V3.3 AI主管自动开工：新建项目必选AI主管+多选干活团队，创建即自动跑起来

- 新建项目必填 AI 主管（manager_worker_id）+ 干活团队（project_team_workers 多选，默认AI牛/AI马），均可随时更换
- 创建后立即自动开工：AI主管WBS拆解→轮询分派团队→DAG自动执行→全程监控（autostart.py）
- 失败任务由AI主管诊断原因并修订指令重试（最多2次），全程记入 project_logs 动态
- 项目页新增「AI主管动态」面板：状态/最新动态/主管与团队/动态流水，运行中每3秒自动刷新看板
- 支持手动「🚀 AI主管开工」：已有任务跳过规划直接执行存量；换主管/团队后按新配置生效
- 收工自动汇总完成数/失败数/待审核数/总成本，触发交付体系通知送达者
- 老库自动迁移：projects 新增 manager_worker_id/auto_status 等列 + project_team_workers/project_logs 表

db.py

@@ -23,10 +23,23 @@ CREATE TABLE IF NOT EXISTS projects (
     workspace_dir TEXT DEFAULT '',         -- 项目工作目录（相对 data/ 的目录名）
     demo_url TEXT DEFAULT '',              -- 网页交付物 Demo 访问地址
     delivered_at INTEGER,                  -- 最近一次交付/送达时间
+    manager_worker_id INTEGER,             -- V3.3 AI 主管 Worker id（负责拆解/派活/监控）
+    auto_status TEXT DEFAULT 'none',       -- V3.3 自动开工状态 none/running/done/failed
+    auto_message TEXT DEFAULT '',          -- V3.3 自动开工最新动态
+    auto_started_at INTEGER,               -- V3.3 最近一次自动开工时间
+    auto_finished_at INTEGER,              -- V3.3 最近一次自动收尾时间
     created_at INTEGER,
     updated_at INTEGER
 );
 
+-- V3.3 项目干活团队：AI 主管支配的多个 Worker
+CREATE TABLE IF NOT EXISTS project_team_workers (
+    project_id INTEGER NOT NULL,
+    worker_id INTEGER NOT NULL,
+    created_at INTEGER,
+    PRIMARY KEY (project_id, worker_id)
+);
+
 CREATE TABLE IF NOT EXISTS workers (
     id INTEGER PRIMARY KEY AUTOINCREMENT,
     name TEXT NOT NULL,
@@ -73,6 +86,15 @@ CREATE TABLE IF NOT EXISTS task_logs (
     created_at INTEGER
 );
 
+-- V3.3 AI 主管项目级动态（拆解/派活/监控/诊断重试）
+CREATE TABLE IF NOT EXISTS project_logs (
+    id INTEGER PRIMARY KEY AUTOINCREMENT,
+    project_id INTEGER NOT NULL,
+    level TEXT DEFAULT 'info',
+    message TEXT DEFAULT '',
+    created_at INTEGER
+);
+
 CREATE TABLE IF NOT EXISTS cost_records (
     id INTEGER PRIMARY KEY AUTOINCREMENT,
     task_id INTEGER,
@@ -396,6 +418,29 @@ def _migrate():
     # V3.2：projects 送达者改为用户 id（实时取邮箱）
     if 'deliver_user_id' not in pcols:
         conn.execute('ALTER TABLE projects ADD COLUMN deliver_user_id INTEGER')
+    # V3.3：projects AI 主管 + 自动开工状态
+    for col, ddl in (
+        ('manager_worker_id', 'ALTER TABLE projects ADD COLUMN manager_worker_id INTEGER'),
+        ('auto_status', "ALTER TABLE projects ADD COLUMN auto_status TEXT DEFAULT 'none'"),
+        ('auto_message', "ALTER TABLE projects ADD COLUMN auto_message TEXT DEFAULT ''"),
+        ('auto_started_at', 'ALTER TABLE projects ADD COLUMN auto_started_at INTEGER'),
+        ('auto_finished_at', 'ALTER TABLE projects ADD COLUMN auto_finished_at INTEGER'),
+    ):
+        if col not in pcols:
+            conn.execute(ddl)
+    conn.execute('''CREATE TABLE IF NOT EXISTS project_team_workers (
+        project_id INTEGER NOT NULL,
+        worker_id INTEGER NOT NULL,
+        created_at INTEGER,
+        PRIMARY KEY (project_id, worker_id)
+    )''')
+    conn.execute('''CREATE TABLE IF NOT EXISTS project_logs (
+        id INTEGER PRIMARY KEY AUTOINCREMENT,
+        project_id INTEGER NOT NULL,
+        level TEXT DEFAULT 'info',
+        message TEXT DEFAULT '',
+        created_at INTEGER
+    )''')
     # V3.2：users 邮箱列 + 存量用户默认邮箱 + 旧项目按邮箱回填送达者用户
     ucols = {r['name'] for r in conn.execute('PRAGMA table_info(users)')}
     if 'email' not in ucols: