        @click.stop="openKeywordModal(keyword)"
+                      >
+                        <EditOutlined />
+                      </a-button>
+                    </a-tooltip>
                     <a-popconfirm @confirm="keywordMutations.remove.mutate(keyword.id)">
                       <template #title>{{ t("common.delete") }}</template>
-                      <a-button size="small" danger @click.stop>
-                        <template #icon><DeleteOutlined /></template>
+                      <a-button
+                        type="text"
+                        shape="circle"
+                        size="small"
+                        class="action-btn action-delete"
+                        :title="t('common.delete')"
+                        @click.stop
+                      >
+                        <DeleteOutlined />
                       </a-button>
                     </a-popconfirm>
                   </div>
@@ -554,24 +559,34 @@ async function submitCompetitor(): Promise<void> {
                   <template v-if="column.key === 'question_text'">
                     <div class="brands-view__question-cell">
                       <strong>{{ record.question_text }}</strong>
-                      <span>{{ record.version_no ? `v${record.version_no}` : "--" }}</span>
                     </div>
                   </template>
                   <template v-else-if="column.key === 'created_at'">
-                    {{ record.created_at }}
+                    <span class="brands-view__datetime">{{ formatDateTime(record.created_at) }}</span>
                   </template>
                   <template v-else-if="column.key === 'actions'">
-                    <div class="brands-view__inline-actions">
-                      <a-button size="small" @click="openVersions(record.id)">
-                        <template #icon><FileSearchOutlined /></template>
-                      </a-button>
-                      <a-button size="small" @click="openQuestionModal(record)">
-                        <template #icon><EditOutlined /></template>
-                      </a-button>
+                    <div class="table-actions-row">
+                      <a-tooltip :title="t('common.edit')">
+                        <a-button
+                          type="text"
+                          shape="circle"
+                          size="small"
+                          class="action-btn action-edit"
+                          @click="openQuestionModal(record)"
+                        >
+                          <EditOutlined />
+                        </a-button>
+                      </a-tooltip>
                       <a-popconfirm @confirm="questionMutations.remove.mutate(record.id)">
                         <template #title>{{ t("common.delete") }}</template>
-                        <a-button size="small" danger>
-                          <template #icon><DeleteOutlined /></template>
+                        <a-button
+                          type="text"
+                          shape="circle"
+                          size="small"
+                          class="action-btn action-delete"
+                          :title="t('common.delete')"
+                        >
+                          <DeleteOutlined />
                         </a-button>
                       </a-popconfirm>
                     </div>
@@ -608,13 +623,27 @@ async function submitCompetitor(): Promise<void> {
                     </a>
                   </div>
                   <div class="brands-view__inline-actions">
-                    <a-button size="small" @click="openCompetitorModal(competitor)">
-                      <template #icon><EditOutlined /></template>
-                    </a-button>
+                    <a-tooltip :title="t('common.edit')">
+                      <a-button
+                        type="text"
+                        shape="circle"
+                        size="small"
+                        class="action-btn action-edit"
+                        @click="openCompetitorModal(competitor)"
+                      >
+                        <EditOutlined />
+                      </a-button>
+                    </a-tooltip>
                     <a-popconfirm @confirm="competitorMutations.remove.mutate(competitor.id)">
                       <template #title>{{ t("common.delete") }}</template>
-                      <a-button size="small" danger>
-                        <template #icon><DeleteOutlined /></template>
+                      <a-button
+                        type="text"
+                        shape="circle"
+                        size="small"
+                        class="action-btn action-delete"
+                        :title="t('common.delete')"
+                      >
+                        <DeleteOutlined />
                       </a-button>
                     </a-popconfirm>
                   </div>
@@ -641,6 +670,7 @@ async function submitCompetitor(): Promise<void> {
     <a-modal
       v-model:open="brandModalOpen"
       :title="editingBrandId ? t('brands.editBrand') : t('brands.newBrand')"
+      centered
       @ok="submitBrand"
     >
       <a-form layout="vertical">
@@ -659,6 +689,7 @@ async function submitCompetitor(): Promise<void> {
     <a-modal
       v-model:open="keywordModalOpen"
       :title="editingKeywordId ? t('common.edit') : t('brands.actions.newKeyword')"
+      centered
       @ok="submitKeyword"
     >
       <a-form layout="vertical">
@@ -671,6 +702,7 @@ async function submitCompetitor(): Promise<void> {
     <a-modal
       v-model:open="questionModalOpen"
       :title="editingQuestionId ? t('common.edit') : t('brands.actions.newQuestion')"
+      centered
       @ok="submitQuestion"
     >
       <a-form layout="vertical">
@@ -689,6 +721,7 @@ async function submitCompetitor(): Promise<void> {
     <a-modal
       v-model:open="competitorModalOpen"
       :title="editingCompetitorId ? t('common.edit') : t('brands.actions.newCompetitor')"
+      centered
       @ok="submitCompetitor"
     >
       <a-form layout="vertical">
@@ -709,22 +742,6 @@ async function submitCompetitor(): Promise<void> {
         </a-form-item>
       </a-form>
     </a-modal>
-
-    <a-drawer
-      v-model:open="versionsDrawerOpen"
-      :title="t('brands.sections.versions')"
-      width="520"
-      class="brands-view__versions-drawer"
-    >
-      <a-list :data-source="versionItems" item-layout="vertical">
-        <template #renderItem="{ item }">
-          <a-list-item>
-            <a-list-item-meta :title="`v${item.version_no}`" :description="item.created_at" />
-            <p class="brands-view__version-text">{{ item.question_text }}</p>
-          </a-list-item>
-        </template>
-      </a-list>
-    </a-drawer>
   </div>
 </template>
 
@@ -880,7 +897,8 @@ async function submitCompetitor(): Promise<void> {
 .brands-view__keyword-actions,
 .brands-view__inline-actions {
   display: flex;
-  gap: 8px;
+  align-items: center;
+  gap: 4px;
 }
 
 .brands-view__keyword-layout {
@@ -922,12 +940,10 @@ async function submitCompetitor(): Promise<void> {
 .brands-view__question-cell {
   display: flex;
   flex-direction: column;
-  gap: 4px;
 }
 
-.brands-view__question-cell span {
-  color: var(--muted);
-  font-size: 12px;
+.brands-view__datetime {
+  white-space: nowrap;
 }
 
 .brands-view__competitor-grid {
@@ -975,16 +991,6 @@ async function submitCompetitor(): Promise<void> {
   font-size: 12px;
 }
 
