排查飞书机器人重复回复问题」 note: wait must be 18
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AGENTS.md
69
AGENTS.md
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@ -16,7 +16,12 @@
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3. **数据库规范**：使用 SQLAlchemy 2.0，所有模型继承 Base 基类，必须包含 `tenant_id` 字段，所有查询必须自动过滤 `tenant_id`（使用依赖注入实现）。
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4. **AI 能力规范**：所有 AI 能力必须封装在独立的 service 层，使用 LangChain 实现，Prompt 放在 `./backend/app/config/ai_prompts.py` 独立管理，禁止硬编码。
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4. **AI 能力规范**：
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- 所有 AI 能力必须封装在独立的 service 层
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- AI 能力通过 OpenClaw 路由层调用
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- 路由规则参考 `backend/.openclaw/pmflow-routing-rules.json`
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- Prompt 放在 `./backend/app/config/ai_prompts.py` 独立管理
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- 禁止直接硬编码模型名称
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5. **AI 调用规范**：所有 AI 调用必须：
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- 记录日志到 `ai_call_logs` 表
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@ -98,12 +103,37 @@ frontend/ # React 前端
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- 飞书回调字段可能缺失文件名/大小，仅保证 `attachment_id/key/type` 可用
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- `agents.defaults.timeoutSeconds` 在 OpenClaw 网关行为未验证，当前以 `LLM_REQUEST_TIMEOUT` 环境变量为准
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- World Model 每次全量构建，高负载场景下存在性能风险，暂未缓存，改动前需评估影响
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- World Model 静态层已接入 Redis 缓存（key: `wm:static:{tenant_id}:{project_id}`，TTL 600s）
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- 写操作后主动 invalidate，动态层不缓存
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## 12. 前端组件约束
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- `ui/` 目录下组件禁止修改，仅使用
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- `sstc/` 目录下组件已模块化拆分，修改前必须执行 `FIND_USAGE`
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- `frontend/src/components/sstc/` 目录已模块化拆分，新增文件与职责如下：
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- `SSTCCharterStagePanel.tsx`：宪章阶段主面板（内容编辑、版本/状态展示）
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- `SSTCExecutionBoardPanel.tsx`：执行看板阶段主面板（执行视图聚合）
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- `SSTCReleaseCreateDialog.tsx`：发布创建弹窗
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- `SSTCReleaseStagePanel.tsx`：发布阶段主面板（发布列表与校验项）
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- `SSTCReviewCreateDialog.tsx`：复盘创建弹窗
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- `SSTCReviewStagePanel.tsx`：复盘阶段主面板（复盘内容与改进项）
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- `SSTCSignalStagePanel.tsx`：信号阶段主面板（信号录入/状态流转）
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- `SSTCTaskCreateDialog.tsx`：任务创建弹窗
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- `SSTCTaskStagePanel.tsx`：任务阶段主面板（任务列表、筛选、状态流转）
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- `sstcUtils.ts`：SSTC 跨阶段工具函数与转换逻辑
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- `useSSTCWorkspaceOrchestration.ts`：SSTC 工作区编排 Hook（状态聚合、事件编排、数据装配）
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- 修改前必须执行 `FIND_USAGE` 的组件/模块清单（强制）：
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- `SSTCWorkspace.tsx`
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- `useSSTCWorkspaceOrchestration.ts`
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- `sstcUtils.ts`
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- `SSTCCharterStagePanel.tsx`
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- `SSTCSignalStagePanel.tsx`
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- `SSTCTaskStagePanel.tsx`
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- `SSTCExecutionBoardPanel.tsx`
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- `SSTCReleaseStagePanel.tsx`
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- `SSTCReviewStagePanel.tsx`
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- `SSTCReleaseCreateDialog.tsx`
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- `SSTCReviewCreateDialog.tsx`
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- `SSTCTaskCreateDialog.tsx`
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- 新增业务组件放入对应功能目录，禁止在 `pages/` 内写内联组件
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- 样式只用 Tailwind utility class，禁止内联 `style`
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@ -112,3 +142,36 @@ frontend/ # React 前端
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- 后端改动：`python -m py_compile` 通过 + 相关单测通过
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- 前端改动：`npm run build` 通过 + `tsc --noEmit` 零错误
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- 新增接口：必须在 `backend/tests/` 补充对应单测
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## 14. 文档同步规则（强制）
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每次任务完成后，若以下内容发生变化，必须同步更新 `CLAUDE.md` 对应章节：
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- 新增/删除/重命名文件或目录
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→ 更新第3-5节目录结构
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- 新增/修改服务边界或禁止操作
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→ 更新第8节服务边界约束
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- 新增已知 `BOUNDARY` 或 `ASSUMPTION`
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→ 更新第11节已知 `BOUNDARY`
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- 新增/修改 API 接口
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→ 更新第9节参考模式
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文档更新必须在 `[Task:Done]` 之前完成。
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未更新文档的任务视为未完成。
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## 15. 反迎合约束（强制）
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若检测到 Host 已预设方案倾向：
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- 必须先输出 `[CRITIQUE: 当前方案的根本性风险]`
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- 再输出执行路径
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若 Host 方案是次优解：
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- 必须声明 `[ALT: 更优方案]` + 理由
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- Host 确认坚持后方可执行
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## 16. Context 管理约定
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- 单任务涉及文件超过5个 → 拆分为独立子任务
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- 单任务预估改动超过200行 → 拆分执行
