Summarize backend API updates

CLAUDE.md

@@ -120,6 +120,42 @@ backend/
 - 新增：`backend/app/services/ai_pmo_kernel_mixins_closure_data.py`（Kernel 闭环历史上下文回放）
 - 新增：`backend/app/services/ai_pmo_kernel_mixins_closure_payload.py`（Kernel 闭环语义与来源上下文组装）
 - 更新：`backend/app/services/ai_pmo_kernel_service.py`（兼容入口层，仅导出 `AIPMOKernelService`）
+- 新增：`backend/app/services/feishu_signal_pipeline/`（飞书信号管道按职责拆分的服务包，所有子文件 <= 300 行）
+- 新增：`backend/app/services/feishu_signal_pipeline/service.py`（组合入口，按 mixin 聚合能力）
+- 新增：`backend/app/services/feishu_signal_pipeline/shared_core.py`、`shared_schema_utils.py`（共享常量/正则/Schema/工具函数拆分）
+- 新增：`backend/app/services/feishu_signal_pipeline/mixin_*.py`（按职责拆分的处理流、gate、followup、queue、序列化、提取分类等实现）
+- 更新：`backend/app/services/feishu_signal_pipeline.py`（降级为兼容入口，仅导出包内 `FeishuSignalPipelineService`）
+- 新增：`backend/app/api/feishu_api/`（飞书接口按配置/长连接/消息发送/连通性测试拆分的子模块目录）
+- 新增：`backend/app/api/feishu_api/router.py`（飞书 API 聚合路由）
+- 新增：`backend/app/api/feishu_api/config_routes.py`（飞书配置相关接口）
+- 新增：`backend/app/api/feishu_api/long_connection_routes.py`（飞书长连接状态与重启接口）
+- 新增：`backend/app/api/feishu_api/message_routes.py`（飞书消息与卡片发送接口）
+- 新增：`backend/app/api/feishu_api/test_routes.py`（飞书连通性测试接口）
+- 新增：`backend/app/api/feishu_api/schemas.py`（飞书 API 请求模型）
+- 新增：`backend/app/api/feishu_api/helpers.py`（飞书 API 公共辅助函数）
+- 更新：`backend/app/api/feishu.py`（降级为兼容入口，仅导出聚合 `router`）
+- 新增：`backend/app/api/sstc_api/`（SSTC 路由按领域拆分：signals/charters/tasks/releases/reviews/overview/ai-routing）
+- 新增：`backend/app/api/sstc_api/shared.py`（SSTC 路由层公共依赖导入）
+- 更新：`backend/app/api/sstc.py`（降级为兼容入口，仅导出聚合 `router`）
+- 新增：`backend/app/services/sstc/`（SSTC 业务辅助能力拆分：signal/charter/governance/entity_lookup/review）
+- 新增：`backend/app/services/llm_service/`（LLM 服务按职责拆分的 mixin 包，所有子文件 <= 300 行）
+- 更新：`backend/app/services/llm.py`（降级为兼容入口，导出 `LLMService` 与 `llm_service`）
+- 新增：`backend/app/services/signal_capture_service/`（主动信号捕获服务按入口/编排/分析/新项目拆分）
+- 更新：`backend/app/services/signal_capture.py`（降级为兼容入口）
+- 新增：`backend/app/services/project_knowledge_graph_service/`（知识图谱服务按 CRUD/增量同步/守卫/快照拆分）
+- 更新：`backend/app/services/project_knowledge_graph.py`（降级为兼容入口）
+- 新增：`backend/app/services/context_cache_service/`（上下文缓存服务按缓存核心/画像/快照/失效钩子拆分）
+- 更新：`backend/app/services/context_cache.py`（降级为兼容入口）
+- 新增：`backend/app/config/ai_prompts_catalog/`（Prompt 常量分片目录，按 part_01..part_04 管理）
+- 更新：`backend/app/config/ai_prompts.py`（兼容聚合入口，保留 `build_default_role_prompt_bundle`）
+- 新增：`backend/app/api/signals_api/`（signals 路由拆分为 list/create、ingest/fetch、feedback 子模块）
+- 新增：`backend/app/api/wecom_api/`（wecom 路由拆分为 config/webhook/messaging 子模块）
+- 新增：`backend/app/api/endpoints/skill_api/`（人员能力图谱路由拆分为 tags/bindings/workload/recommend 子模块）
+- 新增：`backend/app/api/ai_logs_utils.py`、`backend/app/api/signal_sources_models.py`、`backend/app/api/signal_sources_utils.py`（API 共享序列化/Schema/项目解析工具）
+- 新增：`backend/app/config/operation_catalog_core/`（operation catalog 按模型/构造器/领域条目拆分）
+- 新增：`backend/app/dispatcher_rules.py`、`backend/app/events_models.py`、`backend/app/seed_projects_helpers.py`（规则/事件模型/seed helper 拆分）
+- 新增：`backend/app/main_db_guard.py`、`backend/app/main_feishu_outbox.py`、`backend/app/main_warmup.py`、`backend/app/main_model_probe.py`（main 启动职责拆分）
+- 新增：`backend/app/services/ai_pmo_kernel_world_model_aggregates/`、`backend/app/services/ai_pmo_kernel_world_model_core/`、`backend/app/services/ai_pmo_kernel_common_core/`（kernel world-model/common 拆分）
 
 ## 5. 前端结构（`frontend/`）
 ```text

backend/app/api/ai_logs.py

@@ -2,158 +2,22 @@
 
 from __future__ import annotations
 
-import json
 from datetime import date, datetime
-from typing import Any, Optional
+from typing import Optional
 
 from fastapi import APIRouter, Depends, HTTPException, Query
-from sqlalchemy import and_, case, func, or_, select, union_all
+from sqlalchemy import and_, case, func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ..core.response import success_response
 from ..database import get_db
 from ..dependencies.auth import get_current_user
-from ..models import (
-    AIProcessingLog,
-    FeishuItem,
-    ProjectSignalLink,
-    ProjectSuggestion,
-    Signal,
-    User,
-    WorkItem,
-)
-
+from ..models import AIProcessingLog, User
+from .ai_logs_utils import apply_project_filter, serialize_log_detail, serialize_log_row
 
 router = APIRouter(prefix="/ai-logs", tags=["AI Logs"])
 
 
-def _normalize_bullets(value: Any) -> list[str]:
-    if isinstance(value, list):
-        return [str(x).strip() for x in value if str(x).strip()][:3]
-    if isinstance(value, str):
-        raw = value.strip()
-        if not raw:
-            return []
-        try:
-            parsed = json.loads(raw)
-            if isinstance(parsed, list):
-                return [str(x).strip() for x in parsed if str(x).strip()][:3]
-        except Exception:
-            pass
-        return [line.strip(" -•\t") for line in raw.splitlines() if line.strip()][:3]
-    return []
-
-
-def _safe_json(value: Optional[str]) -> Any:
-    text = (value or "").strip()
-    if not text:
-        return None
-    try:
-        return json.loads(text)
-    except Exception:
-        return None
-
-
-def _serialize_log_row(row: AIProcessingLog) -> dict[str, Any]:
-    return {
-        "id": str(row.id),
-        "feishu_message_id": row.feishu_message_id,
-        "feishu_item_id": str(row.feishu_item_id) if row.feishu_item_id is not None else None,
-        "raw_message": row.raw_message,
-        "project_score": row.project_score,
-        "signal_confidence": row.signal_confidence,
-        "level": row.level,
-        "routing_decision": row.routing_decision,
-        "routing_reason": row.routing_reason,
-        "reasoning_bullets": _normalize_bullets(row.reasoning_bullets),
-        "processing_status": row.processing_status,
-        "error_message": row.error_message,
-        "duration_ms": row.duration_ms,
-        "created_at": row.created_at.isoformat() if row.created_at else None,
-    }
-
-
-def _serialize_log_detail(row: AIProcessingLog) -> dict[str, Any]:
-    payload = _serialize_log_row(row)
-    payload["ai_raw_output"] = row.ai_raw_output
-    payload["ai_raw_output_json"] = _safe_json(row.ai_raw_output)
-    return payload
-
-
-def _apply_project_filter(stmt, *, tenant_id: int, project_id: Optional[int]):
-    if project_id is None:
-        return stmt
-
-    work_item_message_ids = select(func.distinct(WorkItem.source_message_id)).where(
-        and_(
-            WorkItem.tenant_id == tenant_id,
-            WorkItem.project_id == int(project_id),
-            WorkItem.source_system == "feishu",
-            WorkItem.source_message_id.is_not(None),
-        )
-    )
-    direct_items = select(FeishuItem.id.label("item_id")).where(
-        and_(
-            FeishuItem.tenant_id == tenant_id,
-            FeishuItem.matched_project_id == int(project_id),
-        )
-    )
-    signal_matched_items = select(Signal.feishu_item_id.label("item_id")).where(
-        and_(
-            Signal.tenant_id == tenant_id,
-            Signal.matched_project_id == int(project_id),
-            Signal.feishu_item_id.is_not(None),
-        )
-    )
-    linked_items = (
-        select(Signal.feishu_item_id.label("item_id"))
-        .select_from(Signal)
-        .join(
-            ProjectSignalLink,
-            and_(
-                ProjectSignalLink.tenant_id == tenant_id,
-                ProjectSignalLink.project_id == int(project_id),
-                ProjectSignalLink.signal_id == Signal.id,
-            ),
-        )
-        .where(
-            and_(
-                Signal.tenant_id == tenant_id,
-                Signal.feishu_item_id.is_not(None),
-            )
-        )
-    )
-    auto_created_items = select(ProjectSuggestion.feishu_item_id.label("item_id")).where(
-        and_(
-            ProjectSuggestion.tenant_id == tenant_id,
-            ProjectSuggestion.created_project_id == int(project_id),
-            ProjectSuggestion.feishu_item_id.is_not(None),
-        )
-    )
-
-    all_item_ids = union_all(
-        direct_items,
-        signal_matched_items,
-        linked_items,
-        auto_created_items,
-    ).subquery("project_item_ids")
-    item_ids_stmt = select(func.distinct(all_item_ids.c.item_id)).where(all_item_ids.c.item_id.is_not(None))
-    message_ids_stmt = select(func.distinct(FeishuItem.feishu_message_id)).where(
-        and_(
-            FeishuItem.tenant_id == tenant_id,
-            FeishuItem.id.in_(item_ids_stmt),
-            FeishuItem.feishu_message_id.is_not(None),
-        )
-    )
-    return stmt.where(
-        or_(
-            AIProcessingLog.feishu_item_id.in_(item_ids_stmt),
-            AIProcessingLog.feishu_message_id.in_(message_ids_stmt),
-            AIProcessingLog.feishu_message_id.in_(work_item_message_ids),
-        )
-    )
-
-
 @router.get("")
 async def list_ai_logs(
     project_id: Optional[int] = Query(default=None, ge=1),
@@ -171,12 +35,12 @@ async def list_ai_logs(
         .offset(offset)
         .limit(limit)
     )
-    total_stmt = _apply_project_filter(total_stmt, tenant_id=tenant_id, project_id=project_id)
-    data_stmt = _apply_project_filter(data_stmt, tenant_id=tenant_id, project_id=project_id)
+    total_stmt = apply_project_filter(total_stmt, tenant_id=tenant_id, project_id=project_id)
+    data_stmt = apply_project_filter(data_stmt, tenant_id=tenant_id, project_id=project_id)
 
     total = int((await db.execute(total_stmt)).scalar() or 0)
     rows = (await db.execute(data_stmt)).scalars().all()
-    items = [_serialize_log_row(row) for row in rows]
+    items = [serialize_log_row(row) for row in rows]
     return success_response(
         {
             "items": items,
@@ -218,9 +82,7 @@ async def get_ai_log_stats(
             func.sum(
                 case(
                     (
-                        AIProcessingLog.routing_decision.in_(
-                            ["auto_create_project", "auto_enter_signal"]
-                        ),
+                        AIProcessingLog.routing_decision.in_(["auto_create_project", "auto_enter_signal"]),
                         1,
                     ),
                     else_=0,
@@ -254,7 +116,7 @@ async def get_ai_log_stats(
             )
         )
     )
-    stats_stmt = _apply_project_filter(stats_stmt, tenant_id=tenant_id, project_id=project_id)
+    stats_stmt = apply_project_filter(stats_stmt, tenant_id=tenant_id, project_id=project_id)
     row = (await db.execute(stats_stmt)).one()
     return success_response(
         {
@@ -296,7 +158,7 @@ async def list_execute_reply_guard_alerts(
     return success_response(
         {
             "count": len(rows),
-            "items": [_serialize_log_row(row) for row in rows],
+            "items": [serialize_log_row(row) for row in rows],
         }
     )
 
@@ -314,9 +176,9 @@ async def get_latest_ai_log(
         .order_by(AIProcessingLog.created_at.desc(), AIProcessingLog.id.desc())
         .limit(1)
     )
-    stmt = _apply_project_filter(stmt, tenant_id=tenant_id, project_id=project_id)
+    stmt = apply_project_filter(stmt, tenant_id=tenant_id, project_id=project_id)
     row = (await db.execute(stmt)).scalar_one_or_none()
-    return success_response(_serialize_log_detail(row) if row else None)
+    return success_response(serialize_log_detail(row) if row else None)
 
 
 @router.get("/{log_id}")
@@ -338,4 +200,4 @@ async def get_ai_log_detail(
     ).scalar_one_or_none()
     if row is None:
         raise HTTPException(status_code=404, detail="ai_log_not_found")
-    return success_response(_serialize_log_detail(row))
+    return success_response(serialize_log_detail(row))

backend/app/api/ai_logs_utils.py

@@ -0,0 +1,137 @@
+"""Shared serializers and query helpers for AI logs APIs."""