-.brands-view__version-text {
-  margin: 0;
-  color: #334155;
-  line-height: 1.6;
-}
-
-.brands-view__versions-drawer :deep(.ant-drawer-body) {
-  padding: 18px 24px 24px;
-}
-
 @media (max-width: 1080px) {
   .brands-view__brand-grid,
   .brands-view__keyword-layout,
diff --git a/apps/admin-web/src/views/CustomGenerateView.vue b/apps/admin-web/src/views/CustomGenerateView.vue
index 2d10b34..a9f0902 100644
--- a/apps/admin-web/src/views/CustomGenerateView.vue
+++ b/apps/admin-web/src/views/CustomGenerateView.vue
@@ -7,6 +7,7 @@ import { ref } from "vue";
 import { useI18n } from "vue-i18n";
 
 import CustomArticleTab from "@/components/CustomArticleTab.vue";
+import InstantTaskTab from "@/components/InstantTaskTab.vue";
 import PromptRuleTab from "@/components/PromptRuleTab.vue";
 import ScheduleTaskTab from "@/components/ScheduleTaskTab.vue";
 import InstantGenerateModal from "@/components/InstantGenerateModal.vue";
@@ -56,6 +57,9 @@ function openScheduleModal(): void {
         <a-tab-pane key="articles" :tab="t('custom.tabs.articles')">
           <CustomArticleTab />
         </a-tab-pane>
+        <a-tab-pane key="instantTasks" :tab="t('custom.tabs.instantTasks')">
+          <InstantTaskTab />
+        </a-tab-pane>
         <a-tab-pane key="scheduleTasks" :tab="t('custom.tabs.scheduleTasks')">
           <ScheduleTaskTab />
         </a-tab-pane>
diff --git a/apps/admin-web/src/views/TemplatesView.vue b/apps/admin-web/src/views/TemplatesView.vue
index f455fe2..8d8db0b 100644
--- a/apps/admin-web/src/views/TemplatesView.vue
+++ b/apps/admin-web/src/views/TemplatesView.vue
@@ -172,7 +172,8 @@ const articleColumns = computed<TableColumnsType<ArticleListItem>>(() => [
   {
     title: t("common.actions"),
     key: "actions",
-    width: 180,
+    width: 120,
+    align: "right",
   },
 ]);
 
@@ -447,24 +448,36 @@ async function handleDelete(articleId: number): Promise<void> {
           </template>
 
           <template v-else-if="column.key === 'actions'">
-            <div class="templates-view__actions">
+            <div class="table-actions-row">
               <a-tooltip
                 :title="canEditArticle(record.generate_status) ? t('templates.list.edit') : t('templates.list.editDisabled')"
               >
-                <a-button
-                  size="small"
-                  :disabled="!canEditArticle(record.generate_status)"
-                  @click="openEditor(record)"
-                >
-                  <template #icon><EditOutlined /></template>
-                </a-button>
+                <span>
+                  <a-button
+                    type="text"
+                    shape="circle"
+                    size="small"
+                    class="action-btn action-edit"
+                    :disabled="!canEditArticle(record.generate_status)"
+                    @click="openEditor(record)"
+                  >
+                    <EditOutlined />
+                  </a-button>
+                </span>
               </a-tooltip>
               <a-popconfirm
                 :title="t('templates.list.deleteConfirm')"
                 @confirm="handleDelete(record.id)"
               >
-                <a-button size="small" danger :loading="deleteMutation.isPending.value">
-                  <template #icon><DeleteOutlined /></template>
+                <a-button
+                  type="text"
+                  shape="circle"
+                  size="small"
+                  class="action-btn action-delete"
+                  :loading="deleteMutation.isPending.value"
+                  :title="t('common.delete')"
+                >
+                  <DeleteOutlined />
                 </a-button>
               </a-popconfirm>
             </div>
@@ -624,11 +637,6 @@ async function handleDelete(articleId: number): Promise<void> {
   font-size: 12px;
 }
 
-.templates-view__actions {
-  display: flex;
-  gap: 8px;
-}
-
 .templates-view__status-tag {
   display: inline-flex;
   align-items: center;
diff --git a/docs/geo-platform-ops-admin-tech-architecture-v1.md b/docs/geo-platform-ops-admin-tech-architecture-v1.md
index 0563f84..035a84b 100644
--- a/docs/geo-platform-ops-admin-tech-architecture-v1.md
+++ b/docs/geo-platform-ops-admin-tech-architecture-v1.md
@@ -1070,7 +1070,6 @@ flowchart LR
 - `/api/tenant/brands/{id}`
 - `/api/tenant/brands/{id}/keywords`
 - `/api/tenant/brands/{id}/questions`
-- `/api/tenant/brands/{id}/question-versions`
 - `/api/tenant/brands/{id}/competitors`
 - `/api/tenant/knowledge/groups`
 - `/api/tenant/knowledge/items`
diff --git a/docs/superpowers/specs/2026-03-31-admin-web-backend-core-design.md b/docs/superpowers/specs/2026-03-31-admin-web-backend-core-design.md
index 3297adb..b382406 100644
--- a/docs/superpowers/specs/2026-03-31-admin-web-backend-core-design.md
+++ b/docs/superpowers/specs/2026-03-31-admin-web-backend-core-design.md
@@ -557,7 +557,6 @@ workspace_service 聚合多个 repository 数据，单次返回，避免前端
 | DELETE | `/api/tenant/brands/{id}/keywords/{kid}` | 删除关键词 |
 | GET | `/api/tenant/brands/{id}/questions` | 问题列表 (按关键词筛选) |
 | POST | `/api/tenant/brands/{id}/questions` | 创建问题 (自动创建 v1 版本) |
-| GET | `/api/tenant/brands/{id}/question-versions` | 问题版本列表 |
 | GET | `/api/tenant/brands/{id}/competitors` | 竞品列表 |
 | POST | `/api/tenant/brands/{id}/competitors` | 创建竞品 |
 | PUT | `/api/tenant/brands/{id}/competitors/{cid}` | 更新竞品 |
diff --git a/packages/shared-types/src/index.ts b/packages/shared-types/src/index.ts
index e679504..81d4205 100644
--- a/packages/shared-types/src/index.ts
+++ b/packages/shared-types/src/index.ts
@@ -214,6 +214,7 @@ export interface ArticleListParams {
   generate_status?: string;
   publish_status?: string;
   source_type?: string;
+  generation_mode?: string;
   template_id?: number;
   prompt_rule_id?: number;
   keyword?: string;
@@ -228,6 +229,7 @@ export interface ArticleListItem {
   template_name: string | null;
   prompt_rule_id: number | null;
   prompt_rule_name: string | null;
+  generation_mode: string | null;
   platforms: string[];
   generate_status: string;
   publish_status: string;
@@ -250,6 +252,7 @@ export interface ArticleDetail {
   source_type: string;
   template_id: number | null;
   template_name: string | null;
+  generation_mode: string | null;
   platforms: string[];
   generate_status: string;
   publish_status: string;
@@ -327,16 +330,6 @@ export interface Question {
   created_at: string;
 }
 
-export interface QuestionVersion {
-  id: number;
-  question_id: number;
-  question_text: string;
-  question_hash: string;
-  version_no: number;
-  is_active: boolean;
-  created_at: string;
-}
-
 export interface CompetitorRequest {
   name: string;
   website?: string | null;
@@ -450,6 +443,9 @@ export interface ScheduleTaskListParams {
   page_size?: number;
   prompt_rule_id?: number;
   status?: string;
+  keyword?: string;
+  created_from?: string;
+  created_to?: string;
 }
 
 export interface ScheduleTaskListResponse {
@@ -474,3 +470,31 @@ export interface GenerateFromRuleResponse {
   article_id: number;
   task_id: number;
 }
+
+export interface InstantTaskListParams {
+  page?: number;
+  page_size?: number;
+  prompt_rule_id?: number;
+  status?: string;
+  keyword?: string;
+  created_from?: string;
+  created_to?: string;
+}
+
+export interface InstantTaskItem {
+  id: number;
+  article_id: number | null;
+  prompt_rule_id: number | null;
+  prompt_rule_name: string | null;
+  name: string;
+  status: string;
+  execution_time: string | null;
+  platforms: string[];
+  generate_count: number;
+  created_at: string;
+}
+
+export interface InstantTaskListResponse {
+  items: InstantTaskItem[];
+  total: number;
+}
diff --git a/server/internal/tenant/app/article_service.go b/server/internal/tenant/app/article_service.go
index e4a717d..e73a7c0 100644
--- a/server/internal/tenant/app/article_service.go
+++ b/server/internal/tenant/app/article_service.go
@@ -31,6 +31,7 @@ type ArticleListParams struct {
 	GenerateStatus *string
 	PublishStatus  *string
 	SourceType     *string
+	GenerationMode *string
 	TemplateID     *int64
 	PromptRuleID   *int64
 	Keyword        *string
@@ -45,6 +46,7 @@ type ArticleListItem struct {
 	TemplateName           *string   `json:"template_name"`
 	PromptRuleID           *int64    `json:"prompt_rule_id"`
 	PromptRuleName         *string   `json:"prompt_rule_name"`
+	GenerationMode         *string   `json:"generation_mode"`
 	Platforms              []string  `json:"platforms"`
 	GenerateStatus         string    `json:"generate_status"`
 	PublishStatus          string    `json:"publish_status"`
@@ -64,6 +66,7 @@ type ArticleListResponse struct {
 
 func (s *ArticleService) List(ctx context.Context, params ArticleListParams) (*ArticleListResponse, error) {
 	actor := auth.MustActor(ctx)
+	sourceType := params.SourceType
 
 	if params.Page < 1 {
 		params.Page = 1
@@ -99,9 +102,14 @@ func (s *ArticleService) List(ctx context.Context, params ArticleListParams) (*A
 		countArgs = append(countArgs, *params.PublishStatus)
 		argIdx++
 	}
-	if params.SourceType != nil {
+	if sourceType != nil {
 		countQuery += ` AND a.source_type = $` + strconv.Itoa(argIdx)
-		countArgs = append(countArgs, *params.SourceType)
+		countArgs = append(countArgs, *sourceType)
+		argIdx++
+	}
+	if params.GenerationMode != nil {
+		countQuery += ` AND a.source_type = 'custom_generation' AND COALESCE(NULLIF(gt.input_params_json ->> 'generation_mode', ''), 'instant') = $` + strconv.Itoa(argIdx)
+		countArgs = append(countArgs, *params.GenerationMode)
 		argIdx++
 	}
 	if params.TemplateID != nil {
@@ -162,9 +170,14 @@ func (s *ArticleService) List(ctx context.Context, params ArticleListParams) (*A
 		listArgs = append(listArgs, *params.PublishStatus)
 		listIdx++
 	}
-	if params.SourceType != nil {
+	if sourceType != nil {
 		listQuery += ` AND a.source_type = $` + strconv.Itoa(listIdx)
-		listArgs = append(listArgs, *params.SourceType)
+		listArgs = append(listArgs, *sourceType)
+		listIdx++
+	}
+	if params.GenerationMode != nil {
+		listQuery += ` AND a.source_type = 'custom_generation' AND COALESCE(NULLIF(gt.input_params_json ->> 'generation_mode', ''), 'instant') = $` + strconv.Itoa(listIdx)
+		listArgs = append(listArgs, *params.GenerationMode)
 		listIdx++
 	}
 	if params.TemplateID != nil {
@@ -205,13 +218,16 @@ func (s *ArticleService) List(ctx context.Context, params ArticleListParams) (*A
 	var items []ArticleListItem
 	for rows.Next() {
 		var item ArticleListItem
+		var dbSourceType string
 		var markdownContent *string
 		var wizardStateJSON []byte
 		var inputParamsJSON []byte
-		if err := rows.Scan(&item.ID, &item.SourceType, &item.TemplateID, &item.PromptRuleID, &item.GenerateStatus, &item.PublishStatus, &item.CreatedAt,
+		if err := rows.Scan(&item.ID, &dbSourceType, &item.TemplateID, &item.PromptRuleID, &item.GenerateStatus, &item.PublishStatus, &item.CreatedAt,
 			&item.Title, &item.GenerationErrorMessage, &markdownContent, &item.WordCount, &item.SourceLabel, &item.TemplateName, &item.PromptRuleName, &wizardStateJSON, &inputParamsJSON); err != nil {
 			return nil, response.ErrInternal(50010, "scan_failed", err.Error())
 		}
+		item.SourceType = dbSourceType
+		item.GenerationMode = resolveArticleGenerationMode(dbSourceType, inputParamsJSON)
 		item.Platforms = resolveArticlePlatforms(wizardStateJSON, inputParamsJSON)
 		item.WordCount = resolveWordCount(markdownContent, item.WordCount)
 		items = append(items, item)
@@ -228,6 +244,7 @@ type ArticleDetailResponse struct {
 	SourceType             string                 `json:"source_type"`
 	TemplateID             *int64                 `json:"template_id"`
 	TemplateName           *string                `json:"template_name"`
+	GenerationMode         *string                `json:"generation_mode"`
 	Platforms              []string               `json:"platforms"`
 	GenerateStatus         string                 `json:"generate_status"`
 	PublishStatus          string                 `json:"publish_status"`
@@ -245,6 +262,7 @@ type ArticleDetailResponse struct {
 func (s *ArticleService) Detail(ctx context.Context, id int64) (*ArticleDetailResponse, error) {
 	actor := auth.MustActor(ctx)
 	var d ArticleDetailResponse
+	var dbSourceType string
 
 	var wizardStateJSON []byte
 	var inputParamsJSON []byte
@@ -263,15 +281,17 @@ func (s *ArticleService) Detail(ctx context.Context, id int64) (*ArticleDetailRe
 			LIMIT 1
 		) gt ON true
 		WHERE a.id = $1 AND a.tenant_id = $2 AND a.deleted_at IS NULL
-	`, id, actor.TenantID).Scan(&d.ID, &d.SourceType, &d.TemplateID, &d.GenerateStatus, &d.PublishStatus, &d.CreatedAt,
+	`, id, actor.TenantID).Scan(&d.ID, &dbSourceType, &d.TemplateID, &d.GenerateStatus, &d.PublishStatus, &d.CreatedAt,
 		&d.Title, &d.HTMLContent, &d.MarkdownContent, &d.WordCount, &d.SourceLabel, &d.VersionNo, &d.TemplateName, &d.GenerationErrorMessage, &wizardStateJSON, &inputParamsJSON)
 	if err != nil {
 		return nil, response.ErrNotFound(40411, "article_not_found", "article not found")
 	}
+	d.SourceType = dbSourceType
 	if len(wizardStateJSON) > 0 {
 		d.WizardState = map[string]interface{}{}
 		_ = json.Unmarshal(wizardStateJSON, &d.WizardState)
 	}
+	d.GenerationMode = resolveArticleGenerationMode(dbSourceType, inputParamsJSON)
 	d.Platforms = resolveArticlePlatforms(wizardStateJSON, inputParamsJSON)
 	d.WordCount = resolveWordCount(d.MarkdownContent, d.WordCount)
 	return &d, nil
@@ -455,6 +475,24 @@ func resolveWordCount(markdown *string, stored int) int {
 	return stored
 }
 
+func resolveArticleGenerationMode(sourceType string, inputParamsJSON []byte) *string {
+	if sourceType != "custom_generation" {
+		return nil
+	}
+
+	if len(inputParamsJSON) > 0 {
+		var payload map[string]interface{}
+		if err := json.Unmarshal(inputParamsJSON, &payload); err == nil {
+			if mode := strings.TrimSpace(extractString(payload, "generation_mode")); mode != "" {
+				return &mode
+			}
+		}
+	}
+
+	mode := "instant"
+	return &mode
+}
+
 func nilIfEmptyString(value string) *string {
 	value = strings.TrimSpace(value)
 	if value == "" {
diff --git a/server/internal/tenant/app/brand_service.go b/server/internal/tenant/app/brand_service.go
index f4ab9aa..2bd0b45 100644
--- a/server/internal/tenant/app/brand_service.go
+++ b/server/internal/tenant/app/brand_service.go
@@ -429,46 +429,6 @@ func (s *BrandService) DeleteQuestion(ctx context.Context, brandID, questionID i
 	return nil
 }
 
-type QuestionVersionResponse struct {
-	ID           int64  `json:"id"`
-	QuestionID   int64  `json:"question_id"`
-	QuestionText string `json:"question_text"`
-	QuestionHash string `json:"question_hash"`
-	VersionNo    int    `json:"version_no"`
-	IsActive     bool   `json:"is_active"`
-	CreatedAt    string `json:"created_at"`
-}
-
-func (s *BrandService) ListQuestionVersions(ctx context.Context, brandID int64) ([]QuestionVersionResponse, error) {
-	actor := auth.MustActor(ctx)
-	rows, err := s.pool.Query(ctx, `
-		SELECT v.id, v.question_id, v.question_text, v.question_hash, v.version_no, v.is_active, v.created_at
-		FROM brand_question_versions v
-		JOIN brand_questions q ON q.id = v.question_id
-		WHERE q.brand_id = $1 AND q.tenant_id = $2
-		ORDER BY v.created_at DESC
-	`, brandID, actor.TenantID)
-	if err != nil {
-		return nil, response.ErrInternal(50010, "query_failed", "failed to list question versions")
-	}
-	defer rows.Close()
-
-	var versions []QuestionVersionResponse
-	for rows.Next() {
-		var v QuestionVersionResponse
-		var ca interface{}
-		if err := rows.Scan(&v.ID, &v.QuestionID, &v.QuestionText, &v.QuestionHash, &v.VersionNo, &v.IsActive, &ca); err != nil {
-			return nil, response.ErrInternal(50010, "scan_failed", err.Error())
-		}
-		v.CreatedAt = fmt.Sprintf("%v", ca)
-		versions = append(versions, v)
-	}
-	if versions == nil {
-		versions = []QuestionVersionResponse{}
-	}
-	return versions, nil
-}
-
 // --- Competitor CRUD ---
 