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- 发生 context 不足时 → 停止并输出已完成部分
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声明 `[CONTEXT: LIMIT]`，不要截断输出
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59
CLAUDE.md
59
CLAUDE.md
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@ -62,6 +62,41 @@ frontend/
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└── vite.config.ts
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```
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### 5.1 `frontend/src/components/sstc/` 目录说明（模块化拆分后）
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- `SSTCWorkspace.tsx`：SSTC 工作区主容器（组装各阶段组件）
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- `useSSTCWorkspaceOrchestration.ts`：工作区编排 Hook（状态聚合、请求编排、事件路由）
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- `sstcUtils.ts`：SSTC 工具函数（数据转换、状态判断、通用 helper）
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- `SSTCSignalStagePanel.tsx`：信号阶段面板
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- `SSTCCharterStagePanel.tsx`：宪章阶段面板
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- `SSTCTaskStagePanel.tsx`：任务阶段面板
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- `SSTCExecutionBoardPanel.tsx`：执行看板阶段面板
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- `SSTCReleaseStagePanel.tsx`：发布阶段面板
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- `SSTCReviewStagePanel.tsx`：复盘阶段面板
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- `SSTCTaskCreateDialog.tsx`：任务创建弹窗
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- `SSTCReleaseCreateDialog.tsx`：发布创建弹窗
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- `SSTCReviewCreateDialog.tsx`：复盘创建弹窗
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- `AIVisibilityPanel.tsx`：AI 可视化信息面板
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- `SSTCGlobalHeader.tsx`：SSTC 全局头部
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- `SSTCStageNav.tsx`：阶段导航
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- `SSTCChainView.tsx`：链路视图
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- `SSTCRiskFloatPanel.tsx`：风险浮层
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- `SignalContentHoverCard.tsx`：信号内容悬浮卡片
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- `charterModules.ts`：宪章模块配置与映射
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### 5.2 修改前必须执行 `FIND_USAGE` 的 SSTC 组件清单
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- `SSTCWorkspace.tsx`
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- `useSSTCWorkspaceOrchestration.ts`
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- `sstcUtils.ts`
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- `SSTCCharterStagePanel.tsx`
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- `SSTCSignalStagePanel.tsx`
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- `SSTCTaskStagePanel.tsx`
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- `SSTCExecutionBoardPanel.tsx`
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- `SSTCReleaseStagePanel.tsx`
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- `SSTCReviewStagePanel.tsx`
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- `SSTCReleaseCreateDialog.tsx`
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- `SSTCReviewCreateDialog.tsx`
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- `SSTCTaskCreateDialog.tsx`
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## 6. 运行命令（高频）
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### 根目录
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```bash
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@ -87,3 +122,27 @@ uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
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- 规则变更：只改 `AGENTS.md`
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- 结构变更：同步改 `CLAUDE.md`
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- API/契约变更：后端 `schemas` + 前端 `types` 同步更新
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## 8. 服务边界约束（禁止越界）
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- 数据库写操作必须通过 Alembic migration，禁止直接 `ALTER TABLE`
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- 新增接口必须遵循响应包络：`{code, message, data}`，不得裸返回
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- 禁止在 API 层写业务逻辑，业务逻辑归属 `services/`
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- 禁止在前端组件内直接调用 `fetch`，必须通过 `frontend/src/api/` 封装层
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- 前端状态管理：服务端数据用 React Query，本地 UI 状态用 `useState`
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## 9. 新增代码的参考模式
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- 新增后端接口：参考 `backend/app/api/sstc.py` 的结构
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- 新增前端 API 调用：参考 `frontend/src/api/sstc.ts`
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- 新增数据库表：参考 `alembic/versions/` 最新 migration
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- 新增飞书事件处理：参考 `backend/app/services/feishu_integration.py`
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## 10. 幂等与事务约束
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- 所有入站事件必须经过 `ingest_events` 幂等去重
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- 飞书回复必须经过 `feishu_reply_outbox`，禁止同步直接发送
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- 跨表写操作必须在同一个数据库事务内完成
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## 11. 已知 BOUNDARY（不要幻构行为）
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- 飞书回调字段可能缺失文件名/大小，仅保证 `attachment_id/key/type` 可用
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- `agents.defaults.timeoutSeconds` 在 OpenClaw 网关行为未验证，当前以 `LLM_REQUEST_TIMEOUT` 环境变量为准
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- World Model 静态层已接入 Redis 缓存（key: `wm:static:{tenant_id}:{project_id}`，TTL 600s）
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- 写操作后主动 invalidate，动态层不缓存
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@ -13,6 +13,7 @@ from sqlalchemy.ext.asyncio import AsyncSession
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from ..database import get_db
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from ..dependencies import get_current_user, get_tenant_id, require_roles
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from ..models import Project, ProjectSignalLink, Signal, Task, User
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from ..services.ai_pmo_kernel_service import AIPMOKernelService
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from ..services.context_cache import context_cache_service