+
+from __future__ import annotations
+
+import json
+from typing import Any, Optional
+
+from sqlalchemy import and_, func, or_, select, union_all
+
+from ..models import AIProcessingLog, FeishuItem, ProjectSignalLink, ProjectSuggestion, Signal, WorkItem
+
+
+def normalize_bullets(value: Any) -> list[str]:
+    if isinstance(value, list):
+        return [str(x).strip() for x in value if str(x).strip()][:3]
+    if isinstance(value, str):
+        raw = value.strip()
+        if not raw:
+            return []
+        try:
+            parsed = json.loads(raw)
+            if isinstance(parsed, list):
+                return [str(x).strip() for x in parsed if str(x).strip()][:3]
+        except Exception:
+            pass
+        return [line.strip(" -•\t") for line in raw.splitlines() if line.strip()][:3]
+    return []
+
+
+def safe_json(value: Optional[str]) -> Any:
+    text = (value or "").strip()
+    if not text:
+        return None
+    try:
+        return json.loads(text)
+    except Exception:
+        return None
+
+
+def serialize_log_row(row: AIProcessingLog) -> dict[str, Any]:
+    return {
+        "id": str(row.id),
+        "feishu_message_id": row.feishu_message_id,
+        "feishu_item_id": str(row.feishu_item_id) if row.feishu_item_id is not None else None,
+        "raw_message": row.raw_message,
+        "project_score": row.project_score,
+        "signal_confidence": row.signal_confidence,
+        "level": row.level,
+        "routing_decision": row.routing_decision,
+        "routing_reason": row.routing_reason,
+        "reasoning_bullets": normalize_bullets(row.reasoning_bullets),
+        "processing_status": row.processing_status,
+        "error_message": row.error_message,
+        "duration_ms": row.duration_ms,
+        "created_at": row.created_at.isoformat() if row.created_at else None,
+    }
+
+
+def serialize_log_detail(row: AIProcessingLog) -> dict[str, Any]:
+    payload = serialize_log_row(row)
+    payload["ai_raw_output"] = row.ai_raw_output
+    payload["ai_raw_output_json"] = safe_json(row.ai_raw_output)
+    return payload
+
+
+def apply_project_filter(stmt, *, tenant_id: int, project_id: Optional[int]):
+    if project_id is None:
+        return stmt
+
+    work_item_message_ids = select(func.distinct(WorkItem.source_message_id)).where(
+        and_(
+            WorkItem.tenant_id == tenant_id,
+            WorkItem.project_id == int(project_id),
+            WorkItem.source_system == "feishu",
+            WorkItem.source_message_id.is_not(None),
+        )
+    )
+    direct_items = select(FeishuItem.id.label("item_id")).where(
+        and_(
+            FeishuItem.tenant_id == tenant_id,
+            FeishuItem.matched_project_id == int(project_id),
+        )
+    )
+    signal_matched_items = select(Signal.feishu_item_id.label("item_id")).where(
+        and_(
+            Signal.tenant_id == tenant_id,
+            Signal.matched_project_id == int(project_id),
+            Signal.feishu_item_id.is_not(None),
+        )
+    )
+    linked_items = (
+        select(Signal.feishu_item_id.label("item_id"))
+        .select_from(Signal)
+        .join(
+            ProjectSignalLink,
+            and_(
+                ProjectSignalLink.tenant_id == tenant_id,
+                ProjectSignalLink.project_id == int(project_id),
+                ProjectSignalLink.signal_id == Signal.id,
+            ),
+        )
+        .where(
+            and_(
+                Signal.tenant_id == tenant_id,
+                Signal.feishu_item_id.is_not(None),
+            )
+        )
+    )
+    auto_created_items = select(ProjectSuggestion.feishu_item_id.label("item_id")).where(
+        and_(
+            ProjectSuggestion.tenant_id == tenant_id,
+            ProjectSuggestion.created_project_id == int(project_id),
+            ProjectSuggestion.feishu_item_id.is_not(None),
+        )
+    )
+
+    all_item_ids = union_all(
+        direct_items,
+        signal_matched_items,
+        linked_items,
+        auto_created_items,
+    ).subquery("project_item_ids")
+    item_ids_stmt = select(func.distinct(all_item_ids.c.item_id)).where(all_item_ids.c.item_id.is_not(None))
+    message_ids_stmt = select(func.distinct(FeishuItem.feishu_message_id)).where(
+        and_(
+            FeishuItem.tenant_id == tenant_id,
+            FeishuItem.id.in_(item_ids_stmt),
+            FeishuItem.feishu_message_id.is_not(None),
+        )
+    )
+    return stmt.where(
+        or_(
+            AIProcessingLog.feishu_item_id.in_(item_ids_stmt),
+            AIProcessingLog.feishu_message_id.in_(message_ids_stmt),
+            AIProcessingLog.feishu_message_id.in_(work_item_message_ids),
+        )
+    )

backend/app/api/ai_pmo_api/__init__.py

@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import routes_cadence, routes_core, routes_resume
+
+router = APIRouter(prefix="/ai-pmo", tags=["AI PMO"])
+for _module in [routes_core, routes_resume, routes_cadence]:
+    router.include_router(_module.router)
+
+__all__ = ["router"]

backend/app/api/ai_pmo_api/helpers_inbox_filters.py

@@ -0,0 +1,183 @@
+from __future__ import annotations
+
+from .shared import *
+
+def _normalize_noise_text(text: str) -> str:
+    return re.sub(r"[\\s\\?？!！,，。~～、]+", "", str(text or "")).strip().lower()
+
+def _should_hide_work_item_from_inbox(*, row: WorkItem, ingest: IngestEvent) -> bool:
+    intent_name = str(row.intent or "").strip().lower()
+    if intent_name not in FRONT_NOISE_INTENTS:
+        return False
+    payload = ingest.payload if isinstance(ingest.payload, dict) else {}
+    message_text = str(payload.get("message_text") or "").strip()
+    normalized = _normalize_noise_text(message_text)
+    if not normalized:
+        return True
+    if any(keyword in normalized for keyword in FRONT_NOISE_STRUCTURED_HINTS):
+        return False
+    if normalized in FRONT_NOISE_EXACT:
+        return True
+    if len(normalized) <= 8 and any(keyword in normalized for keyword in FRONT_NOISE_HINTS):
+        return True
+    return False
+
+def _safe_int(value: Any) -> Optional[int]:
+    try:
+        if value is None or value == "":
+            return None
+        return int(value)
+    except (TypeError, ValueError):
+        return None
+
+def _compact_text(value: Any, limit: int) -> str:
+    text = " ".join(str(value or "").split()).strip()
+    if len(text) <= limit:
+        return text
+    return f"{text[: max(limit - 1, 1)].rstrip()}…"
+
+def _normalize_module_list(value: Any) -> list[str]:
+    if not isinstance(value, list):
+        return []
+    modules: list[str] = []
+    for row in value:
+        item = str(row or "").strip()
+        if not item or item in modules:
+            continue
+        modules.append(item[:50])
+    return modules[:8]
+
+def _is_low_value_closure_payload(payload: dict[str, Any]) -> bool:
+    summary = str(payload.get("closure_summary") or "").strip()
+    dialogue = str(payload.get("closure_dialogue") or "").strip()
+    modules = _normalize_module_list(payload.get("closure_modules"))
+    turns = payload.get("closure_turns") if isinstance(payload.get("closure_turns"), list) else []
+    has_closure = bool(summary or dialogue or modules)
+    if not has_closure:
+        return True
+    compact_summary = re.sub(r"\s+", "", summary).lower() if summary else ""
+    summary_is_generic = bool(compact_summary and GENERIC_SOURCE_TEXT_RE.match(compact_summary))
+    weak_summary = bool(summary and any(token in summary for token in LOW_VALUE_CLOSURE_HINTS))
+    has_assistant_turn = any(
+        str(item.get("role") or "").strip().lower() == "assistant" and str(item.get("text") or "").strip()
+        for item in turns
+        if isinstance(item, dict)
+    )
+    if weak_summary and not has_assistant_turn:
+        return True
+    if summary_is_generic and not modules and not has_assistant_turn:
+        return True
+    if dialogue and "机器人：" not in dialogue and len(turns) <= 1 and weak_summary:
+        return True
+    return False
+
+def _priority_from_review(review_summary: Any) -> tuple[str, int]:
+    payload = review_summary if isinstance(review_summary, dict) else {}
+    risk_score = float(payload.get("risk_score_after") or 0.0)
+    if risk_score >= 0.75:
+        return "high", 3
+    if risk_score >= 0.45:
+        return "medium", 2
+    return "low", 1
+
+def _blocking_reason(row: WorkItem) -> Optional[str]:
+    execution_result = row.execution_result if isinstance(row.execution_result, dict) else {}
+    review_summary = row.review_summary if isinstance(row.review_summary, dict) else {}
+    reason = str(execution_result.get("reason") or execution_result.get("error_message") or "").strip()
+    if reason:
+        return reason
+    divergences = review_summary.get("divergences") if isinstance(review_summary.get("divergences"), list) else []
+    if divergences and isinstance(divergences[0], dict):
+        return str(divergences[0].get("detail") or "").strip() or None
+    return None
+
+def _next_step_text(row: WorkItem) -> Optional[str]:
+    review_summary = row.review_summary if isinstance(row.review_summary, dict) else {}
+    next_actions = review_summary.get("next_actions") if isinstance(review_summary.get("next_actions"), list) else []
+    if next_actions:
+        return str(next_actions[0]).strip()
+    action_bundle = row.action_bundle if isinstance(row.action_bundle, dict) else {}
+    summary = str(action_bundle.get("summary") or "").strip()
+    return summary or None
+
+def _stage_text(state: str) -> str:
+    mapping = {
+        "received": "已接收",
+        "modeled": "已建模",
+        "decided": "已决策",
+        "planned": "已规划",
+        "executing": "执行中",
+        "waiting_manual": "待人工确认",
+        "succeeded": "执行完成",
+        "failed": "执行失败",
+        "ignored": "已忽略",
+    }
+    return mapping.get(str(state or "").strip(), str(state or "").strip() or "-")
+
+def _normalize_approval_requirement(value: Any) -> Optional[dict[str, Any]]:
+    if not isinstance(value, dict):
+        return None
+    reason = str(value.get("reason") or value.get("policy_gate_code") or "").strip() or None
+    message = str(value.get("message") or value.get("hint") or value.get("detail") or "").strip() or None
+    return {
+        **value,
+        "required": bool(value.get("required")),
+        "reason": reason,
+        "message": message,
+    }
+
+def _extract_gate_projection_from_work_item(row: WorkItem) -> dict[str, Any]:
+    execution_result = row.execution_result if isinstance(row.execution_result, dict) else {}
+    review_summary = row.review_summary if isinstance(row.review_summary, dict) else {}
+    policy_gate_code = (
+        str(
+            execution_result.get("policy_gate_code")
+            or execution_result.get("gate_code")
+            or review_summary.get("policy_gate_code")
+            or review_summary.get("gate_code")
+            or ""
+        ).strip()
+        or None
+    )
+    approval_requirement = _normalize_approval_requirement(
+        execution_result.get("approval_requirement")
+        if isinstance(execution_result.get("approval_requirement"), dict)
+        else review_summary.get("approval_requirement")
+    )
+    return {
+        "latest_policy_gate_code": policy_gate_code,
+        "approval_requirement": approval_requirement,
+    }
+
+async def _build_latest_decision_projection(
+    *,
+    db: AsyncSession,
+    tenant_id: int,
+    work_item_ids: list[int],
+) -> dict[int, dict[str, Any]]:
+    if not work_item_ids:
+        return {}
+    rows = (
+        await db.execute(
+            select(DecisionRecord)
+            .where(
+                and_(
+                    DecisionRecord.tenant_id == tenant_id,
+                    DecisionRecord.work_item_id.in_(work_item_ids),
+                )
+            )
+            .order_by(DecisionRecord.work_item_id.asc(), DecisionRecord.id.desc())
+        )
+    ).scalars().all()
+
+    projection: dict[int, dict[str, Any]] = {}
+    for row in rows:
+        work_item_id = _safe_int(row.work_item_id)
+        if work_item_id is None or work_item_id in projection:
+            continue
+        projection[work_item_id] = {
+            "latest_policy_gate_code": str(row.policy_gate_code or "").strip() or None,
+            "approval_requirement": _normalize_approval_requirement(row.approval_requirement),
+        }
+    return projection
+

backend/app/api/ai_pmo_api/helpers_inbox_payload.py

@@ -0,0 +1,140 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers_inbox_filters import _compact_text, _normalize_module_list, _safe_int
+
+async def _build_closure_payload_overrides(
+    *,
+    db: AsyncSession,
+    tenant_id: int,
+    rows: list[tuple[WorkItem, IngestEvent, Optional[Project]]],
+) -> dict[int, dict[str, Any]]:
+    if not rows:
+        return {}
+    service = AIPMOKernelService(db, tenant_id=tenant_id)
+    overrides: dict[int, dict[str, Any]] = {}
+    for row, ingest, _project in rows:
+        payload = ingest.payload if isinstance(ingest.payload, dict) else {}
+        if not isinstance(payload, dict):
+            continue
+        has_closure = bool(
+            str(payload.get("closure_summary") or "").strip()
+            or str(payload.get("closure_dialogue") or "").strip()
+            or (isinstance(payload.get("closure_modules"), list) and payload.get("closure_modules"))
+        )
+        if has_closure and not _is_low_value_closure_payload(payload):
+            continue
+        message_text = str(payload.get("message_text") or "").strip()
+        if not message_text:
+            continue
+        source_system = str(row.source_system or "").strip() or "pmflow_manual"
+        captured_at_seed: Optional[str] = str(payload.get("captured_at") or "").strip() or None
+        if not captured_at_seed and isinstance(row.created_at, datetime):
+            captured_at_seed = row.created_at.isoformat()
+        closure_payload = await service._build_message_closure_payload(
+            source_system=source_system,
+            channel_ref=str(payload.get("channel_ref") or "").strip() or None,
+            sender=str(payload.get("sender") or "").strip(),
+            source_sender_open_id=str(payload.get("source_sender_open_id") or "").strip() or None,
+            message_text=message_text,
+            source_message_id=str(row.source_message_id or "").strip() or None,
+            owner_user_id=_safe_int(row.owner_user_id),
+            project_id=_safe_int(row.project_id),
+            captured_at=captured_at_seed,
+        )
+        if not any(
+            (
+                str(closure_payload.get("closure_summary") or "").strip(),
+                str(closure_payload.get("closure_dialogue") or "").strip(),
+                isinstance(closure_payload.get("closure_modules"), list) and closure_payload.get("closure_modules"),
+            )
+        ):
+            continue
+        overrides[int(row.id)] = {
+            **payload,
+            "closure_summary": closure_payload.get("closure_summary"),
+            "closure_dialogue": closure_payload.get("closure_dialogue"),
+            "closure_modules": closure_payload.get("closure_modules"),
+            "closure_turns": closure_payload.get("closure_turns"),
+        }
+    return overrides
+
+def _serialize_work_item_summary(
+    *,
+    row: WorkItem,
+    ingest: IngestEvent,
+    project: Optional[Project],
+    latest_decision_projection: Optional[dict[str, Any]] = None,
+    payload_override: Optional[dict[str, Any]] = None,
+) -> dict[str, Any]:
+    payload = payload_override if isinstance(payload_override, dict) else (
+        ingest.payload if isinstance(ingest.payload, dict) else {}
+    )
+    message_text = str(payload.get("message_text") or "").strip()
+    closure_dialogue = str(payload.get("closure_dialogue") or "").strip() or None
+    closure_summary = str(payload.get("closure_summary") or "").strip() or None
+    closure_modules = _normalize_module_list(payload.get("closure_modules"))
+    closure_turns = payload.get("closure_turns") if isinstance(payload.get("closure_turns"), list) else []
+    source_captured_at = str(payload.get("captured_at") or "").strip() or None
+    source_sender = str(payload.get("sender") or "").strip() or None
+    source_channel_ref = str(payload.get("channel_ref") or "").strip() or None
+    summary_seed = closure_summary or message_text or _next_step_text(row) or row.intent or "AI PMO 工作项"
+    summary = _compact_text(summary_seed, 180)
+    compact_message = re.sub(r"\s+", "", message_text).lower() if message_text else ""
+    prefer_closure_title = bool(compact_message and GENERIC_SOURCE_TEXT_RE.match(compact_message))
+    title_seed = (
+        (closure_summary or message_text)
+        if prefer_closure_title
+        else (message_text or closure_summary or f"AI PMO · {row.intent or 'work_item'}")
+    )
+    title = _compact_text(title_seed, 64)
+    priority, priority_rank = _priority_from_review(row.review_summary)
+    project_name = None
+    if project is not None:
+        project_name = str(project.title or project.name or "").strip() or None
+    project_id = _safe_int(row.project_id)
+    decision_projection = latest_decision_projection if isinstance(latest_decision_projection, dict) else {}
+    latest_policy_gate_code = str(decision_projection.get("latest_policy_gate_code") or "").strip() or None
+    approval_requirement = _normalize_approval_requirement(decision_projection.get("approval_requirement"))
+    if latest_policy_gate_code is None or approval_requirement is None:
+        fallback_projection = _extract_gate_projection_from_work_item(row)
+        if latest_policy_gate_code is None:
+            latest_policy_gate_code = str(fallback_projection.get("latest_policy_gate_code") or "").strip() or None
+        if approval_requirement is None:
+            approval_requirement = _normalize_approval_requirement(fallback_projection.get("approval_requirement"))
+    return {
+        "id": int(row.id),
+        "source_system": row.source_system,
+        "source_message_id": row.source_message_id,
+        "source_message_text": _compact_text(message_text, 600) or None,
+        "source_conversation_closure": _compact_text(closure_dialogue, 2000) or None,
+        "source_captured_at": source_captured_at,
+        "source_sender": source_sender,
+        "source_channel_ref": source_channel_ref,
+        "closure_summary": closure_summary,
+        "implementation_modules": closure_modules,
+        "source_closure_turns": closure_turns[:4],
+        "state": row.state,
+        "intent": row.intent,
+        "decision_level": row.decision_level,
+        "project_id": project_id,
+        "project_name": project_name,
+        "signal_id": _safe_int(row.signal_id),
+        "reply_template_key": row.reply_template_key,
+        "title": title or f"工作项#{int(row.id)}",
+        "summary": summary,
+        "ai_plan": _compact_text(((row.action_bundle or {}) if isinstance(row.action_bundle, dict) else {}).get("summary") or "", 180) or None,
+        "blocking_reason": _blocking_reason(row),
+        "next_step_text": _next_step_text(row),
+        "stage_text": _stage_text(str(row.state or "")),
+        "priority": priority,
+        "priority_rank": priority_rank,
+        "latest_policy_gate_code": latest_policy_gate_code,
+        "approval_requirement": approval_requirement,
+        "target_url": f"/projects/{project_id}/board" if project_id is not None else None,
+        "review_summary": row.review_summary,
+        "execution_result": row.execution_result,
+        "created_at": row.created_at.isoformat() if row.created_at else None,
+        "updated_at": row.updated_at.isoformat() if row.updated_at else None,
+    }
+

backend/app/api/ai_pmo_api/helpers_resume.py

@@ -0,0 +1,191 @@
+from __future__ import annotations
+
+from .shared import *
+
+def _queue_resume_work_item(
+    *,
+    tenant_id: int,
+    work_item_id: int,
+    source_message_id: Optional[str],
+    sender: str,
+    project_id: int,
+) -> None:
+    message_id = (
+        str(source_message_id or "").strip()
+        or f"decision-approve-bg-{int(work_item_id)}-{int(datetime.now().timestamp() * 1000)}"
+    )[:128]
+    task = asyncio.create_task(
+        _run_resume_work_item_in_background(
+            tenant_id=int(tenant_id),
+            work_item_id=int(work_item_id),
+            source_message_id=message_id,
+            sender=str(sender or "PMFlow用户"),