 type CompetitorRequest struct {
diff --git a/server/internal/tenant/app/instant_task_service.go b/server/internal/tenant/app/instant_task_service.go
new file mode 100644
index 0000000..1a8282f
--- /dev/null
+++ b/server/internal/tenant/app/instant_task_service.go
@@ -0,0 +1,165 @@
+package app
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"time"
+
+	"github.com/jackc/pgx/v5/pgxpool"
+
+	"github.com/geo-platform/tenant-api/internal/shared/auth"
+	"github.com/geo-platform/tenant-api/internal/shared/response"
+)
+
+type InstantTaskService struct {
+	pool *pgxpool.Pool
+}
+
+func NewInstantTaskService(pool *pgxpool.Pool) *InstantTaskService {
+	return &InstantTaskService{pool: pool}
+}
+
+type InstantTaskListParams struct {
+	PromptRuleID *int64
+	Status       *string
+	Keyword      *string
+	CreatedFrom  *time.Time
+	CreatedTo    *time.Time
+	Page         int
+	PageSize     int
+}
+
+type InstantTaskResponse struct {
+	ID             int64    `json:"id"`
+	ArticleID      *int64   `json:"article_id"`
+	PromptRuleID   *int64   `json:"prompt_rule_id"`
+	PromptRuleName *string  `json:"prompt_rule_name"`
+	Name           string   `json:"name"`
+	Status         string   `json:"status"`
+	ExecutionTime  *string  `json:"execution_time"`
+	Platforms      []string `json:"platforms"`
+	GenerateCount  int      `json:"generate_count"`
+	CreatedAt      string   `json:"created_at"`
+}
+
+type InstantTaskListResponse struct {
+	Items []InstantTaskResponse `json:"items"`
+	Total int64                 `json:"total"`
+}
+
+func (s *InstantTaskService) List(ctx context.Context, params InstantTaskListParams) (*InstantTaskListResponse, error) {
+	actor := auth.MustActor(ctx)
+	if params.Page < 1 {
+		params.Page = 1
+	}
+	if params.PageSize < 1 || params.PageSize > 100 {
+		params.PageSize = 20
+	}
+	offset := (params.Page - 1) * params.PageSize
+
+	var total int64
+	err := s.pool.QueryRow(ctx, `
+		SELECT COUNT(*)
+		FROM generation_tasks gt
+		LEFT JOIN articles a ON a.id = gt.article_id
+		LEFT JOIN prompt_rules pr ON pr.id = COALESCE(a.prompt_rule_id, NULLIF(gt.input_params_json ->> 'prompt_rule_id', '')::bigint)
+		WHERE gt.tenant_id = $1
+		  AND gt.task_type = 'custom_generation'
+		  AND ($2::bigint IS NULL OR pr.id = $2)
+		  AND ($3::text IS NULL OR gt.status = $3)
+		  AND ($4::text IS NULL OR COALESCE(NULLIF(gt.input_params_json ->> 'task_name', ''), pr.name, '') ILIKE '%' || $4 || '%')
+		  AND ($5::timestamptz IS NULL OR gt.created_at >= $5)
+		  AND ($6::timestamptz IS NULL OR gt.created_at <= $6)
+	`, actor.TenantID, params.PromptRuleID, params.Status, params.Keyword, params.CreatedFrom, params.CreatedTo).Scan(&total)
+	if err != nil {
+		return nil, response.ErrInternal(50010, "count_failed", "failed to count instant tasks")
+	}
+
+	rows, err := s.pool.Query(ctx, `
+		SELECT gt.id, gt.article_id, pr.id, pr.name,
+		       COALESCE(NULLIF(gt.input_params_json ->> 'task_name', ''), pr.name, '即时任务') AS task_name,
+		       gt.status,
+		       COALESCE(gt.started_at, gt.completed_at, gt.created_at) AS execution_time,
+		       gt.input_params_json,
+		       gt.created_at
+		FROM generation_tasks gt
+		LEFT JOIN articles a ON a.id = gt.article_id
+		LEFT JOIN prompt_rules pr ON pr.id = COALESCE(a.prompt_rule_id, NULLIF(gt.input_params_json ->> 'prompt_rule_id', '')::bigint)
+		WHERE gt.tenant_id = $1
+		  AND gt.task_type = 'custom_generation'
+		  AND ($2::bigint IS NULL OR pr.id = $2)
+		  AND ($3::text IS NULL OR gt.status = $3)
+		  AND ($4::text IS NULL OR COALESCE(NULLIF(gt.input_params_json ->> 'task_name', ''), pr.name, '') ILIKE '%' || $4 || '%')
+		  AND ($5::timestamptz IS NULL OR gt.created_at >= $5)
+		  AND ($6::timestamptz IS NULL OR gt.created_at <= $6)
+		ORDER BY gt.created_at DESC
+		LIMIT $7 OFFSET $8
+	`, actor.TenantID, params.PromptRuleID, params.Status, params.Keyword, params.CreatedFrom, params.CreatedTo, params.PageSize, offset)
+	if err != nil {
+		return nil, response.ErrInternal(50010, "query_failed", "failed to list instant tasks")
+	}
+	defer rows.Close()
+
+	items := make([]InstantTaskResponse, 0)
+	for rows.Next() {
+		var item InstantTaskResponse
+		var executionAt interface{}
+		var createdAt interface{}
+		var inputParamsJSON []byte
+		if err := rows.Scan(
+			&item.ID,
+			&item.ArticleID,
+			&item.PromptRuleID,
+			&item.PromptRuleName,
+			&item.Name,
+			&item.Status,
+			&executionAt,
+			&inputParamsJSON,
+			&createdAt,
+		); err != nil {
+			return nil, response.ErrInternal(50010, "scan_failed", err.Error())
+		}
+
+		item.ExecutionTime = stringPtrFromDBValue(executionAt)
+		item.CreatedAt = fmt.Sprintf("%v", createdAt)
+		item.Platforms = resolveArticlePlatforms(nil, inputParamsJSON)
+		item.GenerateCount = 1
+
+		if len(inputParamsJSON) > 0 {
+			payload, err := parseJSONMap(inputParamsJSON)
+			if err == nil {
+				if count := extractInt(payload, "generate_count"); count > 0 {
+					item.GenerateCount = count
+				}
+			}
+		}
+
+		items = append(items, item)
+	}
+
+	return &InstantTaskListResponse{
+		Items: items,
+		Total: total,
+	}, nil
+}
+
+func stringPtrFromDBValue(value interface{}) *string {
+	if value == nil {
+		return nil
+	}
+	text := fmt.Sprintf("%v", value)
+	return &text
+}
+
+func parseJSONMap(raw []byte) (map[string]interface{}, error) {
+	if len(raw) == 0 {
+		return map[string]interface{}{}, nil
+	}
+
+	payload := make(map[string]interface{})
+	if err := json.Unmarshal(raw, &payload); err != nil {
+		return nil, err
+	}
+	return payload, nil
+}
diff --git a/server/internal/tenant/app/prompt_generate_service.go b/server/internal/tenant/app/prompt_generate_service.go
index 59d2aa8..702c2c8 100644
--- a/server/internal/tenant/app/prompt_generate_service.go
+++ b/server/internal/tenant/app/prompt_generate_service.go
@@ -62,6 +62,8 @@ type promptRuleGenerationRecord struct {
 	Status           string
 }
 
+const promptRuleGeneratingTitlePlaceholder = "标题生成中"
+
 func NewPromptRuleGenerationService(
 	pool *pgxpool.Pool,
 	llmClient llm.Client,
@@ -121,12 +123,12 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 		return nil, response.ErrBadRequest(40018, "generate_count_not_supported", "prompt rule instant generation currently supports generate_count = 1 only")
 	}
 
-	initialTitle := strings.TrimSpace(extractString(extra, "task_name"))
-	if initialTitle == "" {
-		initialTitle = strings.TrimSpace(rule.Name)
+	taskName := strings.TrimSpace(extractString(extra, "task_name"))
+	if taskName == "" {
+		taskName = strings.TrimSpace(rule.Name)
 	}
-	if initialTitle == "" {
-		initialTitle = "Generated Article"
+	if taskName == "" {
+		taskName = "即时任务"
 	}
 
 	quotaRepo := repository.NewQuotaRepository(s.pool)
@@ -136,11 +138,14 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 	}
 
 	inputParams := map[string]interface{}{
-		"title":             initialTitle,
 		"prompt_rule_id":    req.PromptRuleID,
+		"task_name":         taskName,
 		"target_platform":   strings.TrimSpace(derefString(req.TargetPlatform)),
 		"enable_web_search": extractBool(extra, "enable_web_search"),
 	}
+	if generationMode := strings.TrimSpace(extractString(extra, "generation_mode")); generationMode != "" {
+		inputParams["generation_mode"] = generationMode
+	}
 	platformIDs := parsePlatformIDs(derefString(req.TargetPlatform))
 	if len(platformIDs) > 0 {
 		inputParams["target_platforms"] = platformIDs
@@ -150,7 +155,7 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 	}
 
 	inputJSON, _ := json.Marshal(inputParams)
-	wizardStateJSON, _ := mergeArticleWizardState(nil, initialTitle, platformIDs)
+	wizardStateJSON, _ := mergeArticleWizardState(nil, promptRuleGeneratingTitlePlaceholder, platformIDs)
 
 	tx, err := s.pool.Begin(ctx)
 	if err != nil {
@@ -195,7 +200,7 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 	var articleID int64
 	err = tx.QueryRow(ctx, `
 		INSERT INTO articles (tenant_id, source_type, prompt_rule_id, generate_status, publish_status, wizard_state_json)
-		VALUES ($1, 'prompt_rule', $2, 'generating', 'unpublished', $3)
+		VALUES ($1, 'custom_generation', $2, 'generating', 'unpublished', $3)
 		RETURNING id
 	`, actor.TenantID, req.PromptRuleID, wizardStateJSON).Scan(&articleID)
 	if err != nil {
@@ -211,7 +216,7 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 		TenantID:           actor.TenantID,
 		ArticleID:          &articleID,
 		QuotaReservationID: &reservationID,
-		TaskType:           "prompt_rule",
+		TaskType:           "custom_generation",
 		InputParamsJSON:    inputJSON,
 	})
 	if err != nil {
@@ -230,7 +235,7 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 		ReservationID: reservationID,
 		Prompt:        buildPromptRuleGenerationPrompt(rule, inputParams),
 		InputParams:   inputParams,
-		InitialTitle:  initialTitle,
+		InitialTitle:  promptRuleGeneratingTitlePlaceholder,
 		WebSearch: llm.WebSearchOptions{
 			Enabled: extractBool(extra, "enable_web_search"),
 		},
@@ -242,7 +247,7 @@ func (s *PromptRuleGenerationService) GenerateFromRule(ctx context.Context, req
 	}
 