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from ..utils.project_members import ensure_project_default_members
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from ..utils.sequence import ensure_project_id_sequence
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@ -227,6 +228,7 @@ async def create_project(
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await db.commit()
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await db.refresh(project)
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await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
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await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
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return _serialize_project_row(project)
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@ -256,6 +258,7 @@ async def update_project(
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await db.commit()
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await db.refresh(project)
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await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
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await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
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return _serialize_project_row(project)
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from ..database import get_db
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from ..dependencies import get_current_user, get_tenant_id, require_roles
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from ..models import SkillTag, User, UserSkillBinding
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from ..services.ai_pmo_kernel_service import AIPMOKernelService
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from ..services import skill_service
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from ..services.auth import has_any_role
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@ -235,6 +236,7 @@ async def bind_user_skill(
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)
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db.add(row)
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await db.commit()
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await AIPMOKernelService.invalidate_world_model_cache_for_user(db=db, tenant_id=tenant_id, user_id=user_id)
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return {"message": "Skill bound"}
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@ -285,6 +287,7 @@ async def update_user_skill(
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row.efficiency_score = body.efficiency_score
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row.updated_at = datetime.utcnow()
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await db.commit()
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await AIPMOKernelService.invalidate_world_model_cache_for_user(db=db, tenant_id=tenant_id, user_id=user_id)
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return {"message": "Skill updated"}
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@ -317,4 +320,5 @@ async def unbind_user_skill(
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await db.delete(row)
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await db.commit()
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await AIPMOKernelService.invalidate_world_model_cache_for_user(db=db, tenant_id=tenant_id, user_id=user_id)
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return {"message": "Skill unbound"}
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)
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from ..services.llm import llm_service
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from ..services.ai_service import AIService
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from ..services.ai_pmo_kernel_service import AIPMOKernelService
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from ..services.operation_log_service import log_operation
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from ..services.auth import has_any_role
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from ..services.skill_service import recommend_personnel
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@ -2382,6 +2383,7 @@ async def update_charter(
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)
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await db.commit()
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await db.refresh(new_node)
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await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=pid)
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_sync_pmflow_rag_async(
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tenant_id=tenant_id,
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record_type="charter",
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@ -2424,6 +2426,7 @@ async def update_charter(
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)
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await db.commit()
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await db.refresh(charter)
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await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=pid)
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_sync_pmflow_rag_async(
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tenant_id=tenant_id,
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record_type="charter",
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UserUpdate,
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)
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from ..services.auth import AuthService
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from ..services.ai_pmo_kernel_service import AIPMOKernelService
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from ..services.operation_log_service import log_operation
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from ..services import skill_service
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@ -211,6 +212,15 @@ async def _replace_user_projects(
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user_id: int,
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project_ids: list[int],
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) -> None:
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existing_rows = await db.execute(
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select(UserProject.project_id).where(
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and_(
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UserProject.tenant_id == tenant_id,
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UserProject.user_id == user_id,
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)
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)
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)
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existing_project_ids = {int(pid) for pid in existing_rows.scalars().all() if pid is not None}
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await db.execute(
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delete(UserProject).where(
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and_(
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@ -239,6 +249,10 @@ async def _replace_user_projects(
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cache_payload["invalidate_project_list"] = True
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cache_payload["user_ids"].add(int(user_id))
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affected_project_ids = sorted(existing_project_ids.union({int(pid) for pid in unique_project_ids}))
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for project_id in affected_project_ids:
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await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=project_id)
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async def _create_user_with_defaults(
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db: AsyncSession,
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@ -750,6 +764,11 @@ async def delete_user(
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)
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before_data = user.to_dict()
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await AIPMOKernelService.invalidate_world_model_cache_for_user(
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db=db,
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tenant_id=tenant_id,
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user_id=user_id,
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)
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await db.execute(
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delete(UserSkillBinding).where(
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and_(
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@ -842,6 +861,11 @@ async def bulk_delete_users(
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)
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continue
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await AIPMOKernelService.invalidate_world_model_cache_for_user(
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db=db,
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tenant_id=tenant_id,
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user_id=user_id,
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)
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await db.execute(
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delete(UserSkillBinding).where(
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and_(
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@ -0,0 +1,136 @@
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"""AI PMO World Model 类型契约。"""
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from __future__ import annotations
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from typing import Any, NotRequired, Optional, TypedDict
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class ProjectSnapshot(TypedDict):
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id: int
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name: str
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title: str
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description: str
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status: str
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owner_id: Optional[int]
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class ProjectDomainSnapshot(TypedDict):
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id: int
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name: str
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slug: str
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description: str
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owner_id: Optional[int]
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class PortfolioSummary(TypedDict):
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active_project_count: int
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focus_project_id: Optional[int]
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class BudgetSummary(TypedDict):
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budget_id: Optional[int]
|
||||
usage_ratio: float
|
||||
hard_limit_enabled: bool
|
||||
budget_type: NotRequired[str]
|
||||
period: NotRequired[str]
|
||||
budget_amount_usd: NotRequired[float]
|
||||
current_usage_usd: NotRequired[float]
|
||||
|
||||
|
||||
class CapacityItem(TypedDict):
|
||||
user_id: int
|
||||
current_assigned_hours: float
|
||||
max_available_hours_per_week: float
|
||||
workload_ratio: float
|
||||
|
||||
|
||||
class SkillGraphItem(TypedDict):
|
||||
user_id: int
|
||||
skill_tag_id: int
|
||||
proficiency_level: str
|
||||
quality_score: float
|
||||
efficiency_score: float
|
||||
|
||||
|
||||
class CharterItem(TypedDict):
|
||||
id: int
|
||||
title: str
|
||||
status: str
|
||||
content: dict[str, Any]
|
||||
|
||||
|
||||
class BlockedTask(TypedDict):
|
||||
id: int
|
||||
title: str
|
||||
|
||||
|
||||
class TaskSummary(TypedDict):
|
||||
total: int
|
||||
by_status: dict[str, int]
|
||||
overdue_count: int
|
||||
uncovered_skill_tag_ids: list[int]
|
||||
blocked_tasks: list[BlockedTask]
|
||||
required_skill_tag_ids: NotRequired[list[int]]
|
||||
|
||||
|
||||
class RiskSummary(TypedDict):
|
||||
open_risk_count: int
|
||||
|
||||
|
||||
class DependencySummary(TypedDict):
|
||||
pressure: str
|
||||
blocked_tasks: list[BlockedTask]
|
||||
overdue_count: int
|
||||
charter_ready: bool
|
||||
|
||||
|
||||
class RecentSignalItem(TypedDict):
|
||||
id: int
|
||||
title: str
|
||||
status: str
|
||||
signal_type: str
|
||||
|
||||
|
||||
class DecisionContextSnapshot(TypedDict):
|
||||
captured_at: str
|
||||
project_id: Optional[int]
|
||||
budget: BudgetSummary
|
||||
capacity: list[CapacityItem]
|
||||
skill_graph_size: int
|
||||
dependency_pressure: Optional[str]
|
||||
|
||||
|
||||
class WorldModel(TypedDict):
|
||||
sender: str
|
||||
resolved_project_id: Optional[int]
|
||||
project: Optional[ProjectSnapshot]
|
||||
project_domain: Optional[ProjectDomainSnapshot]
|
||||
portfolio: PortfolioSummary
|
||||
budget: BudgetSummary
|
||||
capacity: list[CapacityItem]
|
||||
member_count: int
|
||||
skill_graph: list[SkillGraphItem]
|
||||
charter: list[CharterItem]
|
||||
task_summary: TaskSummary
|
||||
risk_summary: RiskSummary
|
||||
dependencies: DependencySummary
|
||||
recent_signals: list[RecentSignalItem]
|
||||
decision_context_snapshot: DecisionContextSnapshot
|
||||
|
||||
|
||||
__all__ = [
|
||||
"ProjectSnapshot",
|
||||
"ProjectDomainSnapshot",
|
||||
"PortfolioSummary",
|
||||
"BudgetSummary",
|
||||
"CapacityItem",
|
||||
"SkillGraphItem",
|
||||
"CharterItem",
|
||||
"BlockedTask",
|
||||
"TaskSummary",
|
||||
"RiskSummary",
|
||||
"DependencySummary",
|
||||
"RecentSignalItem",
|
||||
"DecisionContextSnapshot",
|
||||
"WorldModel",
|
||||
]
|
||||
|
|
@ -2,6 +2,7 @@
|
|||
|
||||
from __future__ import annotations
|
||||
|
||||
import asyncio
|
||||
import hashlib
|
||||
import json
|
||||
import re
|
||||
|
|
@ -15,6 +16,7 @@ from sqlalchemy.exc import IntegrityError
|
|||
from sqlalchemy.ext.asyncio import AsyncSession
|
||||
|
||||
from ..core.logging import get_logger
|
||||
from ..database import AsyncSessionLocal
|
||||
from ..models import (
|
||||
AIProcessingLog,
|
||||
Budget,
|
||||
|
|
@ -36,10 +38,26 @@ from ..models import (
|
|||
UserWorkload,
|
||||
WorkItem,
|
||||
)
|
||||
from ..schemas.world_model import (
|
||||
BlockedTask,
|
||||
BudgetSummary,
|
||||
CapacityItem,
|
||||
CharterItem,
|
||||
DependencySummary,
|
||||
PortfolioSummary,
|
||||
ProjectDomainSnapshot,
|
||||
ProjectSnapshot,
|
||||
RecentSignalItem,
|
||||
RiskSummary,
|
||||
SkillGraphItem,
|
||||
TaskSummary,
|
||||
WorldModel,
|
||||
)
|
||||
from .adaptive_rag_service import AdaptiveRAGService
|
||||
from .ai_pmo_cadence_service import AIPMOCadenceService
|
||||
from .ai_steward import AIStewardService
|
||||
from .ai_pmo_review_service import AIPMOReviewService
|
||||
from .context_cache import ContextCacheService
|
||||
from .notification_service import NotificationService
|
||||
from .openclaw_commander_service import OpenClawCommanderService
|
||||
from .ai_pmo_domain_workflow import SignalSourceDomainWorkflow
|
||||
|
|
@ -103,6 +121,9 @@ POLICY_GATE_RULES: tuple[tuple[str, tuple[str, ...]], ...] = (
|
|||
("critical_path_change", ("关键路径", "里程碑改动", "影响多个项目", "跨项目依赖调整")),
|
||||
)
|
||||
|
||||
WORLD_MODEL_STATIC_CACHE_TTL_SECONDS = 10 * 60
|
||||
WORLD_MODEL_STATIC_CACHE_KEY_PREFIX = "wm:static"
|
||||
|
||||
|
||||
def _utc_now_naive() -> datetime:
|
||||
return datetime.now(timezone.utc).replace(tzinfo=None)
|
||||
|
|
@ -817,6 +838,7 @@ class AIPMOKernelService:
|
|||
def __init__(self, db: AsyncSession, tenant_id: int = 1) -> None:
|
||||
self.db = db
|
||||
self.tenant_id = int(tenant_id)
|
||||
self.context_cache = ContextCacheService()
|
||||
self.intent_resolver = IntentResolver()
|
||||
self.decision_engine = DecisionEngine()
|
||||
self.reply_renderer = ReplyRenderer()
|
||||
|
|
@ -923,11 +945,20 @@ class AIPMOKernelService:
|
|||
)
|
||||
|
||||
try:
|
||||
world_model = await self._build_world_model(
|
||||
world_model_query_tables: set[str] = set()
|
||||
project = await self._resolve_project(
|
||||
message_text=clean_text,
|
||||
sender=sender,
|
||||
project_hint_id=project_hint_id,
|
||||
query_tables=world_model_query_tables,
|
||||
)
|
||||
world_model = await self.build_world_model(
|
||||
tenant_id=self.tenant_id,
|
||||
project_id=_safe_int(getattr(project, "id", None)),
|
||||
sender=sender,
|
||||
project=project,
|
||||
pre_queried_tables=world_model_query_tables,
|
||||
)
|
||||
self._schedule_portfolio_snapshot_persist(world_model=world_model)
|
||||
work_item.state = STATE_MODELED
|
||||
work_item.context_snapshot = world_model
|
||||
intent = self.intent_resolver.resolve(
|
||||
|
|
@ -1239,30 +1270,87 @@ class AIPMOKernelService:
|
|||
await self.db.flush()
|
||||
return row
|
||||
|
||||
async def _build_world_model(
|
||||
async def build_world_model(
|
||||
self,
|
||||
*,
|
||||
message_text: str,
|
||||
sender: str,
|
||||
project_hint_id: Optional[int],
|
||||
) -> dict[str, Any]:
|
||||
project = await self._resolve_project(message_text=message_text, project_hint_id=project_hint_id)
|
||||
project_id = _safe_int(getattr(project, "id", None))
|
||||
portfolio_summary = await self._build_portfolio_summary(project_id=project_id)
|
||||
budget = await self._build_budget_summary(project_id=project_id)
|
||||
capacity = await self._build_capacity_summary(project_id=project_id)
|
||||
skill_graph = await self._build_skill_graph(project_id=project_id)
|
||||
charter = await self._build_charter_snapshot(project_id=project_id)
|
||||
task_summary = await self._build_task_summary(project_id=project_id)
|
||||
risk_summary = await self._build_risk_summary(project_id=project_id)
|
||||
domain = await self._build_project_domain_snapshot(project_id=project_id)
|
||||
dependencies = self._build_dependency_summary(charter=charter, task_summary=task_summary)
|
||||
recent_signals = await self._build_recent_signal_summary(project_id=project_id)
|
||||
tenant_id: int,
|
||||
project_id: Optional[int],
|
||||
sender: str = "",
|
||||
project: Optional[Project] = None,
|
||||
pre_queried_tables: Optional[set[str]] = None,
|
||||
) -> WorldModel:
|
||||
if int(tenant_id) != int(self.tenant_id):
|
||||
raise ValueError(f"tenant mismatch for world model build: input={tenant_id} service={self.tenant_id}")
|
||||
|
||||
world_model = {
|
||||
started = time.perf_counter()
|
||||
queried_tables: set[str] = set(pre_queried_tables or set())
|
||||
resolved_project_id: Optional[int] = project_id
|
||||
status = "failed"
|
||||
try:
|
||||
if project is None and project_id is not None:
|
||||
self._record_world_model_query_table(queried_tables, "projects")
|
||||
project = (
|
||||
await self.db.execute(
|
||||
select(Project).where(
|
||||
and_(
|
||||
Project.tenant_id == self.tenant_id,
|
||||
Project.id == int(project_id),
|
||||
)
|
||||
).limit(1)
|
||||
)
|
||||
).scalar_one_or_none()
|
||||
|
||||
resolved_project_id = _safe_int(getattr(project, "id", None)) if project is not None else project_id
|
||||
project_snapshot = self._serialize_project(project)
|
||||
domain: Optional[ProjectDomainSnapshot] = None
|
||||
skill_graph: list[SkillGraphItem] = []
|
||||
charter: list[CharterItem] = []
|
||||
|
||||
cached_static = await self._get_static_world_model_cache(tenant_id=self.tenant_id, project_id=resolved_project_id)
|
||||
if cached_static is not None:
|
||||
cached_project = cached_static.get("project")
|
||||
if isinstance(cached_project, dict):
|
||||
project_snapshot = cached_project
|
||||
cached_domain = cached_static.get("project_domain")
|
||||
if isinstance(cached_domain, dict):
|
||||
domain = cached_domain
|
||||
cached_skill_graph = cached_static.get("skill_graph")
|
||||
if isinstance(cached_skill_graph, list):
|
||||
skill_graph = [item for item in cached_skill_graph if isinstance(item, dict)]
|
||||
cached_charter = cached_static.get("charter")
|
||||
if isinstance(cached_charter, list):
|
||||
charter = [item for item in cached_charter if isinstance(item, dict)]
|
||||
else:
|
||||
skill_graph = await self._build_skill_graph(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
charter = await self._build_charter_snapshot(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
domain = await self._build_project_domain_snapshot(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
await self._set_static_world_model_cache(
|
||||
tenant_id=self.tenant_id,
|
||||
project_id=resolved_project_id,
|
||||
data={
|
||||
"project": project_snapshot,
|
||||
"project_domain": domain,
|
||||
"skill_graph": skill_graph,
|
||||
"charter": charter,
|
||||
},
|
||||
)
|
||||
|
||||
portfolio_summary = await self._build_portfolio_summary(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
budget = await self._build_budget_summary(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
capacity = await self._build_capacity_summary(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
task_summary = await self._build_task_summary(
|
||||
project_id=resolved_project_id,
|
||||
skill_graph=skill_graph,
|
||||
query_tables=queried_tables,
|
||||
)
|
||||
risk_summary = await self._build_risk_summary(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
dependencies = self._build_dependency_summary(charter=charter, task_summary=task_summary)
|
||||
recent_signals = await self._build_recent_signal_summary(project_id=resolved_project_id, query_tables=queried_tables)
|
||||
|
||||
world_model: WorldModel = {
|
||||
"sender": sender,
|
||||
"resolved_project_id": project_id,
|
||||
"project": self._serialize_project(project) if project is not None else None,
|
||||
"resolved_project_id": resolved_project_id,
|
||||
"project": project_snapshot,
|
||||
"project_domain": domain,
|
||||
"portfolio": portfolio_summary,
|
||||
"budget": budget,
|
||||
|
|
@ -1276,14 +1364,46 @@ class AIPMOKernelService:
|
|||
"recent_signals": recent_signals,
|
||||
"decision_context_snapshot": {
|
||||
"captured_at": _utc_now_naive().isoformat(),
|
||||
"project_id": project_id,
|
||||
"project_id": resolved_project_id,
|
||||
"budget": budget,
|
||||
"capacity": capacity,
|
||||
"skill_graph_size": len(skill_graph),
|
||||
"dependency_pressure": dependencies.get("pressure"),
|
||||
},
|
||||
}
|
||||
self.db.add(
|
||||
status = "success"
|
||||
return world_model
|
||||
finally:
|
||||
duration_ms = int((time.perf_counter() - started) * 1000)
|
||||
logger.info(
|
||||
"ai_pmo_world_model_build",
|
||||
tenant_id=self.tenant_id,
|
||||
project_id=resolved_project_id,
|
||||
status=status,
|
||||
duration_ms=duration_ms,
|
||||
queried_tables=sorted(queried_tables),
|
||||
query_table_count=len(queried_tables),
|
||||
)
|
||||
|
||||
def _schedule_portfolio_snapshot_persist(self, *, world_model: WorldModel) -> None:
|
||||
portfolio_summary = world_model.get("portfolio")
|
||||
if not isinstance(portfolio_summary, dict):
|
||||
return
|
||||
project_id = _safe_int(world_model.get("resolved_project_id"))
|
||||
asyncio.create_task(
|
||||
self._persist_portfolio_snapshot(world_model=world_model, portfolio_summary=portfolio_summary),
|
||||
name=f"ai-pmo-portfolio-snapshot:{self.tenant_id}:{project_id or 'none'}",
|
||||
)
|
||||
|
||||
async def _persist_portfolio_snapshot(
|
||||
self,
|
||||
*,
|
||||
world_model: WorldModel,
|
||||
portfolio_summary: PortfolioSummary,
|
||||
) -> None:
|
||||
try:
|
||||
async with AsyncSessionLocal() as bg_db:
|
||||
bg_db.add(
|
||||
PortfolioSnapshot(
|
||||
tenant_id=self.tenant_id,
|
||||
scope_type="tenant",
|
||||
|
|
@ -1292,11 +1412,120 @@ class AIPMOKernelService:
|
|||
payload=world_model,
|
||||
)
|
||||
)
|
||||
await self.db.flush()
|
||||
return world_model
|
||||
await bg_db.commit()
|
||||
except Exception as exc:
|
||||
logger.warning(
|
||||
"ai_pmo_portfolio_snapshot_persist_failed",
|
||||
tenant_id=self.tenant_id,
|
||||
project_id=_safe_int(world_model.get("resolved_project_id")),
|
||||
error=str(exc),
|
||||
)
|
||||
|
||||
async def _resolve_project(self, *, message_text: str, project_hint_id: Optional[int]) -> Optional[Project]:
|
||||
@staticmethod
|
||||
def _world_model_static_cache_key(*, tenant_id: int, project_id: int) -> str:
|
||||
return f"{WORLD_MODEL_STATIC_CACHE_KEY_PREFIX}:{int(tenant_id)}:{int(project_id)}"
|
||||
|
||||
async def _get_static_world_model_cache(
|
||||
self,
|
||||
*,
|
||||
tenant_id: int,
|
||||
project_id: Optional[int],
|
||||
) -> Optional[dict[str, Any]]:
|
||||
if project_id is None:
|
||||
return None
|
||||
key = self._world_model_static_cache_key(tenant_id=tenant_id, project_id=int(project_id))
|
||||
cached = await self.context_cache.get_json_key(key)
|
||||
if not isinstance(cached, dict):
|
||||
logger.debug(f"[WM_CACHE] MISS {tenant_id}:{project_id}")
|
||||
return None
|
||||
required_keys = {"project", "project_domain", "skill_graph", "charter"}
|
||||
if not required_keys.issubset(set(cached.keys())):
|
||||
logger.debug(f"[WM_CACHE] MISS {tenant_id}:{project_id}")
|
||||
return None
|
||||
logger.debug(f"[WM_CACHE] HIT {tenant_id}:{project_id}")
|
||||
return cached
|
||||
|
||||
async def _set_static_world_model_cache(
|
||||
self,
|
||||
*,
|
||||
tenant_id: int,
|
||||
project_id: Optional[int],
|
||||
data: dict[str, Any],
|
||||
) -> None:
|
||||
if project_id is None:
|
||||
return
|
||||
key = self._world_model_static_cache_key(tenant_id=tenant_id, project_id=int(project_id))
|
||||
await self.context_cache.set_json_key(key, data, WORLD_MODEL_STATIC_CACHE_TTL_SECONDS)
|
||||
|
||||
async def _invalidate_world_model_cache(self, *, tenant_id: int, project_id: Optional[int]) -> None:
|
||||
await self.invalidate_world_model_cache(tenant_id=tenant_id, project_id=project_id)
|
||||
|
||||
@classmethod
|
||||
async def invalidate_world_model_cache(cls, *, tenant_id: int, project_id: Optional[int]) -> None:
|
||||
if project_id is None:
|
||||
return
|
||||
cache = ContextCacheService()
|
||||
key = cls._world_model_static_cache_key(tenant_id=int(tenant_id), project_id=int(project_id))
|
||||
await cache.delete_keys(key)
|
||||
|
||||
@classmethod
|
||||
async def invalidate_world_model_cache_for_user(
|
||||
cls,
|
||||
*,
|
||||
db: AsyncSession,
|
||||
tenant_id: int,
|
||||
user_id: int,
|
||||
) -> list[int]:
|
||||
rows = (
|
||||
await db.execute(
|
||||
select(UserProject.project_id).where(
|
||||
and_(
|
||||
UserProject.tenant_id == int(tenant_id),
|
||||
UserProject.user_id == int(user_id),
|
||||
)
|
||||
)
|
||||
)
|
||||
).scalars().all()
|
||||
project_ids = sorted({int(pid) for pid in rows if pid is not None})
|
||||
for pid in project_ids:
|
||||
await cls.invalidate_world_model_cache(tenant_id=tenant_id, project_id=pid)
|
||||
return project_ids
|
||||
|
||||
async def _build_world_model(
|
||||
self,
|
||||
*,
|
||||
message_text: str,
|
||||
sender: str,
|
||||
project_hint_id: Optional[int],
|
||||
) -> WorldModel:
|
||||
query_tables: set[str] = set()
|
||||
project = await self._resolve_project(
|
||||
message_text=message_text,
|
||||
project_hint_id=project_hint_id,
|
||||
query_tables=query_tables,
|
||||
)
|
||||
return await self.build_world_model(
|
||||
tenant_id=self.tenant_id,
|
||||
project_id=_safe_int(getattr(project, "id", None)),
|
||||
sender=sender,
|
||||
project=project,
|
||||
pre_queried_tables=query_tables,
|
||||
)
|
||||
|
||||
@staticmethod
|
||||
def _record_world_model_query_table(query_tables: Optional[set[str]], table_name: str) -> None:
|
||||
if query_tables is not None:
|
||||
query_tables.add(table_name)
|
||||
|
||||
async def _resolve_project(
|
||||
self,
|
||||
*,
|
||||
message_text: str,
|
||||
project_hint_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> Optional[Project]:
|
||||
if project_hint_id is not None:
|
||||
self._record_world_model_query_table(query_tables, "projects")
|
||||
return (
|
||||
await self.db.execute(
|
||||
select(Project).where(
|
||||
|
|
@ -1311,6 +1540,7 @@ class AIPMOKernelService:
|
|||
id_match = re.search(r"(?:项目(?:id|ID)?|project(?:id)?)\s*[:#：]?\s*(\d+)", str(message_text or ""))
|
||||
if id_match:
|
||||
project_id = int(id_match.group(1))
|
||||
self._record_world_model_query_table(query_tables, "projects")
|
||||
return (
|
||||
await self.db.execute(
|
||||
select(Project).where(
|
||||
|
|
@ -1322,6 +1552,7 @@ class AIPMOKernelService:
|
|||
)
|
||||
).scalar_one_or_none()
|
||||
|
||||
self._record_world_model_query_table(query_tables, "projects")
|
||||
projects = (
|
||||
await self.db.execute(
|
||||
select(Project).where(Project.tenant_id == self.tenant_id).order_by(Project.updated_at.desc(), Project.id.desc()).limit(50)
|
||||
|
|
@ -1335,7 +1566,13 @@ class AIPMOKernelService:
|
|||
return project
|
||||
return None
|
||||
|
||||
async def _build_portfolio_summary(self, *, project_id: Optional[int]) -> dict[str, Any]:
|
||||
async def _build_portfolio_summary(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> PortfolioSummary:
|
||||
self._record_world_model_query_table(query_tables, "projects")
|
||||
active_project_count = (
|
||||
await self.db.execute(
|
||||
select(func.count(Project.id)).where(
|
||||
|
|
@ -1351,7 +1588,13 @@ class AIPMOKernelService:
|
|||
"focus_project_id": project_id,
|
||||
}
|
||||
|
||||
async def _build_budget_summary(self, *, project_id: Optional[int]) -> dict[str, Any]:
|
||||
async def _build_budget_summary(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> BudgetSummary:
|
||||
self._record_world_model_query_table(query_tables, "budgets")
|
||||
stmt = select(Budget).where(Budget.tenant_id == self.tenant_id)
|
||||
if project_id is not None:
|
||||
stmt = stmt.where(or_(Budget.project_id == int(project_id), Budget.project_id.is_(None)))
|
||||
|
|
@ -1371,9 +1614,15 @@ class AIPMOKernelService:
|
|||
"hard_limit_enabled": bool(row.hard_limit_enabled),
|
||||
}
|
||||
|
||||
async def _build_capacity_summary(self, *, project_id: Optional[int]) -> list[dict[str, Any]]:
|
||||
async def _build_capacity_summary(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> list[CapacityItem]:
|
||||
user_ids: list[int] = []
|
||||
if project_id is not None:
|
||||
self._record_world_model_query_table(query_tables, "user_projects")
|
||||
rows = (
|
||||
await self.db.execute(
|
||||
select(UserProject.user_id).where(
|
||||
|
|
@ -1386,6 +1635,7 @@ class AIPMOKernelService:
|
|||
).scalars().all()
|
||||
user_ids = [int(uid) for uid in rows]
|
||||
if not user_ids and project_id is not None:
|
||||
self._record_world_model_query_table(query_tables, "projects")
|
||||
owner_id = (
|
||||
await self.db.execute(
|
||||
select(Project.owner_id).where(
|
||||
|
|
@ -1400,6 +1650,7 @@ class AIPMOKernelService:
|
|||
user_ids = [int(owner_id)]
|
||||
if not user_ids:
|
||||
return []
|
||||
self._record_world_model_query_table(query_tables, "user_workloads")
|
||||
rows = (
|
||||
await self.db.execute(
|
||||
select(UserWorkload).where(
|
||||
|
|
@ -1420,9 +1671,15 @@ class AIPMOKernelService:
|
|||
for row in rows
|
||||
]
|
||||
|
||||
async def _build_skill_graph(self, *, project_id: Optional[int]) -> list[dict[str, Any]]:
|
||||
async def _build_skill_graph(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> list[SkillGraphItem]:
|
||||
user_ids: list[int] = []
|
||||
if project_id is not None:
|
||||
self._record_world_model_query_table(query_tables, "user_projects")
|
||||
rows = (
|
||||
await self.db.execute(
|
||||
select(UserProject.user_id).where(
|
||||
|
|
@ -1436,6 +1693,7 @@ class AIPMOKernelService:
|
|||
user_ids = [int(uid) for uid in rows]
|
||||
if not user_ids:
|
||||
return []
|
||||
self._record_world_model_query_table(query_tables, "user_skill_bindings")
|
||||
rows = (
|
||||
await self.db.execute(
|
||||
select(UserSkillBinding).where(
|
||||
|
|
@ -1457,9 +1715,16 @@ class AIPMOKernelService:
|
|||
for row in rows
|
||||
]
|