+            project_id=int(project_id),
+        ),
+        name=f"ai-pmo-resume-{int(work_item_id)}",
+    )
+
+    def _on_done(done_task: asyncio.Task[None]) -> None:
+        if done_task.cancelled():
+            return
+        exc = done_task.exception()
+        if exc is not None:
+            logger.warning(
+                "ai_pmo_background_resume_failed",
+                tenant_id=int(tenant_id),
+                work_item_id=int(work_item_id),
+                error=str(exc)[:400],
+            )
+
+    task.add_done_callback(_on_done)
+
+async def _run_resume_work_item_in_background(
+    *,
+    tenant_id: int,
+    work_item_id: int,
+    source_message_id: str,
+    sender: str,
+    project_id: int,
+) -> None:
+    async with AsyncSessionLocal() as bg_db:
+        service = AIPMOKernelService(bg_db, tenant_id=int(tenant_id))
+        await service.process_ingress(
+            source_system="ai_pmo_ui",
+            source_message_id=source_message_id,
+            message_text=f"继续处理 work_item #{int(work_item_id)}",
+            sender=str(sender or "PMFlow用户"),
+            channel_ref="ai_pmo_ui",
+            source_sender_open_id=None,
+            captured_at=None,
+            chat_type="manual",
+            project_hint_id=int(project_id),
+        )
+
+def _normalize_resume_result(*, raw: dict[str, Any], target_work_item: WorkItem) -> dict[str, Any]:
+    if not bool(raw.get("handled")):
+        reason = str(raw.get("error") or raw.get("reason") or "继续执行失败").strip() or "继续执行失败"
+        return {
+            "handled": False,
+            "status": "failed_safe",
+            "followup_reply": reason,
+            "target_work_item_id": int(target_work_item.id),
+            "target_state": str(target_work_item.state or "").strip() or None,
+            "target_intent": str(target_work_item.intent or "").strip() or None,
+            "project_id": _safe_int(target_work_item.project_id),
+            "signal_id": _safe_int(target_work_item.signal_id),
+            "auto_tasks": [],
+        }
+
+    state = None
+    rows = raw.get("results") if isinstance(raw.get("results"), list) else []
+    if rows and isinstance(rows[0], dict):
+        state = str(rows[0].get("state") or "").strip() or None
+    if not state:
+        state = str(target_work_item.state or "").strip() or None
+
+    if state == "succeeded":
+        status = "succeeded"
+    elif state == "waiting_manual":
+        status = "pending_manual"
+    elif state == "ignored":
+        status = "invalidated"
+    else:
+        status = "failed_safe"
+
+    followup_reply = str(raw.get("direct_reply_text") or "").strip()
+    if not followup_reply:
+        if status == "succeeded":
+            followup_reply = "已继续执行并完成。"
+        elif status == "pending_manual":
+            followup_reply = "继续执行后仍需补充信息或人工确认。"
+        elif status == "invalidated":
+            followup_reply = "该工作项已失效，不再继续执行。"
+        else:
+            followup_reply = "继续执行失败，请查看详情。"
+
+    linked_project_ids = raw.get("linked_project_ids") if isinstance(raw.get("linked_project_ids"), list) else []
+    project_id = _safe_int(linked_project_ids[0]) if linked_project_ids else _safe_int(target_work_item.project_id)
+    return {
+        "handled": True,
+        "status": status,
+        "followup_reply": followup_reply,
+        "target_work_item_id": int(target_work_item.id),
+        "target_state": state,
+        "target_intent": str(target_work_item.intent or "").strip() or None,
+        "project_id": project_id,
+        "signal_id": _safe_int(raw.get("signal_id")) or _safe_int(target_work_item.signal_id),
+        "auto_tasks": raw.get("auto_tasks") if isinstance(raw.get("auto_tasks"), list) else [],
+    }
+
+async def _reject_work_item(
+    *,
+    db: AsyncSession,
+    tenant_id: int,
+    target: WorkItem,
+    current_user: User,
+    reason: Optional[str],
+) -> dict[str, Any]:
+    current_state = str(target.state or "").strip()
+    if current_state == "ignored":
+        return {
+            "handled": True,
+            "status": "invalidated",
+            "followup_reply": "该工作项已处于失效状态。",
+            "target_work_item_id": int(target.id),
+            "target_state": "ignored",
+            "target_intent": str(target.intent or "").strip() or None,
+            "project_id": _safe_int(target.project_id),
+            "signal_id": _safe_int(target.signal_id),
+            "auto_tasks": [],
+        }
+
+    reject_reason = str(reason or "").strip() or "人工审批拒绝，工作项已失效。"
+    existing_execution = target.execution_result if isinstance(target.execution_result, dict) else {}
+    target.state = "ignored"
+    target.execution_result = {
+        **existing_execution,
+        "status": "invalidated",
+        "manual_decision": "reject",
+        "manual_reason": reject_reason,
+        "operator_user_id": _safe_int(current_user.id),
+        "processed_at": datetime.now().isoformat(),
+    }
+    target.review_summary = {
+        "verified": False,
+        "issues": ["rejected_by_user"],
+        "next_step": "该工作项已进入失效状态",
+        "operator": str(current_user.name or current_user.username or "").strip() or None,
+        "reason": reject_reason,
+    }
+    target.reply_template_key = "action_rejected"
+
+    decision_row = (
+        await db.execute(
+            select(DecisionRecord)
+            .where(
+                and_(
+                    DecisionRecord.tenant_id == tenant_id,
+                    DecisionRecord.work_item_id == int(target.id),
+                )
+            )
+            .order_by(DecisionRecord.id.desc())
+            .limit(1)
+        )
+    ).scalar_one_or_none()
+    if decision_row is not None:
+        decision_row.execution_result = target.execution_result
+        decision_row.final_outcome = "ignored"
+
+    await db.commit()
+    return {
+        "handled": True,
+        "status": "invalidated",
+        "followup_reply": reject_reason,
+        "target_work_item_id": int(target.id),
+        "target_state": "ignored",
+        "target_intent": str(target.intent or "").strip() or None,
+        "project_id": _safe_int(target.project_id),
+        "signal_id": _safe_int(target.signal_id),
+        "auto_tasks": [],
+    }
+

backend/app/api/ai_pmo_api/routes_cadence.py

@@ -0,0 +1,84 @@
+from __future__ import annotations
+
+from .shared import *
+from .schemas import PMOCadenceRunRequest
+
+@router.post("/cadence/run")
+async def run_cadence(
+    request: PMOCadenceRunRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    service = AIPMOCadenceService(db, tenant_id=tenant_id)
+    try:
+        snapshot = await service.generate_snapshot(
+            cadence_type=request.cadence_type,
+            project_id=request.project_id,
+        )
+    except ValueError as exc:
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+    await db.commit()
+    return success_response(snapshot)
+
+@router.get("/cadence/latest")
+async def get_latest_cadence_snapshot(
+    cadence_type: str,
+    project_id: Optional[int] = None,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    service = AIPMOCadenceService(db, tenant_id=tenant_id)
+    snapshot = await service.get_latest_snapshot(
+        cadence_type=cadence_type,
+        project_id=project_id,
+    )
+    return success_response(snapshot)
+
+@router.get("/portfolio/program-view")
+async def get_program_view(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    service = AIPMOCadenceService(db, tenant_id=tenant_id)
+    return success_response(await service.build_program_view())
+
+@router.get("/portfolio/latest")
+async def get_latest_portfolio_snapshot(
+    scope_type: str = "tenant",
+    project_id: Optional[int] = None,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    scope_ref = f"project:{int(project_id)}" if project_id is not None else f"tenant:{tenant_id}"
+    row = (
+        await db.execute(
+            select(PortfolioSnapshot).where(
+                and_(
+                    PortfolioSnapshot.tenant_id == tenant_id,
+                    PortfolioSnapshot.scope_type == scope_type,
+                    PortfolioSnapshot.scope_ref == scope_ref,
+                )
+            ).order_by(PortfolioSnapshot.id.desc()).limit(1)
+        )
+    ).scalar_one_or_none()
+    if row is None:
+        return success_response(None)
+    return success_response(
+        {
+            "id": int(row.id),
+            "scope_type": row.scope_type,
+            "scope_ref": row.scope_ref,
+            "summary": row.summary,
+            "payload": row.payload,
+            "created_at": row.created_at.isoformat() if row.created_at else None,
+        }
+    )
+

backend/app/api/ai_pmo_api/routes_core.py

@@ -0,0 +1,181 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers_inbox_filters import _should_hide_work_item_from_inbox, _safe_int
+from .helpers_inbox_payload import _build_closure_payload_overrides, _serialize_work_item_summary
+from .schemas import PMOProcessTextRequest
+
+@router.post("/process-text")
+async def process_text(
+    request: PMOProcessTextRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AIPMOKernelService(db, tenant_id=tenant_id)
+    result = await service.process_ingress(
+        source_system="pmflow_manual",
+        source_message_id=request.source_message_id,
+        message_text=request.message_text,
+        sender=str(request.sender or current_user.name or current_user.username or "PMFlow用户"),
+        channel_ref="pmflow_manual",
+        source_sender_open_id=None,
+        captured_at=None,
+        chat_type="manual",
+        project_hint_id=request.project_id,
+    )
+    if not result.get("handled"):
+        raise HTTPException(status_code=400, detail=str(result.get("reason") or "AI PMO kernel 未处理该输入"))
+    return success_response(result)
+
+@router.get("/work-items")
+async def list_work_items(
+    limit: int = 20,
+    state: Optional[str] = None,
+    project_id: Optional[int] = None,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    stmt = (
+        select(WorkItem, IngestEvent, Project)
+        .join(IngestEvent, IngestEvent.id == WorkItem.ingest_event_id)
+        .outerjoin(Project, and_(Project.tenant_id == tenant_id, Project.id == WorkItem.project_id))
+        .where(WorkItem.tenant_id == tenant_id)
+        .order_by(WorkItem.updated_at.desc(), WorkItem.id.desc())
+    )
+    if state:
+        stmt = stmt.where(WorkItem.state == state)
+    if project_id is not None:
+        stmt = stmt.where(WorkItem.project_id == int(project_id))
+    rows = (await db.execute(stmt.limit(max(1, min(limit, 100))))).all()
+    work_item_ids = [int(row.id) for row, _, _ in rows]
+    latest_decision_projection = await _build_latest_decision_projection(
+        db=db,
+        tenant_id=tenant_id,
+        work_item_ids=work_item_ids,
+    )
+    closure_payload_overrides = await _build_closure_payload_overrides(
+        db=db,
+        tenant_id=tenant_id,
+        rows=rows,
+    )
+    items = [
+        _serialize_work_item_summary(
+            row=row,
+            ingest=ingest,
+            project=project,
+            latest_decision_projection=latest_decision_projection.get(int(row.id)),
+            payload_override=closure_payload_overrides.get(int(row.id)),
+        )
+        for row, ingest, project in rows
+        if not _should_hide_work_item_from_inbox(row=row, ingest=ingest)
+    ]
+    return success_response({"items": items})
+
+@router.get("/work-items/{work_item_id}")
+async def get_work_item(
+    work_item_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    row = (
+        await db.execute(
+            select(WorkItem).where(
+                and_(
+                    WorkItem.tenant_id == tenant_id,
+                    WorkItem.id == int(work_item_id),
+                )
+            )
+        )
+    ).scalar_one_or_none()
+    if row is None:
+        raise HTTPException(status_code=404, detail="work_item_not_found")
+    decision_rows = (
+        await db.execute(
+            select(DecisionRecord).where(
+                and_(
+                    DecisionRecord.tenant_id == tenant_id,
+                    DecisionRecord.work_item_id == int(work_item_id),
+                )
+            ).order_by(DecisionRecord.id.asc())
+        )
+    ).scalars().all()
+    plan_rows = (
+        await db.execute(
+            select(PlanBundle).where(
+                and_(
+                    PlanBundle.tenant_id == tenant_id,
+                    PlanBundle.work_item_id == int(work_item_id),
+                )
+            ).order_by(PlanBundle.id.asc())
+        )
+    ).scalars().all()
+    reply_rows = (
+        await db.execute(
+            select(ReplyReceipt).where(
+                and_(
+                    ReplyReceipt.tenant_id == tenant_id,
+                    ReplyReceipt.work_item_id == int(work_item_id),
+                )
+            ).order_by(ReplyReceipt.id.asc())
+        )
+    ).scalars().all()
+    payload: dict[str, Any] = {
+        "id": int(row.id),
+        "source_system": row.source_system,
+        "source_message_id": row.source_message_id,
+        "state": row.state,
+        "intent": row.intent,
+        "decision_level": row.decision_level,
+        "project_id": _safe_int(row.project_id),
+        "signal_id": _safe_int(row.signal_id),
+        "context_snapshot": row.context_snapshot,
+        "action_bundle": row.action_bundle,
+        "execution_result": row.execution_result,
+        "review_summary": row.review_summary,
+        "reply_template_key": row.reply_template_key,
+        "decision_records": [
+            {
+                "id": int(item.id),
+                "decision_level": item.decision_level,
+                "decision_object_type": item.decision_object_type,
+                "decision_object_id": _safe_int(item.decision_object_id),
+                "rationale": item.rationale,
+                "risk_score": item.risk_score,
+                "budget_impact": item.budget_impact,
+                "resource_impact": item.resource_impact,
+                "simulation_result": item.simulation_result,
+                "policy_gate_hit": bool(item.policy_gate_hit),
+                "policy_gate_code": item.policy_gate_code,
+                "approval_requirement": item.approval_requirement,
+                "execution_result": item.execution_result,
+                "final_outcome": item.final_outcome,
+            }
+            for item in decision_rows
+        ],
+        "plan_bundles": [
+            {
+                "id": int(item.id),
+                "plan_type": item.plan_type,
+                "summary": item.summary,
+                "payload": item.payload,
+            }
+            for item in plan_rows
+        ],
+        "reply_receipts": [
+            {
+                "id": int(item.id),
+                "receipt_phase": item.receipt_phase,
+                "template_key": item.template_key,
+                "payload": item.payload,
+                "status": item.status,
+            }
+            for item in reply_rows
+        ],
+    }
+    return success_response(payload)
+

backend/app/api/ai_pmo_api/routes_resume.py

@@ -0,0 +1,151 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers_resume import _queue_resume_work_item, _reject_work_item
+from .schemas import PMOResumeWorkItemRequest, PMOWorkItemDecisionRequest
+
+@router.post("/work-items/{work_item_id}/resume")
+async def resume_work_item(
+    work_item_id: int,
+    request: PMOResumeWorkItemRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    target = (
+        await db.execute(
+            select(WorkItem).where(
+                and_(
+                    WorkItem.tenant_id == tenant_id,
+                    WorkItem.id == int(work_item_id),
+                )
+            ).limit(1)
+        )
+    ).scalar_one_or_none()
+    if target is None:
+        raise HTTPException(status_code=404, detail="work_item_not_found")
+    action_text_map = {
+        "continue": "继续处理",
+        "commit": "确认并提交候选",
+        "refresh": "换一批候选",
+        "cancel": "取消本次候选",
+    }
+    action_message = action_text_map.get(str(request.action or "").strip().lower(), "继续处理")
+    service = AIPMOKernelService(db, tenant_id=tenant_id)
+    raw_result = await service.process_ingress(
+        source_system="ai_pmo_ui",
+        source_message_id=request.source_message_id or f"resume-{int(work_item_id)}-{int(datetime.now().timestamp() * 1000)}",
+        message_text=f"{action_message} work_item #{int(work_item_id)}",
+        sender=str(current_user.name or current_user.username or "PMFlow用户"),
+        channel_ref="ai_pmo_ui",
+        source_sender_open_id=None,
+        captured_at=None,
+        chat_type="manual",
+        project_hint_id=request.project_id or _safe_int(target.project_id),
+    )
+    result = _normalize_resume_result(raw=raw_result, target_work_item=target)
+    return success_response(result)
+
+@router.post("/work-items/{work_item_id}/decision")
+async def decide_work_item(
+    work_item_id: int,
+    request: PMOWorkItemDecisionRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    target = (
+        await db.execute(
+            select(WorkItem).where(
+                and_(
+                    WorkItem.tenant_id == tenant_id,
+                    WorkItem.id == int(work_item_id),
+                )
+            ).limit(1)
+        )
+    ).scalar_one_or_none()
+    if target is None:
+        raise HTTPException(status_code=404, detail="work_item_not_found")
+
+    if request.action == "reject":
+        result = await _reject_work_item(
+            db=db,
+            tenant_id=tenant_id,
+            target=target,
+            current_user=current_user,
+            reason=request.reason,
+        )
+        return success_response(result)
+
+    if str(target.state or "").strip() == "waiting_manual" and request.project_id is not None:
+        target.project_id = int(request.project_id)
+        target.state = "executing"
+        target.reply_template_key = "action_processing"
+        current_execution = target.execution_result if isinstance(target.execution_result, dict) else {}
+        target.execution_result = {
+            **current_execution,
+            "status": "executing",
+            "manual_decision": "approve",
+            "resume_trigger": "queued_background",
+            "project_id": int(request.project_id),
+            "queued_at": datetime.now().isoformat(),
+        }
+        decision_row = (
+            await db.execute(
+                select(DecisionRecord)
+                .where(
+                    and_(
+                        DecisionRecord.tenant_id == tenant_id,
+                        DecisionRecord.work_item_id == int(target.id),
+                    )
+                )
+                .order_by(DecisionRecord.id.desc())
+                .limit(1)
+            )
+        ).scalar_one_or_none()
+        if decision_row is not None and str(decision_row.policy_gate_code or "").strip() == "missing_project_scope":
+            decision_row.policy_gate_hit = False
+            decision_row.policy_gate_code = None
+            decision_row.approval_requirement = {
+                "required": False,
+                "reason": "project_scope_confirmed",
+                "message": "项目归属已确认，正在后台继续执行。",
+            }
+            decision_row.final_outcome = "executing"
+        await db.commit()
+        _queue_resume_work_item(
+            tenant_id=tenant_id,
+            work_item_id=int(work_item_id),
+            source_message_id=request.source_message_id,
+            sender=str(current_user.name or current_user.username or "PMFlow用户"),
+            project_id=int(request.project_id),
+        )
+        return success_response(
+            {
+                "handled": True,
+                "status": "pending_manual",
+                "followup_reply": "已确认关联项目，正在后台继续执行。",
+                "target_work_item_id": int(target.id),
+                "target_state": str(target.state or "").strip() or "executing",
+                "target_intent": str(target.intent or "").strip() or None,
+                "project_id": int(request.project_id),
+                "signal_id": _safe_int(target.signal_id),
+                "auto_tasks": [],
+            }
+        )
+
+    service = AIPMOKernelService(db, tenant_id=tenant_id)
+    raw_result = await service.process_ingress(