 	if s.streamEnabled {
-		s.streams.Start(articleID, taskID, initialTitle)
+		s.streams.Start(articleID, taskID, promptRuleGeneratingTitlePlaceholder)
 	}
 
 	return &GenerateFromRuleResponse{ArticleID: articleID, TaskID: taskID}, nil
@@ -392,6 +397,10 @@ func (s *PromptRuleGenerationService) executeGeneration(ctx context.Context, job
 func (s *PromptRuleGenerationService) failGeneration(ctx context.Context, job promptRuleGenerationJob, title, stage string, genErr error) {
 	errMsg := formatGenerationFailure(stage, genErr)
 	now := time.Now()
+	failureTitle := strings.TrimSpace(extractString(job.InputParams, "task_name"))
+	if failureTitle == "" {
+		failureTitle = title
+	}
 
 	auditRepo := repository.NewAuditRepository(s.pool)
 	articleRepo := repository.NewArticleRepository(s.pool)
@@ -405,6 +414,14 @@ func (s *PromptRuleGenerationService) failGeneration(ctx context.Context, job pr
 		CompletedAt:  &now,
 	})
 	_ = articleRepo.UpdateArticleGenerateStatus(ctx, job.ArticleID, job.TenantID, "failed")
+	if failureTitle != "" {
+		_, _ = s.pool.Exec(ctx, `
+			UPDATE articles
+			SET wizard_state_json = jsonb_set(COALESCE(wizard_state_json, '{}'::jsonb), '{title}', to_jsonb($1::text), true),
+			    updated_at = NOW()
+			WHERE id = $2 AND tenant_id = $3
+		`, failureTitle, job.ArticleID, job.TenantID)
+	}
 
 	balance, balanceErr := quotaRepo.GetCurrentBalance(ctx, job.TenantID, "article_generation")
 	if balanceErr == nil {
@@ -426,7 +443,7 @@ func (s *PromptRuleGenerationService) failGeneration(ctx context.Context, job pr
 	_ = quotaRepo.RefundReservation(ctx, job.ReservationID, job.TenantID)
 
 	if s.streamEnabled {
-		s.streams.Fail(job.ArticleID, job.TaskID, title, errMsg)
+		s.streams.Fail(job.ArticleID, job.TaskID, failureTitle, errMsg)
 	}
 }
 
@@ -434,8 +451,8 @@ func buildPromptRuleGenerationPrompt(rule *promptRuleGenerationRecord, params ma
 	sections := []string{strings.TrimSpace(rule.PromptContent)}
 
 	var supplements []string
-	if title := strings.TrimSpace(extractString(params, "title")); title != "" {
-		supplements = append(supplements, "任务名称："+title)
+	if taskName := strings.TrimSpace(extractString(params, "task_name")); taskName != "" {
+		supplements = append(supplements, "任务名称："+taskName)
 	}
 	if rule.Scene != nil && strings.TrimSpace(*rule.Scene) != "" {
 		supplements = append(supplements, "适用场景："+strings.TrimSpace(*rule.Scene))
@@ -454,7 +471,7 @@ func buildPromptRuleGenerationPrompt(rule *promptRuleGenerationRecord, params ma
 		sections = append(sections, "补充要求：\n- "+strings.Join(supplements, "\n- "))
 	}
 
-	sections = append(sections, "输出要求：\n1. 直接输出完整可发布的中文 Markdown 文章。\n2. 标题使用一级标题。\n3. 不要输出你的思考过程、解释或致歉。")
+	sections = append(sections, "输出要求：\n1. 直接输出完整可发布的中文 Markdown 文章。\n2. 标题使用一级标题，并由 AI 根据正文内容自行生成，不要直接复用任务名称。\n3. 不要输出你的思考过程、解释或致歉。")
 	return strings.Join(sections, "\n\n")
 }
 
diff --git a/server/internal/tenant/app/schedule_task_service.go b/server/internal/tenant/app/schedule_task_service.go
index 5dd6c19..6dec6db 100644
--- a/server/internal/tenant/app/schedule_task_service.go
+++ b/server/internal/tenant/app/schedule_task_service.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
+	"time"
 
 	"github.com/jackc/pgx/v5/pgxpool"
 
@@ -52,8 +53,11 @@ type ScheduleTaskResponse struct {
 type ScheduleTaskListParams struct {
 	PromptRuleID *int64  `json:"prompt_rule_id"`
 	Status       *string `json:"status"`
-	Page         int     `json:"page"`
-	PageSize     int     `json:"page_size"`
+	Keyword      *string `json:"keyword"`
+	CreatedFrom  *time.Time
+	CreatedTo    *time.Time
+	Page         int `json:"page"`
+	PageSize     int `json:"page_size"`
 }
 
 type ScheduleTaskListResponse struct {
@@ -81,7 +85,10 @@ func (s *ScheduleTaskService) List(ctx context.Context, params ScheduleTaskListP
 		WHERE tenant_id = $1 AND deleted_at IS NULL
 		  AND ($2::bigint IS NULL OR prompt_rule_id = $2)
 		  AND ($3::text IS NULL OR status = $3)
-	`, actor.TenantID, params.PromptRuleID, params.Status).Scan(&total)
+		  AND ($4::text IS NULL OR name ILIKE '%' || $4 || '%')
+		  AND ($5::timestamptz IS NULL OR created_at >= $5)
+		  AND ($6::timestamptz IS NULL OR created_at <= $6)
+	`, actor.TenantID, params.PromptRuleID, params.Status, params.Keyword, params.CreatedFrom, params.CreatedTo).Scan(&total)
 	if err != nil {
 		return nil, response.ErrInternal(50010, "count_failed", "failed to count schedule tasks")
 	}
@@ -98,9 +105,12 @@ func (s *ScheduleTaskService) List(ctx context.Context, params ScheduleTaskListP
 		WHERE st.tenant_id = $1 AND st.deleted_at IS NULL
 		  AND ($2::bigint IS NULL OR st.prompt_rule_id = $2)
 		  AND ($3::text IS NULL OR st.status = $3)
+		  AND ($4::text IS NULL OR st.name ILIKE '%' || $4 || '%')
+		  AND ($5::timestamptz IS NULL OR st.created_at >= $5)
+		  AND ($6::timestamptz IS NULL OR st.created_at <= $6)
 		ORDER BY st.created_at DESC
-		LIMIT $4 OFFSET $5
-	`, actor.TenantID, params.PromptRuleID, params.Status, params.PageSize, offset)
+		LIMIT $7 OFFSET $8
+	`, actor.TenantID, params.PromptRuleID, params.Status, params.Keyword, params.CreatedFrom, params.CreatedTo, params.PageSize, offset)
 	if err != nil {
 		return nil, response.ErrInternal(50010, "query_failed", "failed to list schedule tasks")
 	}
diff --git a/server/internal/tenant/repository/generated/brand.sql.go b/server/internal/tenant/repository/generated/brand.sql.go
index 65aa700..e104478 100644
--- a/server/internal/tenant/repository/generated/brand.sql.go
+++ b/server/internal/tenant/repository/generated/brand.sql.go
@@ -345,47 +345,6 @@ func (q *Queries) ListKeywords(ctx context.Context, arg ListKeywordsParams) ([]L
 	return items, nil
 }
 