||||
|
||||
async def _build_project_domain_snapshot(self, *, project_id: Optional[int]) -> Optional[dict[str, Any]]:
|
||||
async def _build_project_domain_snapshot(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> Optional[ProjectDomainSnapshot]:
|
||||
if project_id is None:
|
||||
return None
|
||||
self._record_world_model_query_table(query_tables, "projects")
|
||||
self._record_world_model_query_table(query_tables, "project_domains")
|
||||
domain_row = (
|
||||
await self.db.execute(
|
||||
select(ProjectDomain)
|
||||
|
|
@ -1484,9 +1749,15 @@ class AIPMOKernelService:
|
|||
"owner_id": domain_row.owner_id,
|
||||
}
|
||||
|
||||
async def _build_charter_snapshot(self, *, project_id: Optional[int]) -> list[dict[str, Any]]:
|
||||
async def _build_charter_snapshot(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> list[CharterItem]:
|
||||
if project_id is None:
|
||||
return []
|
||||
self._record_world_model_query_table(query_tables, "truth_nodes")
|
||||
rows = (
|
||||
await self.db.execute(
|
||||
select(TruthNode).where(
|
||||
|
|
@ -1508,9 +1779,16 @@ class AIPMOKernelService:
|
|||
for row in rows
|
||||
]
|
||||
|
||||
async def _build_task_summary(self, *, project_id: Optional[int]) -> dict[str, Any]:
|
||||
async def _build_task_summary(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
skill_graph: list[SkillGraphItem],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> TaskSummary:
|
||||
if project_id is None:
|
||||
return {"total": 0, "by_status": {}, "overdue_count": 0, "uncovered_skill_tag_ids": [], "blocked_tasks": []}
|
||||
self._record_world_model_query_table(query_tables, "tasks")
|
||||
tasks = (
|
||||
await self.db.execute(
|
||||
select(Task).where(and_(Task.tenant_id == self.tenant_id, Task.project_id == int(project_id)))
|
||||
|
|
@ -1518,7 +1796,7 @@ class AIPMOKernelService:
|
|||
).scalars().all()
|
||||
by_status: dict[str, int] = {}
|
||||
required_skill_tag_ids: set[int] = set()
|
||||
blocked_tasks: list[dict[str, Any]] = []
|
||||
blocked_tasks: list[BlockedTask] = []
|
||||
overdue_count = 0
|
||||
now = _utc_now_naive()
|
||||
for row in tasks:
|
||||
|
|
@ -1533,7 +1811,6 @@ class AIPMOKernelService:
|
|||
due_date = row.due_date.replace(tzinfo=None) if row.due_date.tzinfo else row.due_date
|
||||
if due_date < now:
|
||||
overdue_count += 1
|
||||
skill_graph = await self._build_skill_graph(project_id=project_id)
|
||||
available_skill_ids = {int(item["skill_tag_id"]) for item in skill_graph if item.get("skill_tag_id") is not None}
|
||||
uncovered_skill_ids = sorted(skill_id for skill_id in required_skill_tag_ids if skill_id not in available_skill_ids)
|
||||
return {
|
||||
|
|
@ -1545,9 +1822,16 @@ class AIPMOKernelService:
|
|||
"blocked_tasks": blocked_tasks[:8],
|
||||
}
|
||||
|
||||
async def _build_recent_signal_summary(self, *, project_id: Optional[int]) -> list[dict[str, Any]]:
|
||||
async def _build_recent_signal_summary(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> list[RecentSignalItem]:
|
||||
if project_id is None:
|
||||
return []
|
||||
self._record_world_model_query_table(query_tables, "signals")
|
||||
self._record_world_model_query_table(query_tables, "project_signal_links")
|
||||
rows = (
|
||||
await self.db.execute(
|
||||
select(Signal).where(
|
||||
|
|
@ -1578,7 +1862,13 @@ class AIPMOKernelService:
|
|||
for row in rows
|
||||
]
|
||||
|
||||
async def _build_risk_summary(self, *, project_id: Optional[int]) -> dict[str, Any]:
|
||||
async def _build_risk_summary(
|
||||
self,
|
||||
*,
|
||||
project_id: Optional[int],
|
||||
query_tables: Optional[set[str]] = None,
|
||||
) -> RiskSummary:
|
||||
self._record_world_model_query_table(query_tables, "notifications")
|
||||
stmt = select(func.count(Notification.id)).where(
|
||||
and_(
|
||||
Notification.tenant_id == self.tenant_id,
|
||||
|
|
@ -1592,7 +1882,7 @@ class AIPMOKernelService:
|
|||
return {"open_risk_count": int(open_risk_count or 0)}
|
||||
|
||||
@staticmethod
|
||||
def _build_dependency_summary(*, charter: list[dict[str, Any]], task_summary: dict[str, Any]) -> dict[str, Any]:
|
||||
def _build_dependency_summary(*, charter: list[CharterItem], task_summary: TaskSummary) -> DependencySummary:
|
||||
blocked_tasks = task_summary.get("blocked_tasks") if isinstance(task_summary.get("blocked_tasks"), list) else []
|
||||
overdue_count = int(task_summary.get("overdue_count") or 0)
|
||||
pressure = "high" if blocked_tasks or overdue_count > 0 else ("medium" if not charter else "low")
|
||||
|
|
@ -2287,7 +2577,7 @@ class AIPMOKernelService:
|
|||
return "已按长连接模式处理飞书接入，当前不会走 webhook；这条说明不会再被当成信号源类型变更。"
|
||||
|
||||
@staticmethod
|
||||
def _serialize_project(project: Optional[Project]) -> Optional[dict[str, Any]]:
|
||||
def _serialize_project(project: Optional[Project]) -> Optional[ProjectSnapshot]:
|
||||
if project is None:
|
||||
return None
|
||||
return {
|
||||
|
|
|
|||
|
|
@ -106,6 +106,24 @@ class ContextCacheService:
|
|||
except Exception:
|
||||
pass
|
||||
|
||||
async def get_json_key(self, key: str) -> Optional[dict[str, Any]]:
|
||||
return await self._get_json(key)
|
||||
|
||||
async def set_json_key(self, key: str, value: dict[str, Any], ttl: int) -> None:
|
||||
await self._set_json(key, value, ttl)
|
||||
|
||||
async def delete_keys(self, *keys: str) -> None:
|
||||
valid_keys = [str(key).strip() for key in keys if str(key).strip()]
|
||||
if not valid_keys:
|
||||
return
|
||||
redis = await self._get_redis()
|
||||
if redis is None:
|
||||
return
|
||||
try:
|
||||
await redis.delete(*valid_keys)
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
@staticmethod
|
||||
def _is_system_snapshot_complete(payload: Optional[dict[str, Any]]) -> bool:
|
||||
if not isinstance(payload, dict):
|
||||
|
|
|
|||
|
|
@ -17,6 +17,7 @@ from sqlalchemy.orm import selectinload
|
|||
|
||||
from ..models import SkillTag, UserSkillBinding, UserWorkload, User, UserStatus, Task
|
||||
from ..database import _is_sqlite
|
||||
from .ai_pmo_kernel_service import AIPMOKernelService
|
||||
|
||||
|
||||
# 系统预设 AI 开发专属技能标签
|
||||
|
|
@ -337,6 +338,11 @@ async def batch_update_user_skill_bindings(
|
|||
await db.commit()
|
||||
for b in result_bindings:
|
||||
await db.refresh(b)
|
||||
await AIPMOKernelService.invalidate_world_model_cache_for_user(
|
||||
db=db,
|
||||
tenant_id=tenant_id,
|
||||
user_id=user_id,
|
||||
)
|
||||
return result_bindings
|
||||
|
||||
|
||||
|
|
|
|||
Loading…
Reference in New Issue