+        source_system="ai_pmo_ui",
+        source_message_id=request.source_message_id or f"decision-approve-{int(work_item_id)}-{int(datetime.now().timestamp() * 1000)}",
+        message_text=f"继续处理 work_item #{int(work_item_id)}",
+        sender=str(current_user.name or current_user.username or "PMFlow用户"),
+        channel_ref="ai_pmo_ui",
+        source_sender_open_id=None,
+        captured_at=None,
+        chat_type="manual",
+        project_hint_id=request.project_id or _safe_int(target.project_id),
+    )
+    result = _normalize_resume_result(raw=raw_result, target_work_item=target)
+    return success_response(result)
+

backend/app/api/ai_pmo_api/schemas.py

@@ -0,0 +1,25 @@
+from __future__ import annotations
+
+from .shared import BaseModel, Field, Literal, Optional
+
+class PMOProcessTextRequest(BaseModel):
+    message_text: str = Field(..., min_length=1, max_length=4000)
+    sender: Optional[str] = Field(default=None, max_length=120)
+    source_message_id: Optional[str] = Field(default=None, max_length=128)
+    project_id: Optional[int] = Field(default=None)
+
+class PMOCadenceRunRequest(BaseModel):
+    cadence_type: str = Field(..., min_length=1, max_length=32)
+    project_id: Optional[int] = Field(default=None)
+
+class PMOResumeWorkItemRequest(BaseModel):
+    action: Literal["continue", "commit", "refresh", "cancel"] = Field(default="continue")
+    project_id: Optional[int] = Field(default=None)
+    source_message_id: Optional[str] = Field(default=None, max_length=128)
+
+class PMOWorkItemDecisionRequest(BaseModel):
+    action: Literal["approve", "reject"] = Field(..., description="审批动作：approve=继续执行，reject=标记失效")
+    project_id: Optional[int] = Field(default=None)
+    source_message_id: Optional[str] = Field(default=None, max_length=128)
+    reason: Optional[str] = Field(default=None, max_length=500)
+

backend/app/api/ai_pmo_api/shared.py

@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+import asyncio
+from datetime import datetime
+import re
+from typing import Any, Literal, Optional
+
+from fastapi import APIRouter, Depends, HTTPException
+from pydantic import BaseModel, Field
+from sqlalchemy import and_, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...core.logging import get_logger
+from ...core.response import success_response
+from ...database import AsyncSessionLocal, get_db
+from ...dependencies.auth import get_current_user
+from ...dependencies.tenant import get_tenant_id
+from ...models import DecisionRecord, IngestEvent, PlanBundle, PortfolioSnapshot, Project, ReplyReceipt, User, WorkItem
+from ...services.ai_pmo_cadence_service import AIPMOCadenceService
+from ...services.ai_pmo_kernel_service import AIPMOKernelService
+
+router = APIRouter(prefix="/ai-pmo", tags=["AI PMO"])
+logger = get_logger(__name__)
+FRONT_NOISE_INTENTS = {"query.read_only", "query.answer"}
+FRONT_NOISE_EXACT = {
+    "收到",
+    "收到啦",
+    "好的",
+    "ok",
+    "okk",
+    "yes",
+    "no",
+    "谢谢",
+    "thanks",
+    "thx",
+    "在吗",
+    "在不在",
+    "怎么样了",
+    "咋样了",
+    "辛苦了",
+}
+FRONT_NOISE_HINTS = ("怎么样了", "咋样了", "在吗", "辛苦了", "ok", "谢谢", "收到")
+FRONT_NOISE_STRUCTURED_HINTS = ("项目", "信号", "任务", "风险", "进度", "状态", "work_item", "工作项", "#")
+GENERIC_SOURCE_TEXT_RE = re.compile(
+    r"^(?:请)?(?:按|按照)?(?:这个|上述|这条)?(?:分步|步骤)?(?:骤)?(?:把|将)?(?:它|该需求|这条需求)?(?:加入|接入|录入).{0,24}信号源(?:中)?$",
+    re.IGNORECASE,
+)
+LOW_VALUE_CLOSURE_HINTS = ("缺少项目归属", "必须先确认项目", "无法创建", "不能创建")

backend/app/api/ai_steward_api/__init__.py

@@ -0,0 +1,25 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import (
+    routes_brief_blockers,
+    routes_capture,
+    routes_conflicts,
+    routes_rag_sources,
+    routes_stats_config,
+    routes_workflow,
+)
+
+router = APIRouter(prefix="/ai-steward", tags=["AI Steward"])
+for _module in [
+    routes_rag_sources,
+    routes_capture,
+    routes_conflicts,
+    routes_brief_blockers,
+    routes_stats_config,
+    routes_workflow,
+]:
+    router.include_router(_module.router)
+
+__all__ = ["router"]

backend/app/api/ai_steward_api/helpers.py

@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+from .shared import *
+
+def _utc_now_naive() -> datetime:
+    return now_cn_naive()
+
+async def _ensure_project_signal_link(
+    db: AsyncSession,
+    *,
+    tenant_id: int,
+    project_id: int,
+    signal_id: int,
+    link_type: str = "related",
+) -> None:
+    existing = (
+        await db.execute(
+            select(ProjectSignalLink.id).where(
+                and_(
+                    ProjectSignalLink.tenant_id == int(tenant_id),
+                    ProjectSignalLink.project_id == int(project_id),
+                    ProjectSignalLink.signal_id == int(signal_id),
+                )
+            ).limit(1)
+        )
+    ).scalar_one_or_none()
+    if existing is not None:
+        return
+    db.add(
+        ProjectSignalLink(
+            tenant_id=int(tenant_id),
+            project_id=int(project_id),
+            signal_id=int(signal_id),
+            link_type=link_type,
+            relevance_score=1.0,
+        )
+    )
+
+def _parse_related_users(raw_value: Any) -> List[str]:
+    """兼容 involved_user_ids 的 list / json-string / 单值字符串。"""
+    if raw_value is None:
+        return []
+    if isinstance(raw_value, list):
+        return [str(item) for item in raw_value if item is not None]
+    if isinstance(raw_value, (bytes, bytearray)):
+        raw_value = raw_value.decode("utf-8", errors="ignore")
+    if isinstance(raw_value, str):
+        text = raw_value.strip()
+        if not text:
+            return []
+        try:
+            parsed = json.loads(text)
+        except (TypeError, ValueError, json.JSONDecodeError):
+            if "," in text:
+                return [v.strip() for v in text.split(",") if v.strip()]
+            return [text]
+        if isinstance(parsed, list):
+            return [str(item) for item in parsed if item is not None]
+        if parsed is None:
+            return []
+        return [str(parsed)]
+    return [str(raw_value)]
+

backend/app/api/ai_steward_api/routes_brief_blockers.py

@@ -0,0 +1,251 @@
+from __future__ import annotations
+
+from .shared import *
+from .schemas import BlockerResolveRequest, CodeCommentScanRequest, DailyBriefingResponse
+
+@router.get("/daily-briefing")
+async def get_daily_briefing(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    获取个性化每日简报
+
+    AI 为每个角色生成定制化简报，只包含：
+    - 与你相关的任务变更
+    - 风险提醒
+    - 需要对齐的事项
+    - 高影响信号
+    - 团队更新
+
+    彻底过滤无关信息，替代传统日报/周报
+    """
+    try:
+        service = get_daily_briefing_service(db)
+        briefing = await service.generate_personalized_briefing(
+            user_id=int(current_user.id),
+            tenant_id=tenant_id
+        )
+        return briefing
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"生成简报失败: {str(e)}"
+        )
+
+@router.get("/daily-briefing/team/{project_id}")
+async def get_team_briefing(
+    project_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    获取团队简报（给管理者）
+
+    包含：
+    - 整体进度
+    - 每个成员的工作量
+    - 风险和阻塞
+    - 需要决策的事项
+    """
+    try:
+        service = get_daily_briefing_service(db)
+        briefing = await service.generate_team_briefing(
+            project_id=project_id,
+            tenant_id=tenant_id
+        )
+        return briefing
+    except ValueError as e:
+        raise HTTPException(status_code=404, detail=str(e))
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"生成团队简报失败: {str(e)}"
+        )
+
+@router.post("/analyze-blocker")
+async def analyze_blocker(
+    code_context: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    分析代码阻塞
+
+    当开发在代码注释中提到「这个接口达不到效果」时，
+    AI 自动触发分析，推荐替代方案或生成代码片段
+    """
+    from ..services.llm import LLMService
+
+    service = get_ai_steward_service(db)
+
+    prompt = f"""分析以下代码/注释中提到的问题，提供解决方案：
+
+代码上下文：
+{code_context}
+
+请提供：
+1. 问题分析
+2. 推荐的替代方案
+3. 示例代码（如适用）
+
+以 JSON 格式返回。"""
+
+    try:
+        llm = LLMService()
+        response = await llm.generate(
+            prompt,
+            db=db,
+            tenant_id=tenant_id,
+        )
+
+        return {
+            'analysis': response,
+            'suggestions': [],
+            'auto_generated': True
+        }
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"分析失败: {str(e)}"
+        )
+
+@router.post("/blockers/scan-comment")
+async def scan_code_comment_for_blockers(
+    request: CodeCommentScanRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    扫描代码注释，检测阻塞
+
+    自动识别阻塞模式：
+    - "等待 X 接口完成"
+    - "这个 API 达不到效果"
+    - "由于 Y 的限制，暂时跳过"
+
+    如果检测到阻塞，AI 会自动：
+    1. 分析严重程度
+    2. 生成解决方案建议
+    3. 创建追踪任务（如需要）
+    """
+    try:
+        service = get_blocker_detection_service(db)
+        result = await service.scan_code_comment(
+            code_content=request.code_content,
+            file_path=request.file_path,
+            line_number=request.line_number,
+            project_id=request.project_id,
+            user_id=int(current_user.id),
+            tenant_id=tenant_id
+        )
+
+        if result:
+            return {
+                'status': 'blocker_detected',
+                'blocker': result
+            }
+
+        return {
+            'status': 'no_blocker',
+            'message': '未检测到阻塞'
+        }
+
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"扫描失败: {str(e)}"
+        )
+
+@router.post("/blockers/detect-tasks")
+async def detect_task_blockers(
+    background_tasks: BackgroundTasks,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    检测所有任务中的阻塞
+
+    扫描所有超过3天未更新的进行中任务，
+    使用 AI 判断是否存在阻塞
+    """
+    try:
+        service = get_blocker_detection_service(db)
+        blockers = await service.detect_task_blockers(tenant_id=tenant_id)
+
+        return {
+            'total_detected': len(blockers),
+            'blockers': blockers
+        }
+
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"检测失败: {str(e)}"
+        )
+
+@router.get("/blockers/active")
+async def get_active_blockers(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    获取所有活跃的阻塞
+
+    返回所有未解决的阻塞，按严重程度排序
+    """
+    try:
+        service = get_blocker_detection_service(db)
+        blockers = await service.get_active_blockers(tenant_id=tenant_id)
+
+        # 按严重程度排序
+        severity_order = {'high': 0, 'medium': 1, 'low': 2}
+        blockers.sort(key=lambda b: severity_order.get(b['severity'], 1))
+
+        return {
+            'total': len(blockers),
+            'blockers': blockers
+        }
+
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"获取失败: {str(e)}"
+        )
+
+@router.post("/blockers/resolve")
+async def resolve_blocker(
+    request: BlockerResolveRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    标记阻塞为已解决
+
+    记录解决方案并关闭阻塞记录
+    """
+    try:
+        service = get_blocker_detection_service(db)
+        result = await service.resolve_blocker(
+            blocker_id=request.blocker_id,
+            resolution_note=request.resolution_note,
+            tenant_id=tenant_id
+        )
+
+        return result
+
+    except ValueError as e:
+        raise HTTPException(status_code=404, detail=str(e))
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"解决失败: {str(e)}"
+        )
+

backend/app/api/ai_steward_api/routes_capture.py

@@ -0,0 +1,234 @@
+from __future__ import annotations
+
+from .shared import *
+from .schemas import BrowserCaptureRequest, FeishuCaptureRequest, GitHubCaptureRequest, ProjectFromTextRequest, ProjectFromTextResponse
+
+@router.post("/project-from-text", response_model=ProjectFromTextResponse)
+async def create_project_from_text(
+    request: ProjectFromTextRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    零配置项目创建 - 从一句话生成完整项目
+
+    示例输入：
+    ```
+    我们要做一个 AI 客服工具，基于 GPT-4o mini，对标 XX 竞品，3 周上线
+    ```
+
+    AI 将自动生成：
+    - 完整的项目配置
+    - 竞品分析信号
+    - 项目宪章
+    - 任务链（含依赖关系）
+    - 风险预警规则
+    """
+    try:
+        service = get_ai_steward_service(db)
+
+        result = await service.create_project_from_natural_language(
+            input_text=request.input_text,
+            creator_id=int(current_user.id),
+            tenant_id=tenant_id
+        )
+
+        return ProjectFromTextResponse(**result)
+
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"项目创建失败: {str(e)}"
+        )
+
+@router.post("/signal/capture-feishu")
+@audited_write(caller="ai")
+async def capture_feishu_signal(
+    request: FeishuCaptureRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    从飞书群聊捕获信号
+
+    AI 会自动判断消息是否包含有价值的项目或技术信息，
+    如果是，则创建信号并自动关联到相关项目
+    """
+    try:
+        service = ProactiveSignalCaptureService(db)
+        result = await service.capture_from_feishu(
+            group_chat_id=request.group_chat_id,
+            message_content=request.message_content,
+            sender=request.sender,
+            tenant_id=tenant_id,
+            feishu_message_id=request.feishu_message_id,
+        )
+        response_payload = dict(result) if isinstance(result, dict) else {"result": result}
+
+        should_enqueue_reply = bool(response_payload.get("direct_reply_required"))
+        reply_text = str(response_payload.get("direct_reply_text") or "").strip() or "已收到，正在处理。"
+        source_message_id = (str(request.feishu_message_id or "").strip()[:128] or None)
+        normalized_chat_id = str(request.group_chat_id or "").strip()
+        if should_enqueue_reply and normalized_chat_id:
+            try:
+                outbox_id = await FeishuOutboxService.enqueue(
+                    db,
+                    tenant_id=int(tenant_id),
+                    chat_id=normalized_chat_id,
+                    text=reply_text,
+                    source_message_id=source_message_id,
+                    dedupe_seed=f"capture-feishu:{normalized_chat_id}:{str(request.sender or '').strip()[:64]}",
+                    trace_id=str(response_payload.get("ai_trace_id") or "").strip()[:64] or None,
+                )
+                await db.commit()
+                response_payload["reply_outbox_enqueued"] = bool(outbox_id)
+                response_payload["reply_outbox_id"] = int(outbox_id) if outbox_id else None
+            except Exception as outbox_exc:
+                await db.rollback()
+                response_payload["reply_outbox_enqueued"] = False
+                response_payload["reply_outbox_error"] = str(outbox_exc)[:200]
+        return response_payload
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"飞书信号捕获失败: {str(e)}")
+
+@router.post("/signal/capture-browser")
+async def capture_browser_signal(
+    request: BrowserCaptureRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    从浏览器标签页捕获信号
+
+    监控用户访问的技术文档、竞品页面、GitHub issues等
+    """
+    try:
+        service = ProactiveSignalCaptureService(db)
+        result = await service.capture_from_browser(
+            user_id=request.user_id,
+            url=request.url,
+            title=request.title,
+            content_preview=request.content_preview,
+            tenant_id=tenant_id
+        )
+        return result
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"浏览器信号捕获失败: {str(e)}")
+
+@router.post("/signal/capture-github")
+async def capture_github_signal(
+    request: GitHubCaptureRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    从GitHub事件捕获信号
+
+    监控竞品仓库更新、上游依赖更新等
+    """
+    try:
+        service = ProactiveSignalCaptureService(db)
+        result = await service.capture_from_github(
+            repo_url=request.repo_url,
+            event_type=request.event_type,
+            event_data=request.event_data,
+            tenant_id=tenant_id
+        )
+        return result
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"GitHub信号捕获失败: {str(e)}")
+
+@router.post("/signal/start-hn-monitor")
+async def start_hn_monitor(
+    background_tasks: BackgroundTasks,
+    interval_minutes: int = 30,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    启动 HackerNews 定时监控（后台任务）
+
+    定期抓取 HackerNews 首页，分析技术趋势
+    """
+    async def run_monitor():
+        service = ProactiveSignalCaptureService(db)
+        await service.start_hackernews_monitor(interval_minutes=interval_minutes, tenant_id=tenant_id)
+
+    background_tasks.add_task(run_monitor)
+    return {
+        "status": "started",
+        "message": f"HackerNews 监控已启动，间隔: {interval_minutes} 分钟"
+    }
+
+@router.post("/sync-signal")
+async def sync_external_signal(
+    source: str,
+    content: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    手动同步外部信号
+
+    支持从以下来源同步：
+    - 飞书群聊
+    - GitHub commits/PRs
+    - 浏览器标签页
+    """
+    from ..models import Signal
+    from ..services.ai_steward import get_ai_steward_service
+
+    service = get_ai_steward_service(db)
+
+    # AI 分析信号重要性
+    prompt = f"""分析以下信号的重要性：
+
+来源：{source}
+内容：{content}
+
+请评估：
+1. impact_score (0-1)
+2. priority (low/medium/high/critical)
+3. 是否需要立即行动
+
+以 JSON 格式返回。"""
+
+    try:
+        from ..services.llm import LLMService
+        llm = LLMService()
+        response = await llm.generate(
+            prompt,
+            db=db,
+            tenant_id=tenant_id,
+        )
+
+        # 创建信号
+        signal = Signal(
+            source=source,
+            content=content,
+            impact_score=0.7,
+            priority='medium',
+            processed=False,
+            tenant_id=tenant_id
+        )
+        db.add(signal)
+        await db.commit()
+
+        return {
+            'signal_id': str(signal.id),
+            'analysis': response,
+            'status': 'captured'
+        }
+
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"信号同步失败: {str(e)}"
+        )
+

backend/app/api/ai_steward_api/routes_conflicts.py

@@ -0,0 +1,253 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _parse_related_users, _utc_now_naive
+from .schemas import CognitiveConflictResponse, ConflictDetectRequest
+
+@router.get("/cognitive-conflicts", response_model=List[CognitiveConflictResponse])
+async def get_cognitive_conflicts(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+    project_id: Optional[int] = None
+):
+    """
+    获取认知冲突列表
+
+    AI 会自动识别团队中的隐性认知差异，例如：
+    - 产品说"用户留存提升10%"，开发实现的是"DAU提升10%"
+    - 双方没有争论，但目标不一致，AI 会主动识别并推送对齐提醒
+    """
+    from ..models import CognitiveConflict, TruthNode
+    from sqlalchemy.future import select
+
+    query = select(CognitiveConflict).where(
+        CognitiveConflict.tenant_id == tenant_id,
+        CognitiveConflict.status == 'active'
+    )
+
+    if project_id:
+        # 通过 truth_node 关联到项目
+        query = query.join(
+            TruthNode, CognitiveConflict.truth_node_id == TruthNode.id
+        ).where(
+            TruthNode.project_id == project_id
+        )
+
+    result = await db.execute(query)
+    conflicts = result.scalars().all()
+
+    return [
+        CognitiveConflictResponse(
+            id=str(c.id),
+            type=c.conflict_type,
+            description=c.description,
+            severity="high" if "critical" in (c.description or "").lower() else "medium",
+            related_users=_parse_related_users(c.involved_user_ids),
+        )
+        for c in conflicts
+    ]
+
+@router.post("/conflicts/detect")
+async def detect_conflicts(
+    request: ConflictDetectRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    检测项目中的认知冲突
+
+    支持检测类型：
+    - all: 全部检测（宪章冲突 + 定义冲突）
+    - charter: 仅检测宪章中的潜在冲突
+    - definition: 仅检测用户定义冲突
+    """
+    try:
+        service = get_cognitive_conflict_service(db)
+
+        detected_conflicts = []
+
+        if request.detect_type in ["all", "charter"]:
+            charter_conflicts = await service.detect_charter_conflicts(
+                project_id=request.project_id,
+                tenant_id=tenant_id
+            )
+            detected_conflicts.extend(charter_conflicts)
+
+        if request.detect_type in ["all", "definition"]:
+            definition_conflicts = await service.detect_user_definition_conflicts(
+                project_id=request.project_id,
+                tenant_id=tenant_id
+            )
+            detected_conflicts.extend(definition_conflicts)
+
+        return {
+            "project_id": request.project_id,
+            "detected_count": len(detected_conflicts),
+            "conflicts": detected_conflicts
+        }
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"冲突检测失败: {str(e)}")
+
+@router.post("/conflicts/{conflict_id}/propose-resolution")
+async def propose_conflict_resolution(
+    conflict_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    AI 生成认知冲突解决方案
+
+    为冲突双方生成对齐方案：
+    1. 分析冲突根因
+    2. 提出妥协方案
+    3. 生成可执行的对齐计划
+    """
+    try:
+        service = get_cognitive_conflict_service(db)
+        resolution = await service.propose_alignment_resolution(
+            conflict_id=conflict_id,
+            tenant_id=tenant_id
+        )
+        return resolution
+    except ValueError as e:
+        raise HTTPException(status_code=404, detail=str(e))
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"方案生成失败: {str(e)}")
+
+@router.post("/conflicts/{conflict_id}/align")
+async def trigger_async_alignment(
+    conflict_id: int,
+    user1_id: int,
+    user2_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    触发异步 1v1 认知对齐
+
+    为冲突双方创建独立的对齐任务：
+    1. 发送对齐邀请
+    2. 提供背景信息
+    3. 收集双方观点
+    4. AI 生成共识方案
+    """
+    try:
+        service = get_cognitive_conflict_service(db)
+        alignment = await service.trigger_async_alignment(
+            conflict_id=conflict_id,
+            user1_id=user1_id,
+            user2_id=user2_id,
+            tenant_id=tenant_id
+        )
+        return alignment
+    except ValueError as e:
+        raise HTTPException(status_code=404, detail=str(e))
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"对齐触发失败: {str(e)}")
+
+@router.post("/cognitive-conflicts/{conflict_id}/resolve")
+async def resolve_cognitive_conflict(
+    conflict_id: int,
+    resolution_note: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    解决认知冲突
+
+    AI 会生成解决方案建议，双方确认后标记为已解决
+    """
+    from ..models import CognitiveConflict
+    from sqlalchemy.future import select
+
+    result = await db.execute(
+        select(CognitiveConflict).where(
+            CognitiveConflict.id == conflict_id,
+            CognitiveConflict.tenant_id == tenant_id
+        )
+    )
+    conflict = result.scalar_one_or_none()
+
+    if not conflict:
+        raise HTTPException(status_code=404, detail="冲突记录不存在")
+
+    conflict.status = 'resolved'
+    conflict.resolved_at = _utc_now_naive()
+    conflict.description += f"\n\n解决方案（{current_user.username}）: {resolution_note}"
+
+    await db.commit()
+
+    return {"message": "冲突已标记为已解决"}
+
+@router.get("/conflicts/task-mismatch/{task_id}")
+async def check_task_charter_mismatch(
+    task_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    检测任务与宪章的一致性
+
+    检查：
+    1. 任务描述是否与宪章目标一致
+    2. 技术选型是否符合约束
+    3. 是否偏离项目方向
+    """
+    from ..models import Task, TruthNode
+    from sqlalchemy.future import select
+
+    try:
+        # 获取任务
+        result = await db.execute(
+            select(Task).where(
+                Task.id == task_id,
+                Task.tenant_id == tenant_id
+            )
+        )
+        task = result.scalar_one_or_none()
+
+        if not task:
+            raise HTTPException(status_code=404, detail="任务不存在")
+
+        # 获取宪章
+        charter_result = await db.execute(
+            select(TruthNode).where(
+                TruthNode.id == task.truth_node_id,
+                TruthNode.tenant_id == tenant_id
+            )
+        )
+        charter = charter_result.scalar_one_or_none()
+
+        if not charter:
+            raise HTTPException(status_code=404, detail="宪章不存在")
+
+        # 检测一致性
+        service = get_cognitive_conflict_service(db)
+        mismatch = await service.detect_task_charter_mismatch(
+            task=task,
+            charter_content=charter.content,
+            tenant_id=tenant_id
+        )
+
+        if mismatch:
+            return {
+                "is_aligned": False,
+                "mismatch": mismatch
+            }
+
+        return {
+            "is_aligned": True,
+            "message": "任务与宪章一致"
+        }
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"一致性检测失败: {str(e)}")
+

backend/app/api/ai_steward_api/routes_rag_sources.py

@@ -0,0 +1,151 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _ensure_project_signal_link
+from .schemas import SignalSourceListResponse, SignalSourceOnboardRequest, SignalSourceRepairRequest
+
+@router.post("/rag/ask")
+async def ask_ai_steward_rag(
+    request: RAGAskRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    effective_tenant_id = int(getattr(current_user, "tenant_id", tenant_id) or tenant_id)
+    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
+    result = await service.answer_question(
+        question=request.question,
+        asked_by=int(current_user.id),
+        asked_via="pmflow",
+        project_id=request.project_id,
+        source_chat_id=request.source_chat_id,
+        session_id=request.session_id,
+        force_new_session=bool(request.new_session),
+        thinking_mode=request.thinking_mode,
+        action_mode=request.action_mode,
+        sync_requirement=bool(request.sync_requirement),
+    )
+    return success_response(result)
+
+@router.post("/signal-sources/onboard")
+@audited_write(caller="user")
+async def onboard_signal_source(
+    request: SignalSourceOnboardRequest,
+    current_user: User = Depends(require_manager_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    effective_tenant_id = int(getattr(current_user, "tenant_id", tenant_id) or tenant_id)
+    signal = Signal(
+        tenant_id=effective_tenant_id,
+        source="PMFlow",
+        content=f"[PMFlow用户#{int(current_user.id)}]: {request.instruction[:1800]}",
+        impact_score=0.7,
+        priority="medium",
+        processed=False,
+        strategic_analysis=json.dumps(
+            {
+                "source": "pmflow_manual_signal_source_onboard",
+                "instruction": request.instruction[:2000],
+                "created_at": now_cn_aware().isoformat(),
+            },
+            ensure_ascii=False,
+        ),
+        tasks_generated=json.dumps([], ensure_ascii=False),
+        matched_project_id=int(request.project_id),
+        title=(request.instruction[:80] or "新增信号源"),
+        signal_type="新需求",
+        summary=request.instruction[:300],
+        reasoning=json.dumps(["来自 AI Steward 手动信号源接入请求。"], ensure_ascii=False),
+        confidence=0.82,
+        recommended_action="enter_only",
+        status="待处理",
+    )
+    if not request.dry_run:
+        db.add(signal)
+        await db.flush()
+        await _ensure_project_signal_link(
+            db,
+            tenant_id=effective_tenant_id,
+            project_id=int(request.project_id),
+            signal_id=int(signal.id),
+        )
+        await db.commit()
+        await db.refresh(signal)
+    signal_id_value = int(signal.id) if not request.dry_run and getattr(signal, "id", None) is not None else None
+
+    service = SignalSourceOrchestrationService(db)
+    result = await service.orchestrate_from_signal(
+        tenant_id=effective_tenant_id,
+        project_id=int(request.project_id),
+        signal_id=signal_id_value,
+        initiating_text=request.instruction,
+        requested_via="pmflow",
+        operator_user_id=int(current_user.id),
+        dry_run=bool(request.dry_run),
+        response_mode=request.response_mode,
+    )
+    return success_response(
+        {
+            "signal_id": signal_id_value,
+            **result,
+        }
+    )
+
+@router.get("/orchestration-runs/{trace_id}")
+async def get_orchestration_run(
+    trace_id: str,
+    current_user: User = Depends(require_manager_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    effective_tenant_id = int(getattr(current_user, "tenant_id", tenant_id) or tenant_id)
+    row = await AIOrchestrationRunService(db).get_run(
+        tenant_id=effective_tenant_id,
+        trace_id=str(trace_id or "").strip(),
+    )
+    if row is None:
+        raise HTTPException(status_code=404, detail="orchestration run not found")
+    return success_response(AIOrchestrationRunService.serialize_run(row))
+
+@router.get("/projects/{project_id}/signal-sources")
+async def list_project_signal_sources(
+    project_id: int,
+    current_user: User = Depends(require_manager_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    effective_tenant_id = int(getattr(current_user, "tenant_id", tenant_id) or tenant_id)
+    items = await SignalSourceOrchestrationService(db).list_project_sources(
+        tenant_id=effective_tenant_id,
+        project_id=int(project_id),
+    )
+    return success_response(SignalSourceListResponse(items=items).model_dump())
+
+@router.post("/signal-sources/repair-dirty")
+@audited_write(caller="system")
+async def repair_dirty_signal_sources(
+    request: SignalSourceRepairRequest,
+    current_user: User = Depends(require_manager_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    effective_tenant_id = int(getattr(current_user, "tenant_id", tenant_id) or tenant_id)
+    try:
+        rows = await SignalSourceRepairService(db).repair_registries(
+            tenant_id=effective_tenant_id,
+            project_id=int(request.project_id),
+            registry_ids=[int(item) for item in request.registry_ids],
+            sender=str(request.sender or "PMFlow修复器").strip()[:64] or "PMFlow修复器",
+        )
+    except SignalSourceRepairTimeoutError as exc:
+        raise HTTPException(status_code=504, detail=str(exc)) from exc
+    except SignalSourceRepairMissingSignalError as exc:
+        raise HTTPException(status_code=502, detail=str(exc)) from exc
+    return success_response(
+        {
+            "project_id": int(request.project_id),
+            "items": rows,
+        }
+    )
+

backend/app/api/ai_steward_api/routes_stats_config.py

@@ -0,0 +1,197 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _utc_now_naive
+
+@router.get("/stats")
+async def get_ai_steward_stats(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    获取 AI Steward 统计数据
+
+    展示 AI 为团队节省的工作量：
+    - 自动捕获的信号数
+    - 避免的认知冲突数
+    - 自动解决的阻塞数
+    - 节省的会议时间（小时）
+    """
+    from ..models import Signal, CognitiveConflict
+    from sqlalchemy import func, text
+
+    # 统计信号数量
+    week_ago = _utc_now_naive() - timedelta(days=7)
+    month_ago = _utc_now_naive() - timedelta(days=30)
+
+    signal_result = await db.execute(
+        select(func.count(Signal.id)).where(
+            Signal.tenant_id == tenant_id,
+            Signal.created_at >= week_ago
+        )
+    )
+    signals_captured = signal_result.scalar() or 0
+
+    # 统计高影响信号
+    high_impact_result = await db.execute(
+        select(func.count(Signal.id)).where(
+            Signal.tenant_id == tenant_id,
+            Signal.impact_score >= 0.8,
+            Signal.created_at >= week_ago
+        )
+    )
+    high_impact_count = high_impact_result.scalar() or 0
+
+    # 统计认知冲突
+    conflict_result = await db.execute(
+        select(func.count(CognitiveConflict.id)).where(
+            CognitiveConflict.tenant_id == tenant_id,
+            CognitiveConflict.status.in_(['detected', 'active'])
+        )
+    )
+    active_conflicts = conflict_result.scalar() or 0
+
+    # 统计已解决的冲突
+    resolved_conflict_result = await db.execute(
+        select(func.count(CognitiveConflict.id)).where(
+            CognitiveConflict.tenant_id == tenant_id,
+            CognitiveConflict.status == 'resolved',
+            CognitiveConflict.resolved_at >= month_ago
+        )
+    )
+    conflicts_resolved = resolved_conflict_result.scalar() or 0
+
+    # 统计阻塞
+    blocker_result = await db.execute(
+        text("""
+            SELECT COUNT(*) FROM cognitive_conflicts
+            WHERE tenant_id = :tenant_id
+            AND conflict_type IN ('code_blocker', 'task_blocker')
+            AND status = 'detected'
+        """),
+        {"tenant_id": tenant_id}
+    )
+    active_blockers = blocker_result.scalar() or 0
+
+    # 活跃项目数
+    from ..models import Project
+    project_result = await db.execute(
+        select(func.count(Project.id)).where(
+            Project.tenant_id == tenant_id,
+            Project.status == 'active'
+        )
+    )
+    active_projects = project_result.scalar() or 0
+
+    # 估算节省时间（每个冲突/阻塞避免约2小时会议）
+    hours_saved = conflicts_resolved * 2
+
+    stats = {
+        'signals_captured': signals_captured,
+        'high_impact_signals': high_impact_count,
+        'active_conflicts': active_conflicts,
+        'conflicts_resolved': conflicts_resolved,
+        'active_blockers': active_blockers,
+        'active_projects': active_projects,
+        'hours_saved': hours_saved,
+        'last_updated': now_cn_aware().isoformat()
+    }
+
+    return stats
+
+@router.get("/config/suggest")
+async def get_ai_config_suggestion(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    AI 建议配置方案
+
+    根据团队现状，智能推荐应该优先配置哪些集成源
+    """
+    from ..models import Integration, Project, Signal
+    from sqlalchemy.future import select
+    from sqlalchemy import func
+
+    # 检查已配置的集成
+    configured_sources = []
+
+    # 检查飞书配置
+    feishu_result = await db.execute(
+        select(Integration).where(
+            Integration.tenant_id == tenant_id,
+            Integration.type == 'feishu',
+            Integration.is_active == True
+        )
+    )
+    if feishu_result.scalar_one_or_none():
+        configured_sources.append('feishu')
+
+    # 检查活跃项目数
+    project_result = await db.execute(
+        select(func.count(Project.id)).where(
+            Project.tenant_id == tenant_id,
+            Project.status == 'active'
+        )
+    )
+    active_projects = project_result.scalar() or 0
+
+    # 检查近期信号数量
+    signal_result = await db.execute(
+        select(func.count(Signal.id)).where(
+            Signal.tenant_id == tenant_id,
+            Signal.created_at >= (_utc_now_naive() - timedelta(days=7))
+        )
+    )
+    recent_signals = signal_result.scalar() or 0
+
+    # AI 分析并推荐配置
+    recommended = []
+    reasoning_parts = []
+
+    # 根据项目数量推荐
+    if active_projects > 0:
+        if 'feishu' not in configured_sources:
+            recommended.append('feishu')
+            reasoning_parts.append(f"您有 {active_projects} 个活跃项目，建议配置飞书群聊集成以自动捕获需求讨论")
+
+    # 根据信号量推荐
+    if recent_signals < 10:
+        if 'hn' not in [s.split('_')[0] for s in configured_sources]:
+            recommended.append('hn')
+            reasoning_parts.append("近期信号较少，建议启用 HackerNews 监控获取更多技术趋势")
+
+    # 默认推荐
+    if not recommended:
+        if 'feishu' not in configured_sources:
+            recommended.append('feishu')
+        if 'hn' not in [s.split('_')[0] for s in configured_sources]:
+            recommended.append('hn')
+        reasoning_parts.append("建议配置基础集成源以启动 AI 主动捕获能力")
+
+    reasoning = "；".join(reasoning_parts) if reasoning_parts else "所有基础集成已配置，AI 主动捕获能力已全面启用"
+
+    # 估算影响
+    impact_levels = {
+        0: "暂无明显影响",
+        1: "预计每周节省 2 小时手动录入时间",
+        2: "预计每周节省 4 小时手动录入时间，捕获 10+ 个需求信号",
+        3: "预计每周节省 6 小时会议时间，自动对齐 5+ 个认知冲突",
+        4: "预计每周节省 8 小时会议时间，主动捕获 20+ 个需求信号"
+    }
+    impact = impact_levels.get(len(recommended), impact_levels[4])
+
+    return {
+        'recommended_sources': recommended,
+        'reasoning': reasoning,
+        'estimated_impact': impact,
+        'current_config': {
+            'feishu_configured': 'feishu' in configured_sources,
+            'hn_configured': any('hn' in s for s in configured_sources),
+            'github_configured': any('github' in s for s in configured_sources),
+            'browser_installed': False  # 需要前端检测
+        }
+    }
+

backend/app/api/ai_steward_api/routes_workflow.py

@@ -0,0 +1,149 @@
+from __future__ import annotations
+
+from .shared import *
+from .schemas import WorkflowTriggerRequest
+
+@router.post("/workflow/trigger")
+async def trigger_workflow(
+    request: WorkflowTriggerRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    触发事件驱动工作流
+
+    支持的事件类型：
+    - high_impact_signal: 高影响信号到达
+    - blocker_detected: 阻塞检测
+    - cognitive_conflict: 认知冲突
+    - tech_stack_change: 技术栈变更
+    - competitor_update: 竞品动态
+    - task_completed: 任务完成
+    - task_blocked: 任务阻塞
+    - project_risk: 项目风险
+
+    工作流会自动：
+    1. 调整项目优先级
+    2. 创建响应任务
+    3. 通知相关角色
+    4. 更新依赖关系
+    """
+    try:
+        engine = get_event_workflow_engine(db)
+        result = await engine.trigger_workflow(
+            event_type=request.event_type,
+            event_data=request.event_data,
+            tenant_id=tenant_id
+        )
+        return result
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"工作流触发失败: {str(e)}"
+        )
+
+@router.post("/workflow/signal/{signal_id}")
+async def trigger_signal_workflow(
+    signal_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    当接收到高影响信号时自动触发工作流
+
+    检查信号的 impact_score，如果超过阈值（0.85），
+    自动触发工作流来调整相关项目的优先级
+    """
+    from ..models import Signal
+    from sqlalchemy.future import select
+
+    signal_result = await db.execute(
+        select(Signal).where(
+            Signal.id == signal_id,
+            Signal.tenant_id == tenant_id
+        )
+    )
+    signal = signal_result.scalar_one_or_none()
+
+    if not signal:
+        raise HTTPException(status_code=404, detail="信号不存在")
+
+    # 检查是否达到阈值
+    if signal.impact_score < 0.85:
+        return {
+            'status': 'ignored',
+            'reason': f'信号影响分数 {signal.impact_score} 低于阈值 0.85'
+        }
+
+    # 触发高影响信号工作流
+    engine = get_event_workflow_engine(db)
+    result = await engine.trigger_workflow(
+        event_type=WorkflowEventType.HIGH_IMPACT_SIGNAL,
+        event_data={'signal_id': signal_id},
+        tenant_id=tenant_id
+    )
+
+    return result
+
+@router.get("/workflow/status")
+async def get_workflow_status(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    获取工作流状态
+
+    显示最近触发的工作流及其结果
+    """
+    from ..models import AICallLog
+    from sqlalchemy.future import select
+
+    # 获取最近的工作流记录
+    # 这里简化处理，实际应该有专门的工作流记录表
+    return {
+        'active_workflows': [],
+        'recent_triggers': [],
+        'message': '工作流状态追踪'
+    }
+
+@router.post("/workflow/auto-enable")
+async def enable_auto_workflow(
+    project_id: int,
+    enable: bool = True,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id)
+):
+    """
+    启用/禁用项目的自动工作流
+
+    启用后，当以下情况发生时会自动触发工作流：
+    - 高影响信号到达（>0.85）
+    - 任务阻塞检测
+    - 认知冲突检测
+    """
+    from ..models import Project
+    from sqlalchemy.future import select
+
+    project_result = await db.execute(
+        select(Project).where(
+            Project.id == project_id,
+            Project.tenant_id == tenant_id
+        )
+    )
+    project = project_result.scalar_one_or_none()
+
+    if not project:
+        raise HTTPException(status_code=404, detail="项目不存在")
+
+    # 这里应该设置项目的 auto_workflow 标志
+    # 由于 Project 模型可能没有这个字段，暂时返回成功
+    return {
+        'project_id': project_id,
+        'auto_workflow': enable,
+        'message': f'自动工作流已{"启用" if enable else "禁用"}'
+    }
+

backend/app/api/ai_steward_api/schemas.py

@@ -0,0 +1,96 @@
+from __future__ import annotations
+
+from .shared import *
+
+class ProjectFromTextRequest(BaseModel):
+    """零配置项目创建请求"""
+    input_text: str = Field(
+        ...,
+        description="自然语言项目描述，例如：我们要做一个 AI 客服工具，基于 GPT-4o mini，对标 XX 竞品，3 周上线",
+        min_length=10,
+        max_length=500
+    )
+
+class ProjectFromTextResponse(BaseModel):
+    """零配置项目创建响应"""
+    project: Dict[str, Any]
+    signal: Dict[str, Any]
+    charter: Dict[str, Any]
+    tasks: List[Dict[str, Any]]
+    risks: List[Dict[str, Any]]
+    analysis: Dict[str, Any]
+
+class CognitiveConflictResponse(BaseModel):
+    """认知冲突响应"""
+    id: str
+    type: str
+    description: str
+    severity: str
+    resolution_suggestion: Optional[str] = None
+    related_users: List[str]
+
+class DailyBriefingResponse(BaseModel):
+    """每日简报响应"""
+    date: str
+    total_updates: int
+    your_updates: int
+    relevant_changes: List[Dict[str, Any]]
+    risk_alerts: List[Dict[str, Any]]
+    alignment_needed: List[Dict[str, Any]]
+
+class FeishuCaptureRequest(BaseModel):
+    """飞书信号捕获请求"""
+    group_chat_id: str
+    message_content: str
+    sender: str
+    feishu_message_id: Optional[str] = None
+
+class BrowserCaptureRequest(BaseModel):
+    """浏览器信号捕获请求"""
+    user_id: int
+    url: str
+    title: str
+    content_preview: str
+
+class GitHubCaptureRequest(BaseModel):
+    """GitHub信号捕获请求"""
+    repo_url: str
+    event_type: str
+    event_data: Dict[str, Any]
+
+class ConflictDetectRequest(BaseModel):
+    """认知冲突检测请求"""
+    project_id: int
+    detect_type: str = "all"  # all, charter, definition
+
+class SignalSourceOnboardRequest(BaseModel):
+    project_id: int = Field(..., ge=1)
+    instruction: str = Field(..., min_length=6, max_length=2000)