-const listQuestionVersions = `-- name: ListQuestionVersions :many
-SELECT v.id, v.question_id, v.question_text, v.question_hash, v.version_no, v.is_active, v.created_at
-FROM brand_question_versions v
-JOIN brand_questions q ON q.id = v.question_id
-WHERE q.brand_id = $1 AND q.tenant_id = $2
-ORDER BY v.created_at DESC
-`
-
-type ListQuestionVersionsParams struct {
-	BrandID  int64 `json:"brand_id"`
-	TenantID int64 `json:"tenant_id"`
-}
-
-func (q *Queries) ListQuestionVersions(ctx context.Context, arg ListQuestionVersionsParams) ([]BrandQuestionVersion, error) {
-	rows, err := q.db.Query(ctx, listQuestionVersions, arg.BrandID, arg.TenantID)
-	if err != nil {
-		return nil, err
-	}
-	defer rows.Close()
-	var items []BrandQuestionVersion
-	for rows.Next() {
-		var i BrandQuestionVersion
-		if err := rows.Scan(
-			&i.ID,
-			&i.QuestionID,
-			&i.QuestionText,
-			&i.QuestionHash,
-			&i.VersionNo,
-			&i.IsActive,
-			&i.CreatedAt,
-		); err != nil {
-			return nil, err
-		}
-		items = append(items, i)
-	}
-	if err := rows.Err(); err != nil {
-		return nil, err
-	}
-	return items, nil
-}
-
 const listQuestions = `-- name: ListQuestions :many
 SELECT q.id, q.tenant_id, q.brand_id, q.keyword_id, q.current_version_id, q.status, q.created_at,
        v.question_text, v.version_no
diff --git a/server/internal/tenant/repository/generated/models.go b/server/internal/tenant/repository/generated/models.go
index dd56bdc..0740a84 100644
--- a/server/internal/tenant/repository/generated/models.go
+++ b/server/internal/tenant/repository/generated/models.go
@@ -79,6 +79,7 @@ type Brand struct {
 	CreatedAt   pgtype.Timestamptz `json:"created_at"`
 	UpdatedAt   pgtype.Timestamptz `json:"updated_at"`
 	DeletedAt   pgtype.Timestamptz `json:"deleted_at"`
+	Website     pgtype.Text        `json:"website"`
 }
 
 type BrandKeyword struct {
diff --git a/server/internal/tenant/repository/generated/querier.go b/server/internal/tenant/repository/generated/querier.go
index 7a21b8f..0e93190 100644
--- a/server/internal/tenant/repository/generated/querier.go
+++ b/server/internal/tenant/repository/generated/querier.go
@@ -61,7 +61,6 @@ type Querier interface {
 	// ============================================================
 	ListPromptRules(ctx context.Context, arg ListPromptRulesParams) ([]ListPromptRulesRow, error)
 	ListPromptRulesUngrouped(ctx context.Context, arg ListPromptRulesUngroupedParams) ([]ListPromptRulesUngroupedRow, error)
-	ListQuestionVersions(ctx context.Context, arg ListQuestionVersionsParams) ([]BrandQuestionVersion, error)
 	ListQuestions(ctx context.Context, arg ListQuestionsParams) ([]ListQuestionsRow, error)
 	ListScheduleTasks(ctx context.Context, arg ListScheduleTasksParams) ([]ListScheduleTasksRow, error)
 	ListTemplates(ctx context.Context, tenantID int64) ([]ListTemplatesRow, error)
diff --git a/server/internal/tenant/repository/queries/brand.sql b/server/internal/tenant/repository/queries/brand.sql
index 0a0040e..0825979 100644
--- a/server/internal/tenant/repository/queries/brand.sql
+++ b/server/internal/tenant/repository/queries/brand.sql
@@ -85,13 +85,6 @@ WHERE id = sqlc.arg(id) AND brand_id = sqlc.arg(brand_id) AND tenant_id = sqlc.a
 UPDATE brand_questions SET deleted_at = NOW(), updated_at = NOW()
 WHERE brand_id = sqlc.arg(brand_id) AND tenant_id = sqlc.arg(tenant_id) AND deleted_at IS NULL;
 
--- name: ListQuestionVersions :many
-SELECT v.id, v.question_id, v.question_text, v.question_hash, v.version_no, v.is_active, v.created_at
-FROM brand_question_versions v
-JOIN brand_questions q ON q.id = v.question_id
-WHERE q.brand_id = sqlc.arg(brand_id) AND q.tenant_id = sqlc.arg(tenant_id)
-ORDER BY v.created_at DESC;
-
 -- name: ListCompetitors :many
 SELECT id, tenant_id, brand_id, name, website, description, product_lines_json, created_at, updated_at
 FROM competitors
diff --git a/server/internal/tenant/transport/article_handler.go b/server/internal/tenant/transport/article_handler.go
index 23b5ab6..cf4dec4 100644
--- a/server/internal/tenant/transport/article_handler.go
+++ b/server/internal/tenant/transport/article_handler.go
@@ -50,6 +50,9 @@ func (h *ArticleHandler) List(c *gin.Context) {
 	if v := c.Query("source_type"); v != "" {
 		params.SourceType = &v
 	}
+	if v := c.Query("generation_mode"); v != "" {
+		params.GenerationMode = &v
+	}
 	if v := c.Query("template_id"); v != "" {
 		if id, err := strconv.ParseInt(v, 10, 64); err == nil {
 			params.TemplateID = &id
diff --git a/server/internal/tenant/transport/brand_handler.go b/server/internal/tenant/transport/brand_handler.go
index e2f7c1e..fbb9aa8 100644
--- a/server/internal/tenant/transport/brand_handler.go
+++ b/server/internal/tenant/transport/brand_handler.go
@@ -202,16 +202,6 @@ func (h *BrandHandler) DeleteQuestion(c *gin.Context) {
 	response.Success(c, nil)
 }
 
-func (h *BrandHandler) ListQuestionVersions(c *gin.Context) {
-	brandID, _ := strconv.ParseInt(c.Param("id"), 10, 64)
-	data, err := h.svc.ListQuestionVersions(c.Request.Context(), brandID)
-	if err != nil {
-		response.Error(c, err)
-		return
-	}
-	response.Success(c, data)
-}
-
 // Competitors
 func (h *BrandHandler) ListCompetitors(c *gin.Context) {
 	brandID, _ := strconv.ParseInt(c.Param("id"), 10, 64)
diff --git a/server/internal/tenant/transport/instant_task_handler.go b/server/internal/tenant/transport/instant_task_handler.go
new file mode 100644
index 0000000..92f3833
--- /dev/null
+++ b/server/internal/tenant/transport/instant_task_handler.go
@@ -0,0 +1,71 @@
+package transport
+
+import (
+	"strconv"
+	"time"
+
+	"github.com/gin-gonic/gin"
+
+	"github.com/geo-platform/tenant-api/internal/bootstrap"
+	"github.com/geo-platform/tenant-api/internal/shared/response"
+	"github.com/geo-platform/tenant-api/internal/tenant/app"
+)
+
+type InstantTaskHandler struct {
+	svc *app.InstantTaskService
+}
+
+func NewInstantTaskHandler(a *bootstrap.App) *InstantTaskHandler {
+	return &InstantTaskHandler{svc: app.NewInstantTaskService(a.DB)}
+}
+
+func (h *InstantTaskHandler) List(c *gin.Context) {
+	params := app.InstantTaskListParams{
+		Page:     1,
+		PageSize: 20,
+	}
+	if v := c.Query("page"); v != "" {
+		if p, err := strconv.Atoi(v); err == nil {
+			params.Page = p
+		}
+	}
+	if v := c.Query("page_size"); v != "" {
+		if ps, err := strconv.Atoi(v); err == nil {
+			params.PageSize = ps
+		}
+	}
+	if v := c.Query("prompt_rule_id"); v != "" {
+		if rid, err := strconv.ParseInt(v, 10, 64); err == nil {
+			params.PromptRuleID = &rid
+		}
+	}
+	if v := c.Query("status"); v != "" {
+		params.Status = &v
+	}
+	if v := c.Query("keyword"); v != "" {
+		params.Keyword = &v
+	}
+	if v := c.Query("created_from"); v != "" {
+		parsed, err := time.Parse(time.RFC3339, v)
+		if err != nil {
+			response.Error(c, response.ErrBadRequest(40014, "invalid_created_from", "created_from must be RFC3339"))
+			return
+		}
+		params.CreatedFrom = &parsed
+	}
+	if v := c.Query("created_to"); v != "" {
+		parsed, err := time.Parse(time.RFC3339, v)
+		if err != nil {
+			response.Error(c, response.ErrBadRequest(40015, "invalid_created_to", "created_to must be RFC3339"))
+			return
+		}
+		params.CreatedTo = &parsed
+	}
+
+	data, err := h.svc.List(c.Request.Context(), params)
+	if err != nil {
+		response.Error(c, err)
+		return
+	}
+	response.Success(c, data)
+}
diff --git a/server/internal/tenant/transport/router.go b/server/internal/tenant/transport/router.go
index 3ec9b71..d9c5e0c 100644
--- a/server/internal/tenant/transport/router.go
+++ b/server/internal/tenant/transport/router.go
@@ -64,7 +64,6 @@ func RegisterRoutes(app *bootstrap.App) {
 	brands.POST("/:id/questions", brandHandler.CreateQuestion)
 	brands.PUT("/:id/questions/:qid", brandHandler.UpdateQuestion)
 	brands.DELETE("/:id/questions/:qid", brandHandler.DeleteQuestion)
-	brands.GET("/:id/question-versions", brandHandler.ListQuestionVersions)
 	brands.GET("/:id/competitors", brandHandler.ListCompetitors)
 	brands.POST("/:id/competitors", brandHandler.CreateCompetitor)
 	brands.PUT("/:id/competitors/:cid", brandHandler.UpdateCompetitor)
@@ -95,4 +94,8 @@ func RegisterRoutes(app *bootstrap.App) {
 	schedules.PUT("/:id", schHandler.Update)
 	schedules.DELETE("/:id", schHandler.Delete)
 	schedules.PUT("/:id/status", schHandler.ToggleStatus)
+
+	instantTasks := protected.Group("/tenant/instant-tasks")
+	instHandler := NewInstantTaskHandler(app)
+	instantTasks.GET("", instHandler.List)
 }
diff --git a/server/internal/tenant/transport/schedule_task_handler.go b/server/internal/tenant/transport/schedule_task_handler.go
index ccbdd2c..85d020b 100644
--- a/server/internal/tenant/transport/schedule_task_handler.go
+++ b/server/internal/tenant/transport/schedule_task_handler.go
@@ -2,6 +2,7 @@ package transport
 
 import (
 	"strconv"
+	"time"
 
 	"github.com/gin-gonic/gin"
 
@@ -41,6 +42,25 @@ func (h *ScheduleTaskHandler) List(c *gin.Context) {
 	if v := c.Query("status"); v != "" {
 		params.Status = &v
 	}
+	if v := c.Query("keyword"); v != "" {
+		params.Keyword = &v
+	}
+	if v := c.Query("created_from"); v != "" {
+		parsed, err := time.Parse(time.RFC3339, v)
+		if err != nil {
+			response.Error(c, response.ErrBadRequest(40014, "invalid_created_from", "created_from must be RFC3339"))
+			return
+		}
+		params.CreatedFrom = &parsed
+	}
+	if v := c.Query("created_to"); v != "" {
+		parsed, err := time.Parse(time.RFC3339, v)
+		if err != nil {
+			response.Error(c, response.ErrBadRequest(40015, "invalid_created_to", "created_to must be RFC3339"))
+			return
+		}
+		params.CreatedTo = &parsed
+	}
 
 	data, err := h.svc.List(c.Request.Context(), params)
 	if err != nil {
diff --git a/server/migrations/20260402120000_rename_prompt_rule_source_type_to_custom_generation.down.sql b/server/migrations/20260402120000_rename_prompt_rule_source_type_to_custom_generation.down.sql
new file mode 100644
index 0000000..0948afc
--- /dev/null
+++ b/server/migrations/20260402120000_rename_prompt_rule_source_type_to_custom_generation.down.sql
@@ -0,0 +1,7 @@
+UPDATE articles
+SET source_type = 'prompt_rule'
+WHERE source_type = 'custom_generation';
+
+UPDATE generation_tasks
+SET task_type = 'prompt_rule'
+WHERE task_type = 'custom_generation';
diff --git a/server/migrations/20260402120000_rename_prompt_rule_source_type_to_custom_generation.up.sql b/server/migrations/20260402120000_rename_prompt_rule_source_type_to_custom_generation.up.sql
new file mode 100644
index 0000000..31a64aa
--- /dev/null
+++ b/server/migrations/20260402120000_rename_prompt_rule_source_type_to_custom_generation.up.sql
@@ -0,0 +1,7 @@
+UPDATE articles
+SET source_type = 'custom_generation'
+WHERE source_type = 'prompt_rule';
+
+UPDATE generation_tasks
+SET task_type = 'custom_generation'
+WHERE task_type = 'prompt_rule';