feat(admin-web): AIPrewarm 分组展示 + 每行触发 + AppType 联合类型

1. AIPrewarm.tsx:
   - areaToAppType(area) helper · area='all' → app2_finance · 其他 → app2a_finance_area
   - handleRunOne / handleBackfillMissing 按 area 动态选 app_type
   - MissingRowWithGroup 含 __group_header 字段
   - groupedMissing 数据构造（全域 + 区域两组 · 每组前插 header 行）
   - 每列 onCell colSpan 合并单元格实现"全域 / 区域"分组标题行
   - Descriptions 加全域 8/X + 区域 64/X 双段统计

2. api/adminAI.ts:
   - 新增 AppType 联合类型（9 项，含 app2a_finance_area）
   - runApp 签名 appType: AppType（替代原 string）
   - RunAppResponse.app_type 同步为 AppType

3. AIOperations.tsx:
   - runAppType state 类型改为 AppType | undefined
   - import { AppType } type

实测：
- pnpm tsc --noEmit 全项目通过
- playwright E2E 访问 /ai/prewarm 显示 "全域 8/8 · 区域 63/64" 分段统计
  分组标题行正确合并 · 单独生成按钮按 area 路由到正确 app_type

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

apps/admin-web/src/api/adminAI.ts

@@ -7,6 +7,32 @@
 
 import { apiClient } from "./client";
 
+// ---- 公共类型 ----
+
+/**
+ * AI APP 类型联合（与后端 `CacheTypeEnum` / `_SUPPORTED_APP_TYPES` 同步）。
+ *
+ * - app1_chat          · 小程序聊天（无缓存）
+ * - app2_finance       · 全域财务洞察（area = 'all'，8 组合）
+ * - app2a_finance_area · 区域财务洞察（area != 'all'，64 组合，2026-04-23 新增）
+ * - app3_clue          · 客户线索分析
+ * - app4_analysis      · 助教关系分析
+ * - app5_tactics       · 话术参考
+ * - app6_note_analysis · 备注分析
+ * - app7_customer_analysis · 客户综合分析
+ * - app8_clue_consolidated · 线索整合
+ */
+export type AppType =
+  | "app1_chat"
+  | "app2_finance"
+  | "app2a_finance_area"
+  | "app3_clue"
+  | "app4_analysis"
+  | "app5_tactics"
+  | "app6_note_analysis"
+  | "app7_customer_analysis"
+  | "app8_clue_consolidated";
+
 // ---- 类型定义 ----
 
 // Dashboard
@@ -201,9 +227,16 @@ export interface AlertActionResponse {
 // ---- API 调用 ----
 
 // Dashboard
-export async function getDashboard(siteId?: number): Promise<DashboardResponse> {
+export interface DashboardQuery {
+  site_id?: number;
+  range_days?: number;               // 1 / 3 / 7 / 10
+  date_from?: string;                // YYYY-MM-DD（与 date_to 成对）
+  date_to?: string;
+}
+
+export async function getDashboard(query?: DashboardQuery): Promise<DashboardResponse> {
   const { data } = await apiClient.get<DashboardResponse>("/admin/ai/dashboard", {
-    params: siteId != null ? { site_id: siteId } : undefined,
+    params: query,
   });
   return data;
 }
@@ -275,3 +308,101 @@ export async function ignoreAlert(id: number): Promise<AlertActionResponse> {
   const { data } = await apiClient.post<AlertActionResponse>(`/admin/ai/alerts/${id}/ignore`);
   return data;
 }
+
+// 按需单 App 执行
+export interface RunAppRequest {
+  site_id: number;
+  member_id?: number;
+  assistant_id?: number;
+  time_dimension?: string;
+  area?: string;
+  note_content?: string;
+  noted_by_name?: string;
+  noted_by_created_at?: string;
+}
+
+export interface RunAppResponse {
+  app_type: AppType;
+  success: boolean;
+  result: Record<string, unknown> | null;
+  error: string | null;
+}
+
+export async function runApp(appType: AppType, body: RunAppRequest): Promise<RunAppResponse> {
+  const { data } = await apiClient.post<RunAppResponse>(`/admin/ai/run/${appType}`, body);
+  return data;
+}
+
+// ---- 触发器管理（biz.trigger_jobs）----
+
+export interface TriggerItem {
+  id: number;
+  job_name: string;
+  job_type: string;
+  trigger_condition: string;       // event / cron / interval
+  trigger_config: Record<string, unknown>;
+  status: string;                  // enabled / disabled
+  description: string | null;
+  last_run_at: string | null;
+  next_run_at: string | null;
+  last_error: string | null;
+}
+
+export interface TriggerUpdateRequest {
+  status?: string;                 // enabled / disabled
+  cron_expression?: string;
+  description?: string;
+}
+
+export async function listTriggers(): Promise<TriggerItem[]> {
+  const { data } = await apiClient.get<TriggerItem[]>("/admin/ai/triggers");
+  return data;
+}
+
+export async function updateTrigger(id: number, body: TriggerUpdateRequest): Promise<TriggerItem> {
+  const { data } = await apiClient.patch<TriggerItem>(`/admin/ai/triggers/${id}`, body);
+  return data;
+}
+
+// ---- 预热进度（app2_finance 72 组合）----
+
+export interface PrewarmMissingItem {
+  target_id: string;
+  time_dimension: string;
+  area: string;
+}
+
+export interface PrewarmProgressResponse {
+  total: number;
+  done: number;
+  missing: PrewarmMissingItem[];
+  last_updated: string | null;
+}
+
+export async function getPrewarmProgress(siteId: number): Promise<PrewarmProgressResponse> {
+  const { data } = await apiClient.get<PrewarmProgressResponse>("/admin/ai/prewarm/progress", {
+    params: { site_id: siteId },
+  });
+  return data;
+}
+
+// ---- 手动触发事件链（越过去重）----
+
+export interface ManualTriggerRequest {
+  event_type: string;              // consumption / dws_completed / note_created / task_assigned
+  site_id: number;
+  member_id?: number;
+  assistant_id?: number;
+  payload?: Record<string, unknown>;
+  is_forced?: boolean;
+}
+
+export interface ManualTriggerResponse {
+  trigger_job_id: number;
+  status: string;
+}
+
+export async function triggerEvent(body: ManualTriggerRequest): Promise<ManualTriggerResponse> {
+  const { data } = await apiClient.post<ManualTriggerResponse>("/admin/ai/trigger-event", body);
+  return data;
+}