+    dry_run: bool = False
+    response_mode: Literal["fast", "complete"] = "fast"
+
+class SignalSourceListResponse(BaseModel):
+    items: List[Dict[str, Any]]
+
+class SignalSourceRepairRequest(BaseModel):
+    project_id: int = Field(..., ge=1)
+    registry_ids: List[int] = Field(default_factory=list, min_length=1, max_length=50)
+    sender: str = Field(default="PMFlow修复器", min_length=1, max_length=64)
+
+class CodeCommentScanRequest(BaseModel):
+    """代码注释扫描请求"""
+    code_content: str
+    file_path: str
+    line_number: int
+    project_id: int
+
+class BlockerResolveRequest(BaseModel):
+    """阻塞解决请求"""
+    blocker_id: int
+    resolution_note: str
+
+class WorkflowTriggerRequest(BaseModel):
+    """工作流触发请求"""
+    event_type: str
+    event_data: Dict[str, Any]
+

backend/app/api/ai_steward_api/shared.py

@@ -0,0 +1,37 @@
+from __future__ import annotations
+
+import json
+from datetime import datetime, timedelta, timezone
+from typing import Any, Dict, List, Literal, Optional
+
+from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException
+from pydantic import BaseModel, Field
+from sqlalchemy import and_, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...core.response import success_response
+from ...database import get_db
+from ...dependencies.auth import get_current_user
+from ...dependencies.permissions import require_manager_user
+from ...dependencies.tenant import get_tenant_id
+from ...models import ProjectSignalLink, Signal, User
+from ...schemas.rag import RAGAskRequest
+from ...services.adaptive_rag_service import AdaptiveRAGService
+from ...services.ai_orchestration_run_service import AIOrchestrationRunService
+from ...services.ai_steward import AIStewardService, get_ai_steward_service
+from ...services.blocker_detection import get_blocker_detection_service
+from ...services.cognitive_conflict import get_cognitive_conflict_service
+from ...services.daily_briefing import get_daily_briefing_service
+from ...services.event_workflow import WorkflowEventType, get_event_workflow_engine
+from ...services.feishu_outbox_service import FeishuOutboxService
+from ...services.signal_capture import ProactiveSignalCaptureService
+from ...services.signal_source_orchestration_service import SignalSourceOrchestrationService
+from ...services.signal_source_repair_service import (
+    SignalSourceRepairMissingSignalError,
+    SignalSourceRepairService,
+    SignalSourceRepairTimeoutError,
+)
+from ...utils.audited_write import audited_write
+from ...utils.timezone import now_cn_aware, now_cn_naive
+
+router = APIRouter(prefix="/ai-steward", tags=["AI Steward"])

backend/app/api/endpoints/skill.py

@@ -1,381 +1,7 @@
-"""
-PMFlow 人员能力图谱 API 端点
+"""PMFlow 人员能力图谱 API 端点。"""
 
-- 技能标签 CRUD
-- 用户技能绑定
-- 团队负载看板
-- 用户个人负载查询
-- 人员推荐
-"""
+from __future__ import annotations
 
-from typing import List, Optional
-from uuid import UUID
+from .skill_api import router
 
-from fastapi import APIRouter, Depends, HTTPException, status, Query
-from sqlalchemy.ext.asyncio import AsyncSession
-
-from ...database import get_db
-from ...dependencies import get_current_user, require_roles, get_tenant_id
-from ...models import User
-from ...schemas.skill import (
-    SkillTagCreate,
-    SkillTagUpdate,
-    SkillTagResponse,
-    UserSkillBindingCreate,
-    UserSkillBindingUpdate,
-    UserSkillBindingBatchUpdate,
-    UserSkillBindingResponse,
-    UserWorkloadResponse,
-    PersonnelRecommendationResponse,
-    PersonnelRecommendationItem,
-    SkillTaskHistoryResponse,
-    SkillTaskHistoryItem,
-)
-from ...services import skill_service
-from ...services import workload_service
-from ...services.auth import has_any_role
-
-router = APIRouter(prefix="/skills", tags=["人员能力图谱"])
-
-
-def _skill_tag_to_response(tag) -> SkillTagResponse:
-    """将 SkillTag ORM 转为响应模型"""
-    return SkillTagResponse(
-        id=str(tag.id),
-        tenant_id=tag.tenant_id,
-        name=tag.name,
-        slug=tag.slug,
-        category=tag.category,
-        description=tag.description,
-        is_system=tag.is_system,
-        sort_order=tag.sort_order,
-        created_at=tag.created_at.isoformat() if tag.created_at else None,
-        updated_at=tag.updated_at.isoformat() if tag.updated_at else None,
-    )
-
-
-# ============================================================================
-# 技能标签 CRUD
-# ============================================================================
-
-
-@router.get("/tags", response_model=List[SkillTagResponse])
-async def list_skill_tags(
-    category: Optional[str] = Query(None, description="按分类过滤"),
-    include_system: bool = Query(True, description="是否包含系统标签"),
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    列出技能标签
-
-    支持按分类过滤，系统标签可选包含。
-    """
-    tags = await skill_service.list_skill_tags(
-        db, tenant_id=tenant_id, category=category, include_system=include_system
-    )
-    return [_skill_tag_to_response(t) for t in tags]
-
-
-@router.post("/tags", response_model=SkillTagResponse)
-async def create_skill_tag(
-    body: SkillTagCreate,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    创建技能标签
-
-    仅 BOSS、ADMIN 可创建。
-    """
-    try:
-        tag = await skill_service.create_skill_tag(
-            db,
-            tenant_id=tenant_id,
-            name=body.name,
-            slug=body.slug,
-            category=body.category,
-            description=body.description,
-            sort_order=body.sort_order,
-        )
-        return _skill_tag_to_response(tag)
-    except ValueError as e:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
-
-
-@router.get("/tags/{tag_id}", response_model=SkillTagResponse)
-async def get_skill_tag(
-    tag_id: UUID,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """获取单个技能标签"""
-    tag = await skill_service.get_skill_tag(db, tag_id, tenant_id)
-    if not tag:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="技能标签不存在")
-    return _skill_tag_to_response(tag)
-
-
-@router.patch("/tags/{tag_id}", response_model=SkillTagResponse)
-async def update_skill_tag(
-    tag_id: UUID,
-    body: SkillTagUpdate,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    更新技能标签
-
-    系统预设标签不可修改。
-    """
-    try:
-        tag = await skill_service.update_skill_tag(
-            db,
-            tag_id=tag_id,
-            tenant_id=tenant_id,
-            name=body.name,
-            category=body.category,
-            description=body.description,
-            sort_order=body.sort_order,
-        )
-        if not tag:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="技能标签不存在")
-        return _skill_tag_to_response(tag)
-    except ValueError as e:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
-
-
-@router.delete("/tags/{tag_id}")
-async def delete_skill_tag(
-    tag_id: UUID,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    删除技能标签
-
-    系统预设标签不可删除。
-    """
-    try:
-        ok = await skill_service.delete_skill_tag(db, tag_id, tenant_id)
-        if not ok:
-            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="技能标签不存在")
-        return {"message": "已删除"}
-    except ValueError as e:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
-
-
-# ============================================================================
-# 用户技能绑定
-# ============================================================================
-
-
-@router.get("/users/{user_id}/bindings", response_model=List[UserSkillBindingResponse])
-async def get_user_skill_bindings(
-    user_id: int,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """获取用户的技能绑定列表"""
-    bindings = await skill_service.get_user_skill_bindings(db, tenant_id, user_id)
-    return [
-        UserSkillBindingResponse(
-            id=str(b.id),
-            user_id=str(b.user_id),
-            skill_tag_id=str(b.skill_tag_id),
-            skill_name=b.skill_tag.name if b.skill_tag else "",
-            proficiency=b.proficiency or 50,
-            level=b.level or b.proficiency_level or "intermediate",
-            years_experience=b.years_experience,
-            quality_score=getattr(b, "quality_score", None),
-            efficiency_score=getattr(b, "efficiency_score", None),
-            last_used_at=b.last_used_at.isoformat() if b.last_used_at else None,
-            created_at=b.created_at.isoformat() if b.created_at else None,
-            updated_at=b.updated_at.isoformat() if b.updated_at else None,
-        )
-        for b in bindings
-    ]
-
-
-@router.put("/users/{user_id}/bindings/batch")
-async def batch_update_user_skill_bindings(
-    user_id: int,
-    body: UserSkillBindingBatchUpdate,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    批量更新用户技能绑定
-
-    请求体 bindings 每项格式: { "skill_tag_id": "uuid", "proficiency": 80, "level": "advanced", "years_experience": 3 }
-    使用路径中的 user_id，body.user_id 可省略。
-    """
-    bindings = await skill_service.batch_update_user_skill_bindings(
-        db, tenant_id, user_id, body.bindings
-    )
-    return {"updated_count": len(bindings), "message": "已更新"}
-
-
-@router.get("/tags/{tag_id}/users")
-async def get_skill_tag_users(
-    tag_id: int,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """按技能标签查询拥有该技能的用户"""
-    bindings = await skill_service.get_skill_tag_user_bindings(db, tenant_id, tag_id)
-    return [
-        {
-            "user_id": str(b.user_id),
-            "user_name": b.user.name if b.user else "",
-            "proficiency": b.proficiency,
-            "level": b.level,
-        }
-        for b in bindings
-    ]
-
-
-@router.get("/users/{user_id}/tasks", response_model=SkillTaskHistoryResponse)
-async def get_user_skill_task_history(
-    user_id: int,
-    skill_id: int = Query(..., description="技能标签 ID"),
-    limit: int = Query(50, ge=1, le=200, description="返回条数上限"),
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    查询用户某技能下的历史任务。
-
-    权限：
-    - 用户可查询自己
-    - BOSS / ADMIN 可查询任意用户
-    """
-    from enum import Enum
-
-    current_role = (
-        current_user.role.value
-        if isinstance(current_user.role, Enum)
-        else current_user.role
-    )
-    if current_user.id != user_id and not has_any_role(str(current_role), ["BOSS", "ADMIN"]):
-        raise HTTPException(
-            status_code=status.HTTP_403_FORBIDDEN,
-            detail="仅可查询自己的技能历史任务",
-        )
-
-    items = await skill_service.get_user_skill_task_history(
-        db=db,
-        tenant_id=tenant_id,
-        user_id=user_id,
-        skill_tag_id=skill_id,
-        limit=limit,
-    )
-    return SkillTaskHistoryResponse(
-        items=[SkillTaskHistoryItem(**item) for item in items],
-        total=len(items),
-    )
-
-
-# ============================================================================
-# 团队负载看板
-# ============================================================================
-
-
-@router.get("/workload/team")
-async def get_team_workload_board(
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    获取团队负载看板数据
-
-    返回当前周期内所有用户的工作量汇总。
-    """
-    data = await workload_service.get_team_workload_board(db, tenant_id)
-    return {"items": data, "total": len(data)}
-
-
-# ============================================================================
-# 用户个人负载
-# ============================================================================
-
-
-@router.get("/workload/users/{user_id}", response_model=dict)
-async def get_user_personal_workload(
-    user_id: int,
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    获取用户个人负载详情
-
-    用户只能查询自己的负载，BOSS/ADMIN 可查询任意用户。
-    """
-    from enum import Enum
-
-    current_role = (
-        current_user.role.value
-        if isinstance(current_user.role, Enum)
-        else current_user.role
-    )
-    if current_user.id != user_id and not has_any_role(str(current_role), ["BOSS", "ADMIN"]):
-        raise HTTPException(
-            status_code=status.HTTP_403_FORBIDDEN,
-            detail="仅可查询自己的负载",
-        )
-
-    data = await workload_service.get_user_personal_workload(db, tenant_id, user_id)
-    if not data:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="无负载数据")
-    return data
-
-
-# ============================================================================
-# 人员推荐
-# ============================================================================
-
-
-@router.get("/recommend", response_model=PersonnelRecommendationResponse)
-async def recommend_personnel(
-    skills: str = Query(..., description="所需技能，逗号分隔，如: python,react,fastapi"),
-    task_description: Optional[str] = Query(None),
-    task_id: Optional[str] = Query(None),
-    limit: int = Query(5, ge=1, le=20),
-    tenant_id: int = Depends(get_tenant_id),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-):
-    """
-    根据所需技能推荐匹配人员
-
-    返回匹配度评分、推荐理由等。
-    """
-    required_skills = [s.strip() for s in skills.split(",") if s.strip()]
-    result = await skill_service.recommend_personnel(
-        db,
-        tenant_id=tenant_id,
-        required_skills=required_skills,
-        task_description=task_description,
-        task_id=task_id,
-        limit=limit,
-    )
-    return PersonnelRecommendationResponse(
-        task_id=result.get("task_id"),
-        task_description=result.get("task_description"),
-        required_skills=result.get("required_skills", []),
-        recommendations=[
-            PersonnelRecommendationItem(**r) for r in result.get("recommendations", [])
-        ],
-        total_count=result.get("total_count", 0),
-    )
+__all__ = ["router"]

backend/app/api/endpoints/skill_api/__init__.py

@@ -0,0 +1,18 @@
+"""Router assembly for skill endpoints."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from .bindings import router as bindings_router
+from .recommend import router as recommend_router
+from .tags import router as tags_router
+from .workload import router as workload_router
+
+router = APIRouter(prefix="/skills", tags=["人员能力图谱"])
+router.include_router(tags_router)
+router.include_router(bindings_router)
+router.include_router(workload_router)
+router.include_router(recommend_router)
+
+__all__ = ["router"]

backend/app/api/endpoints/skill_api/bindings.py

@@ -0,0 +1,115 @@
+"""User skill bindings and history endpoints."""
+
+from __future__ import annotations
+
+from typing import List
+
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ....database import get_db
+from ....dependencies import get_current_user, get_tenant_id
+from ....models import User
+from ....schemas.skill import (
+    SkillTaskHistoryItem,
+    SkillTaskHistoryResponse,
+    UserSkillBindingBatchUpdate,
+    UserSkillBindingResponse,
+)
+from ....services import skill_service
+from .shared import ensure_self_or_admin
+
+router = APIRouter()
+
+
+@router.get("/users/{user_id}/bindings", response_model=List[UserSkillBindingResponse])
+async def get_user_skill_bindings(
+    user_id: int,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    bindings = await skill_service.get_user_skill_bindings(db, tenant_id, user_id)
+    return [
+        UserSkillBindingResponse(
+            id=str(binding.id),
+            user_id=str(binding.user_id),
+            skill_tag_id=str(binding.skill_tag_id),
+            skill_name=binding.skill_tag.name if binding.skill_tag else "",
+            proficiency=binding.proficiency or 50,
+            level=binding.level or binding.proficiency_level or "intermediate",
+            years_experience=binding.years_experience,
+            quality_score=getattr(binding, "quality_score", None),
+            efficiency_score=getattr(binding, "efficiency_score", None),
+            last_used_at=binding.last_used_at.isoformat() if binding.last_used_at else None,
+            created_at=binding.created_at.isoformat() if binding.created_at else None,
+            updated_at=binding.updated_at.isoformat() if binding.updated_at else None,
+        )
+        for binding in bindings
+    ]
+
+
+@router.put("/users/{user_id}/bindings/batch")
+async def batch_update_user_skill_bindings(
+    user_id: int,
+    body: UserSkillBindingBatchUpdate,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    bindings = await skill_service.batch_update_user_skill_bindings(
+        db,
+        tenant_id,
+        user_id,
+        body.bindings,
+    )
+    return {"updated_count": len(bindings), "message": "已更新"}
+
+
+@router.get("/tags/{tag_id}/users")
+async def get_skill_tag_users(
+    tag_id: int,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    bindings = await skill_service.get_skill_tag_user_bindings(db, tenant_id, tag_id)
+    return [
+        {
+            "user_id": str(binding.user_id),
+            "user_name": binding.user.name if binding.user else "",
+            "proficiency": binding.proficiency,
+            "level": binding.level,
+        }
+        for binding in bindings
+    ]
+
+
+@router.get("/users/{user_id}/tasks", response_model=SkillTaskHistoryResponse)
+async def get_user_skill_task_history(
+    user_id: int,
+    skill_id: int = Query(..., description="技能标签 ID"),
+    limit: int = Query(50, ge=1, le=200, description="返回条数上限"),
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    ensure_self_or_admin(
+        current_user=current_user,
+        target_user_id=user_id,
+        detail="仅可查询自己的技能历史任务",
+    )
+    items = await skill_service.get_user_skill_task_history(
+        db=db,
+        tenant_id=tenant_id,
+        user_id=user_id,
+        skill_tag_id=skill_id,
+        limit=limit,
+    )
+    return SkillTaskHistoryResponse(
+        items=[SkillTaskHistoryItem(**item) for item in items],
+        total=len(items),
+    )

backend/app/api/endpoints/skill_api/recommend.py

@@ -0,0 +1,51 @@
+"""Personnel recommendation endpoint."""
+
+from __future__ import annotations
+
+from typing import Optional
+
+from fastapi import APIRouter, Depends, Query
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ....database import get_db
+from ....dependencies import get_current_user, get_tenant_id
+from ....models import User
+from ....schemas.skill import (
+    PersonnelRecommendationItem,
+    PersonnelRecommendationResponse,
+)
+from ....services import skill_service
+
+router = APIRouter()
+
+
+@router.get("/recommend", response_model=PersonnelRecommendationResponse)
+async def recommend_personnel(
+    skills: str = Query(..., description="所需技能，逗号分隔，如: python,react,fastapi"),
+    task_description: Optional[str] = Query(None),
+    task_id: Optional[str] = Query(None),
+    limit: int = Query(5, ge=1, le=20),
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    required_skills = [skill.strip() for skill in skills.split(",") if skill.strip()]
+    result = await skill_service.recommend_personnel(
+        db,
+        tenant_id=tenant_id,
+        required_skills=required_skills,
+        task_description=task_description,
+        task_id=task_id,
+        limit=limit,
+    )
+    return PersonnelRecommendationResponse(
+        task_id=result.get("task_id"),
+        task_description=result.get("task_description"),
+        required_skills=result.get("required_skills", []),
+        recommendations=[
+            PersonnelRecommendationItem(**item)
+            for item in result.get("recommendations", [])
+        ],
+        total_count=result.get("total_count", 0),
+    )

backend/app/api/endpoints/skill_api/shared.py

@@ -0,0 +1,31 @@
+"""Shared helpers for skill endpoints."""
+
+from __future__ import annotations
+
+from enum import Enum
+
+from fastapi import HTTPException, status
+
+from ....schemas.skill import SkillTagResponse
+from ....services.auth import has_any_role
+
+
+def skill_tag_to_response(tag) -> SkillTagResponse:
+    return SkillTagResponse(
+        id=str(tag.id),
+        tenant_id=tag.tenant_id,
+        name=tag.name,
+        slug=tag.slug,
+        category=tag.category,
+        description=tag.description,
+        is_system=tag.is_system,
+        sort_order=tag.sort_order,
+        created_at=tag.created_at.isoformat() if tag.created_at else None,
+        updated_at=tag.updated_at.isoformat() if tag.updated_at else None,
+    )
+
+
+def ensure_self_or_admin(*, current_user, target_user_id: int, detail: str) -> None:
+    current_role = current_user.role.value if isinstance(current_user.role, Enum) else current_user.role
+    if current_user.id != target_user_id and not has_any_role(str(current_role), ["BOSS", "ADMIN"]):
+        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=detail)

backend/app/api/endpoints/skill_api/tags.py

@@ -0,0 +1,116 @@
+"""Skill tag CRUD endpoints."""
+
+from __future__ import annotations
+
+from typing import List, Optional
+from uuid import UUID
+
+from fastapi import APIRouter, Depends, HTTPException, Query, status
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ....database import get_db
+from ....dependencies import get_current_user, get_tenant_id, require_roles
+from ....models import User
+from ....schemas.skill import SkillTagCreate, SkillTagResponse, SkillTagUpdate
+from ....services import skill_service
+from .shared import skill_tag_to_response
+
+router = APIRouter()
+
+
+@router.get("/tags", response_model=List[SkillTagResponse])
+async def list_skill_tags(
+    category: Optional[str] = Query(None, description="按分类过滤"),
+    include_system: bool = Query(True, description="是否包含系统标签"),
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    tags = await skill_service.list_skill_tags(
+        db,
+        tenant_id=tenant_id,
+        category=category,
+        include_system=include_system,
+    )
+    return [skill_tag_to_response(tag) for tag in tags]
+
+
+@router.post("/tags", response_model=SkillTagResponse)
+async def create_skill_tag(
+    body: SkillTagCreate,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    try:
+        tag = await skill_service.create_skill_tag(
+            db,
+            tenant_id=tenant_id,
+            name=body.name,
+            slug=body.slug,
+            category=body.category,
+            description=body.description,
+            sort_order=body.sort_order,
+        )
+        return skill_tag_to_response(tag)
+    except ValueError as exc:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(exc))
+
+
+@router.get("/tags/{tag_id}", response_model=SkillTagResponse)
+async def get_skill_tag(
+    tag_id: UUID,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    tag = await skill_service.get_skill_tag(db, tag_id, tenant_id)
+    if not tag:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="技能标签不存在")
+    return skill_tag_to_response(tag)
+
+
+@router.patch("/tags/{tag_id}", response_model=SkillTagResponse)
+async def update_skill_tag(
+    tag_id: UUID,
+    body: SkillTagUpdate,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    try:
+        tag = await skill_service.update_skill_tag(
+            db,
+            tag_id=tag_id,
+            tenant_id=tenant_id,
+            name=body.name,
+            category=body.category,
+            description=body.description,
+            sort_order=body.sort_order,
+        )
+        if not tag:
+            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="技能标签不存在")
+        return skill_tag_to_response(tag)
+    except ValueError as exc:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(exc))
+
+
+@router.delete("/tags/{tag_id}")
+async def delete_skill_tag(
+    tag_id: UUID,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    try:
+        ok = await skill_service.delete_skill_tag(db, tag_id, tenant_id)
+        if not ok:
+            raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="技能标签不存在")
+        return {"message": "已删除"}
+    except ValueError as exc:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(exc))

backend/app/api/endpoints/skill_api/workload.py

@@ -0,0 +1,44 @@
+"""Workload endpoints for skill domain."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter, Depends, HTTPException, status
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ....database import get_db
+from ....dependencies import get_current_user, get_tenant_id
+from ....models import User
+from ....services import workload_service
+from .shared import ensure_self_or_admin
+
+router = APIRouter()
+
+
+@router.get("/workload/team")
+async def get_team_workload_board(
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    _ = current_user
+    data = await workload_service.get_team_workload_board(db, tenant_id)
+    return {"items": data, "total": len(data)}
+
+
+@router.get("/workload/users/{user_id}", response_model=dict)
+async def get_user_personal_workload(
+    user_id: int,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    ensure_self_or_admin(
+        current_user=current_user,
+        target_user_id=user_id,
+        detail="仅可查询自己的负载",
+    )
+
+    data = await workload_service.get_user_personal_workload(db, tenant_id, user_id)
+    if not data:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="无负载数据")
+    return data

backend/app/api/feishu.py

@@ -1,376 +1,7 @@
-"""Feishu Integration API - 飞书集成接口。"""
-from fastapi import APIRouter, Depends, HTTPException
-from sqlalchemy.ext.asyncio import AsyncSession
-from pydantic import BaseModel, Field
-from typing import List, Optional, Dict, Any
-from ..database import get_db
-from ..dependencies.auth import get_current_user
-from ..dependencies.tenant import get_tenant_id
-from ..models import User
-from ..services.auth import has_any_role
-from ..services.feishu_integration import get_feishu_service
-from ..services.feishu_long_connection import get_feishu_long_connection_manager
+"""Feishu API router compatibility entrypoint."""
 
+from __future__ import annotations
 
-router = APIRouter(prefix="/feishu", tags=["Feishu Integration"])
+from .feishu_api import router
 
-
-def _build_long_connection_failure(long_status: Dict[str, Any]) -> tuple[str, Optional[str]]:
-    code = str(long_status.get("last_error_code") or "").strip().lower()
-    last_error = str(long_status.get("last_error") or "").strip()
-    retryable = bool(long_status.get("last_error_retryable"))
-    if code in {"network_error", "thread_exited"} and not retryable:
-        return (
-            "长连接自动重连次数已耗尽，请检查网络/凭证后手动重启飞书长连接",
-            last_error or None,
-        )
-    if code == "auth_failed":
-        return (
-            "长连接鉴权失败，请检查 App ID / App Secret、应用凭证是否已生效，以及飞书应用权限是否完整",
-            last_error or None,
-        )
-    if code == "network_error":
-        return (
-            "长连接预检失败，后端到飞书开放平台的网络或 TLS 证书链异常",
-            last_error or None,
-        )
-    if code == "sdk_missing":
-        return ("长连接 SDK 未安装（缺少 lark-oapi）", None)
-    if code == "thread_exited":
-        return ("长连接已退出，系统正在等待下一次自动重连窗口", last_error or None)
-    if last_error:
-        return ("长连接未建立，请检查配置与后端日志", last_error)
-    return ("长连接未建立，请检查配置后重试", None)
-
-
-# ==================== Request/Response Models ====================
-
-class FeishuConfigRequest(BaseModel):
-    """飞书配置请求"""
-    app_id: str = Field(..., description="飞书 App ID")
-    app_secret: str = Field(..., description="飞书 App Secret")
-    encrypt_key: Optional[str] = Field(None, description="已废弃字段，保留仅为兼容旧客户端")
-    verification_token: Optional[str] = Field(None, description="已废弃字段，保留仅为兼容旧客户端")
-    event_mode: str = Field("long_connection", description="事件接收模式，现仅支持 long_connection")
-
-
-class FeishuSendMessageRequest(BaseModel):
-    """发送消息请求"""
-    chat_id: str = Field(..., description="群聊 ID")
-    message: str = Field(..., description="消息内容")
-
-
-class FeishuSendCardRequest(BaseModel):
-    """发送卡片请求"""
-    chat_id: str = Field(..., description="群聊 ID")
-    title: str = Field(..., description="卡片标题")
-    content: List[Dict[str, Any]] = Field(..., description="卡片内容")
-
-
-# ==================== Configuration Endpoints ====================
-
-@router.post("/config")
-async def save_feishu_config(
-    request: FeishuConfigRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id)
-):
-    """
-    保存飞书配置
-
-    配置信息说明：
-    - app_id: 飞书应用的 App ID，从飞书开放平台获取
-    - app_secret: 飞书应用的 App Secret
-
-    获取步骤：
-    1. 访问 https://open.feishu.cn/
-    2. 创建企业自建应用
-    3. 在「凭证与基础信息」页面获取 App ID 和 App Secret
-    4. 添加权限：im:message, im:message:group_at_msg, im:chat
-    5. 订阅事件：接收消息 v1 (message.receive_v1)
-    """
-    # 检查用户权限
-    if not has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"]):
-        raise HTTPException(status_code=403, detail="只有管理员可以配置飞书集成")
-
-    try:
-        event_mode = "long_connection"
-
-        service = get_feishu_service(db)
-        await service.save_config(
-            app_id=request.app_id,
-            app_secret=request.app_secret,
-            encrypt_key="",
-            verification_token="",
-            event_mode=event_mode,
-            tenant_id=tenant_id
-        )
-        manager = get_feishu_long_connection_manager()
-        if manager:
-            await manager.restart()
-
-        next_steps = [
-            "1. 飞书应用事件订阅至少包含：接收消息 v1 (message.receive_v1)",
-            "2. 当前模式：long_connection",
-            "3. 后端已自动重启飞书长连接",
-        ]
-
-        return {
-            'status': 'success',
-            'message': '飞书配置已保存，并已切换到长连接模式',
-            'next_steps': next_steps
-        }
-    except HTTPException:
-        raise
-    except Exception as e:
-        raise HTTPException(
-            status_code=500,
-            detail=f"保存配置失败: {str(e)}"
-        )
-
-
-@router.get("/config")
-async def get_feishu_config(
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id)
-):
-    """获取飞书配置状态。管理员可获取完整配置用于回填修改表单。"""
-    try:
-        service = get_feishu_service(db)
-        await service.load_config(tenant_id)
-        manager = get_feishu_long_connection_manager()
-        can_view_secrets = has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"])
-
-        return {
-            'is_configured': service.is_configured(),
-            'app_id': service.app_id,
-            'app_secret': service.app_secret if can_view_secrets else None,
-            'event_mode': "long_connection",
-            'long_connection': manager.status() if manager else None,
-        }
-    except Exception as e:
-        raise HTTPException(
-            status_code=500,
-            detail=f"获取配置失败: {str(e)}"
-        )
-
-
-@router.delete("/config")
-async def delete_feishu_config(
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id)
-):
-    """删除飞书配置"""
-    from ..models import Integration
-    from sqlalchemy.future import select
-
-    if not has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"]):
-        raise HTTPException(status_code=403, detail="只有管理员可以删除配置")
-
-    try:
-        result = await db.execute(
-            select(Integration).where(
-                Integration.tenant_id == tenant_id,
-                Integration.type == 'feishu'
-            )
-        )
-        integration = result.scalar_one_or_none()
-
-        if integration:
-            integration.is_active = False
-            await db.commit()
-        manager = get_feishu_long_connection_manager()
-        if manager:
-            await manager.restart()
-
-        return {'status': 'success', 'message': '飞书配置已删除'}
-    except Exception as e:
-        raise HTTPException(
-            status_code=500,
-            detail=f"删除配置失败: {str(e)}"
-        )
-
-
-@router.get("/long-connection/status")
-async def feishu_long_connection_status(
-    current_user: User = Depends(get_current_user),
-):
-    """查询飞书长连接状态。"""
-    manager = get_feishu_long_connection_manager()
-    if not manager:
-        return {
-            "status": "error",
-            "message": "Feishu 长连接管理器未初始化",
-            "mode": "long_connection",
-            "data": None,
-        }
-    return {
-        "status": "success",
-        "mode": "long_connection",
-        "data": manager.status(),
-    }
-
-
-@router.post("/long-connection/restart")
-async def restart_feishu_long_connection(
-    current_user: User = Depends(get_current_user),
-):
-    """手动重启飞书长连接。"""
-    if not has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"]):
-        raise HTTPException(status_code=403, detail="只有管理员可以重启飞书长连接")
-
-    manager = get_feishu_long_connection_manager()
-    if not manager:
-        raise HTTPException(status_code=500, detail="Feishu 长连接管理器未初始化")
-
-    await manager.restart()
-    return {
-        "status": "success",
-        "message": "Feishu 长连接已重启",
-        "mode": "long_connection",
-        "data": manager.status(),
-    }
-
-# ==================== Message Endpoints ====================
-
-@router.post("/send-message")
-async def send_feishu_message(
-    request: FeishuSendMessageRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id)
-):
-    """
-    发送文本消息到飞书群
-
-    用于发送简报、通知等
-    """
-    try:
-        service = get_feishu_service(db)
-        await service.load_config(tenant_id)
-
-        result = await service.send_message_to_group(
-            chat_id=request.chat_id,
-            message=request.message
-        )
-
-        return {
-            'status': 'success',
-            'result': result
-        }
-    except ValueError as e:
-        raise HTTPException(status_code=400, detail=str(e))
-    except Exception as e:
-        raise HTTPException(
-            status_code=500,
-            detail=f"发送消息失败: {str(e)}"
-        )
-
-
-@router.post("/send-card")
-async def send_feishu_card(
-    request: FeishuSendCardRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id)
-):
-    """
-    发送富文本卡片到飞书群
-
-    用于发送格式化的每日简报、风险预警等
-    """
-    try:
-        service = get_feishu_service(db)
-        await service.load_config(tenant_id)
-
-        result = await service.send_rich_card(
-            chat_id=request.chat_id,
-            title=request.title,
-            content=request.content
-        )
-
-        return {
-            'status': 'success',
-            'result': result
-        }
-    except ValueError as e:
-        raise HTTPException(status_code=400, detail=str(e))
-    except Exception as e:
-        raise HTTPException(
-            status_code=500,
-            detail=f"发送卡片失败: {str(e)}"
-        )
-
-
-# ==================== Test Endpoints ====================
-
-@router.post("/test-connection")
-async def test_feishu_connection(
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id)
-):
-    """测试飞书连接是否正常"""
-    try:
-        service = get_feishu_service(db)
-        await service.load_config(tenant_id)
-        manager = get_feishu_long_connection_manager()
-
-        if not service.is_configured():
-            return {
-                'status': 'error',
-                'message': '飞书未配置'
-            }
-
-        # 尝试获取 tenant_access_token 测试连接
-        try:
-            access_token = await service._get_tenant_access_token()
-            event_mode = "long_connection"
-            long_status = manager.status() if manager else None
-
-            if not long_status:
-                return {
-                    'status': 'error',
-                    'message': '长连接管理器未初始化',
-                    'event_mode': event_mode,
-                }
-            if not long_status.get("sdk_available"):
-                return {
-                    'status': 'error',
-                    'message': '长连接 SDK 未安装（缺少 lark-oapi）',
-                    'event_mode': event_mode,
-                    'long_connection': long_status,
-                }
-            if not long_status.get("thread_alive"):
-                message, detail = _build_long_connection_failure(long_status)
-                return {
-                    'status': 'error',
-                    'message': message,
-                    'event_mode': event_mode,
-                    'long_connection': long_status,
-                    'detail': detail,
-                }
-
-            return {
-                'status': 'success',
-                'message': '飞书连接正常',
-                'has_token': bool(access_token),
-                'mode': 'long_connection',
-                'event_mode': event_mode,
-                'long_connection': long_status,
-            }
-        except Exception as token_error:
-            return {
-                'status': 'error',
-                'message': f'获取 Token 失败: {str(token_error)}',
-                'hint': '请检查 App ID 和 App Secret 是否正确'
-            }
-
-    except Exception as e:
-        raise HTTPException(
-            status_code=500,
-            detail=f"测试连接失败: {str(e)}"
-        )
+__all__ = ["router"]

backend/app/api/feishu_api/__init__.py

@@ -0,0 +1,5 @@
+"""Feishu API module package."""
+
+from .router import router
+
+__all__ = ["router"]

backend/app/api/feishu_api/config_routes.py

@@ -0,0 +1,129 @@
+"""Feishu configuration routes."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy.future import select
+
+from ...database import get_db
+from ...dependencies.auth import get_current_user
+from ...dependencies.tenant import get_tenant_id
+from ...models import Integration, User
+from ...services.auth import has_any_role
+from ...services.feishu_integration import get_feishu_service
+from ...services.feishu_long_connection import get_feishu_long_connection_manager
+from .schemas import FeishuConfigRequest
+
+router = APIRouter()
+
+
+@router.post("/config")
+async def save_feishu_config(
+    request: FeishuConfigRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """
+    保存飞书配置
+
+    配置信息说明：
+    - app_id: 飞书应用的 App ID，从飞书开放平台获取
+    - app_secret: 飞书应用的 App Secret
+
+    获取步骤：
+    1. 访问 https://open.feishu.cn/
+    2. 创建企业自建应用
+    3. 在「凭证与基础信息」页面获取 App ID 和 App Secret
+    4. 添加权限：im:message, im:message:group_at_msg, im:chat
+    5. 订阅事件：接收消息 v1 (message.receive_v1)
+    """
+    if not has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"]):
+        raise HTTPException(status_code=403, detail="只有管理员可以配置飞书集成")
+
+    try:
+        event_mode = "long_connection"
+        service = get_feishu_service(db)
+        await service.save_config(
+            app_id=request.app_id,
+            app_secret=request.app_secret,
+            encrypt_key="",
+            verification_token="",
+            event_mode=event_mode,
+            tenant_id=tenant_id,
+        )
+        manager = get_feishu_long_connection_manager()
+        if manager:
+            await manager.restart()
+
+        next_steps = [
+            "1. 飞书应用事件订阅至少包含：接收消息 v1 (message.receive_v1)",
+            "2. 当前模式：long_connection",
+            "3. 后端已自动重启飞书长连接",
+        ]
+
+        return {
+            "status": "success",
+            "message": "飞书配置已保存，并已切换到长连接模式",
+            "next_steps": next_steps,
+        }
+    except HTTPException:
+        raise
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"保存配置失败: {str(exc)}")
+
+
+@router.get("/config")
+async def get_feishu_config(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """获取飞书配置状态。管理员可获取完整配置用于回填修改表单。"""
+    try:
+        service = get_feishu_service(db)
+        await service.load_config(tenant_id)
+        manager = get_feishu_long_connection_manager()
+        can_view_secrets = has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"])
+
+        return {
+            "is_configured": service.is_configured(),
+            "app_id": service.app_id,
+            "app_secret": service.app_secret if can_view_secrets else None,
+            "event_mode": "long_connection",
+            "long_connection": manager.status() if manager else None,
+        }
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"获取配置失败: {str(exc)}")
+
+
+@router.delete("/config")
+async def delete_feishu_config(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """删除飞书配置。"""
+    if not has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"]):
+        raise HTTPException(status_code=403, detail="只有管理员可以删除配置")
+
+    try:
+        result = await db.execute(
+            select(Integration).where(
+                Integration.tenant_id == tenant_id,
+                Integration.type == "feishu",
+            )
+        )
+        integration = result.scalar_one_or_none()
+        if integration:
+            integration.is_active = False
+            await db.commit()
+
+        manager = get_feishu_long_connection_manager()
+        if manager:
+            await manager.restart()
+
+        return {"status": "success", "message": "飞书配置已删除"}
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"删除配置失败: {str(exc)}")

backend/app/api/feishu_api/helpers.py

@@ -0,0 +1,33 @@
+"""Shared helpers for Feishu API routes."""
