feat: 报销审批流重构与管家计划全链路贯通

- 重构报销状态注册表、审批流路由与平台风险标记
- 完善管家意图规划器与模型计划构建器全链路
- 新增 OCR Worker 脚本、数据库会话管理与通知状态
- 优化文档中心、日志视图、预算中心与员工管理交互
- 增强工作台摘要、图标资源与全局主题样式
- 补充审批路由、状态注册、OCR 服务与管家规划器测试覆盖

server/src/app/api/v1/endpoints/steward.py

@@ -11,10 +11,20 @@ from sqlalchemy.orm import Session
 
 from app.api.deps import get_db
 from app.schemas.common import ErrorResponse
-from app.schemas.steward import StewardPlanRequest, StewardPlanResponse, StewardThinkingEvent
+from app.schemas.steward import (
+    StewardPlanRequest,
+    StewardPlanResponse,
+    StewardRuntimeDecisionRequest,
+    StewardRuntimeDecisionResponse,
+    StewardSlotDecisionRequest,
+    StewardSlotDecisionResponse,
+    StewardThinkingEvent,
+)
 from app.services.runtime_chat import RuntimeChatService
 from app.services.steward_intent_agent import StewardIntentAgent
 from app.services.steward_planner import StewardPlannerService
+from app.services.steward_runtime_decision_agent import StewardRuntimeDecisionAgent
+from app.services.steward_slot_decision_agent import StewardSlotDecisionAgent
 
 router = APIRouter(prefix="/steward")
 DbSession = Annotated[Session, Depends(get_db)]
@@ -39,6 +49,32 @@ def create_steward_plan(payload: StewardPlanRequest, db: DbSession) -> StewardPl
         raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(exc)) from exc
 
 
+@router.post(
+    "/slot-decisions",
+    response_model=StewardSlotDecisionResponse,
+    summary="判断小财管家当前任务字段缺口",
+    description="结合当前任务、本体字段和用户上下文，使用 function calling 判断下一步应先追问用户还是展示核对结果。",
+)
+def create_steward_slot_decision(
+    payload: StewardSlotDecisionRequest,
+    db: DbSession,
+) -> StewardSlotDecisionResponse:
+    return StewardSlotDecisionAgent(RuntimeChatService(db)).decide(payload)
+
+
+@router.post(
+    "/runtime-decisions",
+    response_model=StewardRuntimeDecisionResponse,
+    summary="判断小财管家运行时下一步动作",
+    description="结合任务队列、当前结构化结果和用户输入，使用 function calling 判断应提交当前单据、继续下一任务、补字段或重新规划。",
+)
+def create_steward_runtime_decision(
+    payload: StewardRuntimeDecisionRequest,
+    db: DbSession,
+) -> StewardRuntimeDecisionResponse:
+    return StewardRuntimeDecisionAgent(RuntimeChatService(db)).decide(payload)
+
+
 @router.post(
     "/plans/stream",
     summary="流式生成小财管家任务计划",
@@ -60,8 +96,8 @@ async def _iter_steward_plan_events(
         StewardThinkingEvent(
             event_id="intent_agent_stream_start",
             stage="stream_start",
-            title="意图识别智能体接管",
-            content="已收到任务描述，正在调用小财管家意图识别智能体拆解申请、报销和附件线索。",
+            title="读取用户输入",
+            content="我先判断这句话里是否同时包含申请、报销或附件归集事项，再决定处理顺序。",
             status="running",
         ).model_dump(mode="json"),
     )
@@ -75,7 +111,7 @@ async def _iter_steward_plan_events(
 
     for event in plan.thinking_events:
         yield _encode_stream_event("thinking", event.model_dump(mode="json"))
-        await asyncio.sleep(0.18)
+        await asyncio.sleep(0.6)
 
     yield _encode_stream_event("plan", plan.model_dump(mode="json"))