+
+from __future__ import annotations
+
+from typing import Any, Dict, Optional
+
+
+def build_long_connection_failure(long_status: Dict[str, Any]) -> tuple[str, Optional[str]]:
+    code = str(long_status.get("last_error_code") or "").strip().lower()
+    last_error = str(long_status.get("last_error") or "").strip()
+    retryable = bool(long_status.get("last_error_retryable"))
+    if code in {"network_error", "thread_exited"} and not retryable:
+        return (
+            "长连接自动重连次数已耗尽，请检查网络/凭证后手动重启飞书长连接",
+            last_error or None,
+        )
+    if code == "auth_failed":
+        return (
+            "长连接鉴权失败，请检查 App ID / App Secret、应用凭证是否已生效，以及飞书应用权限是否完整",
+            last_error or None,
+        )
+    if code == "network_error":
+        return (
+            "长连接预检失败，后端到飞书开放平台的网络或 TLS 证书链异常",
+            last_error or None,
+        )
+    if code == "sdk_missing":
+        return ("长连接 SDK 未安装（缺少 lark-oapi）", None)
+    if code == "thread_exited":
+        return ("长连接已退出，系统正在等待下一次自动重连窗口", last_error or None)
+    if last_error:
+        return ("长连接未建立，请检查配置与后端日志", last_error)
+    return ("长连接未建立，请检查配置后重试", None)

backend/app/api/feishu_api/long_connection_routes.py

@@ -0,0 +1,54 @@
+"""Feishu long-connection routes."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter, Depends, HTTPException
+
+from ...dependencies.auth import get_current_user
+from ...models import User
+from ...services.auth import has_any_role
+from ...services.feishu_long_connection import get_feishu_long_connection_manager
+
+router = APIRouter()
+
+
+@router.get("/long-connection/status")
+async def feishu_long_connection_status(
+    current_user: User = Depends(get_current_user),
+):
+    """查询飞书长连接状态。"""
+    _ = current_user
+    manager = get_feishu_long_connection_manager()
+    if not manager:
+        return {
+            "status": "error",
+            "message": "Feishu 长连接管理器未初始化",
+            "mode": "long_connection",
+            "data": None,
+        }
+    return {
+        "status": "success",
+        "mode": "long_connection",
+        "data": manager.status(),
+    }
+
+
+@router.post("/long-connection/restart")
+async def restart_feishu_long_connection(
+    current_user: User = Depends(get_current_user),
+):
+    """手动重启飞书长连接。"""
+    if not has_any_role(str(current_user.role or ""), ["ADMIN", "BOSS"]):
+        raise HTTPException(status_code=403, detail="只有管理员可以重启飞书长连接")
+
+    manager = get_feishu_long_connection_manager()
+    if not manager:
+        raise HTTPException(status_code=500, detail="Feishu 长连接管理器未初始化")
+
+    await manager.restart()
+    return {
+        "status": "success",
+        "message": "Feishu 长连接已重启",
+        "mode": "long_connection",
+        "data": manager.status(),
+    }

backend/app/api/feishu_api/message_routes.py

@@ -0,0 +1,76 @@
+"""Feishu message sending routes."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...database import get_db
+from ...dependencies.auth import get_current_user
+from ...dependencies.tenant import get_tenant_id
+from ...models import User
+from ...services.feishu_integration import get_feishu_service
+from .schemas import FeishuSendCardRequest, FeishuSendMessageRequest
+
+router = APIRouter()
+
+
+@router.post("/send-message")
+async def send_feishu_message(
+    request: FeishuSendMessageRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """
+    发送文本消息到飞书群。
+
+    用于发送简报、通知等。
+    """
+    _ = current_user
+    try:
+        service = get_feishu_service(db)
+        await service.load_config(tenant_id)
+        result = await service.send_message_to_group(
+            chat_id=request.chat_id,
+            message=request.message,
+        )
+        return {
+            "status": "success",
+            "result": result,
+        }
+    except ValueError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"发送消息失败: {str(exc)}")
+
+
+@router.post("/send-card")
+async def send_feishu_card(
+    request: FeishuSendCardRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """
+    发送富文本卡片到飞书群。
+
+    用于发送格式化的每日简报、风险预警等。
+    """
+    _ = current_user
+    try:
+        service = get_feishu_service(db)
+        await service.load_config(tenant_id)
+        result = await service.send_rich_card(
+            chat_id=request.chat_id,
+            title=request.title,
+            content=request.content,
+        )
+        return {
+            "status": "success",
+            "result": result,
+        }
+    except ValueError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"发送卡片失败: {str(exc)}")

backend/app/api/feishu_api/router.py

@@ -0,0 +1,16 @@
+"""Aggregate Feishu API routes."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from .config_routes import router as config_router
+from .long_connection_routes import router as long_connection_router
+from .message_routes import router as message_router
+from .test_routes import router as test_router
+
+router = APIRouter(prefix="/feishu", tags=["Feishu Integration"])
+router.include_router(config_router)
+router.include_router(long_connection_router)
+router.include_router(message_router)
+router.include_router(test_router)

backend/app/api/feishu_api/schemas.py

@@ -0,0 +1,32 @@
+"""Schemas for Feishu API endpoints."""
+
+from __future__ import annotations
+
+from typing import Any, Dict, List, Optional
+
+from pydantic import BaseModel, Field
+
+
+class FeishuConfigRequest(BaseModel):
+    """飞书配置请求。"""
+
+    app_id: str = Field(..., description="飞书 App ID")
+    app_secret: str = Field(..., description="飞书 App Secret")
+    encrypt_key: Optional[str] = Field(None, description="已废弃字段，保留仅为兼容旧客户端")
+    verification_token: Optional[str] = Field(None, description="已废弃字段，保留仅为兼容旧客户端")
+    event_mode: str = Field("long_connection", description="事件接收模式，现仅支持 long_connection")
+
+
+class FeishuSendMessageRequest(BaseModel):
+    """发送消息请求。"""
+
+    chat_id: str = Field(..., description="群聊 ID")
+    message: str = Field(..., description="消息内容")
+
+
+class FeishuSendCardRequest(BaseModel):
+    """发送卡片请求。"""
+
+    chat_id: str = Field(..., description="群聊 ID")
+    title: str = Field(..., description="卡片标题")
+    content: List[Dict[str, Any]] = Field(..., description="卡片内容")

backend/app/api/feishu_api/test_routes.py

@@ -0,0 +1,82 @@
+"""Feishu connection test routes."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...database import get_db
+from ...dependencies.auth import get_current_user
+from ...dependencies.tenant import get_tenant_id
+from ...models import User
+from ...services.feishu_integration import get_feishu_service
+from ...services.feishu_long_connection import get_feishu_long_connection_manager
+from .helpers import build_long_connection_failure
+
+router = APIRouter()
+
+
+@router.post("/test-connection")
+async def test_feishu_connection(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """测试飞书连接是否正常。"""
+    _ = current_user
+    try:
+        service = get_feishu_service(db)
+        await service.load_config(tenant_id)
+        manager = get_feishu_long_connection_manager()
+
+        if not service.is_configured():
+            return {
+                "status": "error",
+                "message": "飞书未配置",
+            }
+
+        try:
+            access_token = await service._get_tenant_access_token()
+            event_mode = "long_connection"
+            long_status = manager.status() if manager else None
+
+            if not long_status:
+                return {
+                    "status": "error",
+                    "message": "长连接管理器未初始化",
+                    "event_mode": event_mode,
+                }
+            if not long_status.get("sdk_available"):
+                return {
+                    "status": "error",
+                    "message": "长连接 SDK 未安装（缺少 lark-oapi）",
+                    "event_mode": event_mode,
+                    "long_connection": long_status,
+                }
+            if not long_status.get("thread_alive"):
+                message, detail = build_long_connection_failure(long_status)
+                return {
+                    "status": "error",
+                    "message": message,
+                    "event_mode": event_mode,
+                    "long_connection": long_status,
+                    "detail": detail,
+                }
+
+            return {
+                "status": "success",
+                "message": "飞书连接正常",
+                "has_token": bool(access_token),
+                "mode": "long_connection",
+                "event_mode": event_mode,
+                "long_connection": long_status,
+            }
+        except Exception as token_error:
+            return {
+                "status": "error",
+                "message": f"获取 Token 失败: {str(token_error)}",
+                "hint": "请检查 App ID 和 App Secret 是否正确",
+            }
+
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"测试连接失败: {str(exc)}")

backend/app/api/model_capability.py

@@ -1,491 +1,5 @@
-"""模型能力矩阵 API"""
+from __future__ import annotations
 
-from typing import Optional
-
-from fastapi import APIRouter, Depends, Query
-from fastapi.responses import JSONResponse
-from sqlalchemy import and_, select
-from sqlalchemy.ext.asyncio import AsyncSession
-
-from ..core.response import ErrorCode, error_response, success_response
-from ..database import get_db
-from ..dependencies import get_current_user, get_tenant_id
-from ..models import Experiment, TruthNode, User
-from ..schemas.model_capability import (
-    CostOptimizationAnalyzeRequest,
-    ExperimentSyncRequest,
-    ExperimentSyncReviewRequest,
-    ExperimentSyncRollbackRequest,
-    GenerateMigrationTasksRequest,
-    LifecycleImpactRequest,
-    ValidateMatchRequest,
-)
-from ..services.ai_service import get_ai_service
-from ..services.cost_optimization_service import CostOptimizationService
-from ..services.experiment_sync_service import ExperimentSyncService
-from ..services.model_capability_service import ModelCapabilityService
-from ..services.model_lifecycle_service import ModelLifecycleService
-
-router = APIRouter(prefix="/model-capability", tags=["model-capability"])
-
-
-def _build_service(db: AsyncSession) -> ModelCapabilityService:
-    return ModelCapabilityService(db=db, ai_service=get_ai_service())
-
-
-@router.post("/validate-match")
-async def validate_model_requirement_match(
-    request: ValidateMatchRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """需求-模型匹配校验"""
-    _ = current_user
-    service = _build_service(db)
-    try:
-        data = await service.validate_model_requirement_match(
-            truth_node_id=request.truth_node_id,
-            model_version_id=request.model_version_id,
-            tenant_id=tenant_id,
-            project_id=request.project_id,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=404,
-            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"匹配校验失败: {exc}"),
-        )
-
-
-@router.get("/capability-gaps")
-async def list_capability_gaps(
-    status: Optional[str] = Query(default=None),
-    severity: Optional[str] = Query(default=None),
-    limit: int = Query(default=100, ge=1, le=500),
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """列出能力差距预警"""
-    _ = current_user
-    service = _build_service(db)
-    try:
-        data = await service.list_capability_gaps(
-            tenant_id=tenant_id,
-            status=status,
-            severity=severity,
-            limit=limit,
-        )
-        return success_response(data=data)
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询能力差距失败: {exc}"),
-        )
-
-
-@router.get("/cost-tracking/{truth_node_id}")
-async def get_cost_tracking(
-    truth_node_id: int,
-    period: str = Query(default="weekly", pattern="^(daily|weekly|monthly|project)$"),
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """查询成本跟踪与 ROI"""
-    _ = current_user
-    service = _build_service(db)
-    try:
-        data = await service.get_cost_tracking(
-            truth_node_id=truth_node_id,
-            period=period,
-            tenant_id=tenant_id,
-        )
-        return success_response(data=data)
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询成本跟踪失败: {exc}"),
-        )
-
-
-@router.get("/cost-optimization/{truth_node_id}")
-async def get_cost_optimization(
-    truth_node_id: int,
-    period: str = Query(default="weekly", pattern="^(daily|weekly|monthly|project)$"),
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """查询成本优化建议（必要时自动触发一次计算）"""
-    _ = current_user
-    service = _build_service(db)
-    try:
-        tracking = await service.get_cost_tracking(
-            truth_node_id=truth_node_id,
-            period=period,
-            tenant_id=tenant_id,
-        )
-
-        optimization = tracking.get("optimization_suggestions") or {}
-        if not optimization:
-            computed = await service.track_cost_and_roi(
-                truth_node_id=truth_node_id,
-                period=period,
-                tenant_id=tenant_id,
-            )
-            optimization = computed.get("optimization_suggestions", {})
-            tracking = await service.get_cost_tracking(
-                truth_node_id=truth_node_id,
-                period=period,
-                tenant_id=tenant_id,
-            )
-
-        return success_response(
-            data={
-                "truth_node_id": truth_node_id,
-                "period": period,
-                "optimization_suggestions": optimization,
-                "roi_score": tracking.get("roi_score"),
-                "actual_cost_usd": tracking.get("actual_cost_usd", 0.0),
-            }
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询成本优化失败: {exc}"),
-        )
-
-
-@router.post("/lifecycle/assess-impact")
-async def assess_model_update_impact(
-    request: LifecycleImpactRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """评估模型升级对现有需求集合的影响。"""
-    _ = current_user
-    service = ModelLifecycleService(db)
-    try:
-        data = await service.assess_model_update_impact(
-            old_model_version_id=request.old_model_version_id,
-            new_model_version_id=request.new_model_version_id,
-            tenant_id=tenant_id,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=404,
-            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"影响评估失败: {exc}"),
-        )
-
-
-@router.get("/lifecycle/impacts")
-async def list_lifecycle_impacts(
-    limit: int = Query(default=50, ge=1, le=200),
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """列出模型生命周期影响评估记录。"""
-    _ = current_user
-    service = ModelLifecycleService(db)
-    try:
-        data = await service.list_impacts(tenant_id=tenant_id, limit=limit)
-        return success_response(data=data)
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询影响评估失败: {exc}"),
-        )
-
-
-@router.post("/lifecycle/{impact_id}/migration-tasks")
-async def create_migration_tasks(
-    impact_id: int,
-    request: GenerateMigrationTasksRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """基于影响评估自动生成迁移任务建议。"""
-    _ = current_user
-    service = ModelLifecycleService(db)
-    try:
-        data = await service.generate_migration_tasks(
-            impact_id=impact_id,
-            tenant_id=tenant_id,
-            max_tasks=request.max_tasks,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=404,
-            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"生成迁移任务失败: {exc}"),
-        )
-
-
-@router.post("/experiment-sync")
-async def create_experiment_sync(
-    request: ExperimentSyncRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """创建实验结果同步记录，满足阈值时自动同步。"""
-    _ = current_user
-    service = ExperimentSyncService(db)
-    try:
-        data = await service.auto_sync_experiment_result(
-            experiment_id=request.experiment_id,
-            truth_node_id=request.truth_node_id,
-            tenant_id=tenant_id,
-            project_id=request.project_id,
-            sync_type=request.sync_type,
-            auto_apply_threshold=request.auto_apply_threshold,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=404,
-            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"创建同步失败: {exc}"),
-        )
-
-
-@router.get("/experiment-sync")
-async def list_experiment_sync_records(
-    truth_node_id: Optional[int] = Query(default=None),
-    limit: int = Query(default=50, ge=1, le=200),
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """查询实验同步记录。"""
-    _ = current_user
-    service = ExperimentSyncService(db)
-    try:
-        data = await service.list_sync_records(
-            tenant_id=tenant_id,
-            truth_node_id=truth_node_id,
-            limit=limit,
-        )
-        return success_response(data=data)
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询同步记录失败: {exc}"),
-        )
-
-
-@router.post("/experiment-sync/{sync_id}/review")
-async def review_experiment_sync(
-    sync_id: int,
-    request: ExperimentSyncReviewRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """人工审核实验同步记录。"""
-    service = ExperimentSyncService(db)
-    try:
-        data = await service.review_sync(
-            sync_id=sync_id,
-            tenant_id=tenant_id,
-            reviewer_id=current_user.id,
-            action=request.action,
-            review_notes=request.review_notes,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=400,
-            content=error_response(ErrorCode.BAD_REQUEST, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"审核同步失败: {exc}"),
-        )
-
-
-@router.post("/experiment-sync/{sync_id}/rollback")
-async def rollback_experiment_sync(
-    sync_id: int,
-    request: ExperimentSyncRollbackRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """回滚已应用的实验同步。"""
-    service = ExperimentSyncService(db)
-    try:
-        data = await service.rollback_sync(
-            sync_id=sync_id,
-            tenant_id=tenant_id,
-            reviewer_id=current_user.id,
-            rollback_notes=request.rollback_notes,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=400,
-            content=error_response(ErrorCode.BAD_REQUEST, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"回滚同步失败: {exc}"),
-        )
-
-
-@router.post("/cost-optimization/analyze")
-async def analyze_cost_optimization(
-    request: CostOptimizationAnalyzeRequest,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """生成并持久化成本优化建议。"""
-    _ = current_user
-    service = CostOptimizationService(db)
-    try:
-        data = await service.analyze_cost_optimization(
-            truth_node_id=request.truth_node_id,
-            tenant_id=tenant_id,
-            period=request.period,
-            project_id=request.project_id,
-        )
-        return success_response(data=data)
-    except ValueError as exc:
-        return JSONResponse(
-            status_code=400,
-            content=error_response(ErrorCode.BAD_REQUEST, str(exc)),
-        )
-    except Exception as exc:
-        return JSONResponse(
-            status_code=500,
-            content=error_response(ErrorCode.INTERNAL_ERROR, f"成本优化分析失败: {exc}"),
-        )
-
-
-@router.get("/context/projects/{project_id}/truth-nodes")
-async def list_project_truth_nodes(
-    project_id: int,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """获取项目上下文中的宪章列表，用于前端选择器。"""
-    _ = current_user
-    result = await db.execute(
-        select(TruthNode).where(
-            and_(
-                TruthNode.tenant_id == tenant_id,
-                TruthNode.project_id == project_id,
-            )
-        ).order_by(TruthNode.created_at.desc())
-    )
-    nodes = result.scalars().all()
-    return success_response(
-        data={
-            "items": [
-                {
-                    "id": n.id,
-                    "title": n.title,
-                    "status": n.status,
-                    "node_type": n.node_type,
-                }
-                for n in nodes
-            ]
-        }
-    )
-
-
-@router.get("/context/projects/{project_id}/experiments")
-async def list_project_experiments(
-    project_id: int,
-    current_user: User = Depends(get_current_user),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    """获取项目上下文中的实验列表（基于 linked_context_nodes 关联）。"""
-    _ = current_user
-    truth_ids_result = await db.execute(
-        select(TruthNode.id).where(
-            and_(
-                TruthNode.tenant_id == tenant_id,
-                TruthNode.project_id == project_id,
-            )
-        )
-    )
-    truth_ids = {int(row[0]) for row in truth_ids_result.all()}
-    if not truth_ids:
-        return success_response(data={"items": []})
-
-    exp_result = await db.execute(
-        select(Experiment)
-        .where(Experiment.tenant_id == tenant_id)
-        .order_by(Experiment.created_at.desc())
-    )
-    experiments = exp_result.scalars().all()
-
-    def _linked_ids(raw) -> set[int]:
-        ids = set()
-        if isinstance(raw, list):
-            for x in raw:
-                try:
-                    ids.add(int(x))
-                except (TypeError, ValueError):
-                    continue
-        return ids
-
-    items = []
-    for e in experiments:
-        if e.project_id is not None:
-            if int(e.project_id) != int(project_id):
-                continue
-            items.append(
-                {
-                    "id": e.id,
-                    "title": e.title or f"Experiment {e.id}",
-                    "status": e.status,
-                    "target_metric": e.target_metric,
-                }
-            )
-            continue
-
-        # 迁移兼容：project_id 为空时，回退到 linked_context_nodes 交叉判断。
-        if _linked_ids(e.linked_context_nodes).isdisjoint(truth_ids):
-            continue
-        items.append(
-            {
-                "id": e.id,
-                "title": e.title or f"Experiment {e.id}",
-                "status": e.status,
-                "target_metric": e.target_metric,
-            }
-        )
-    return success_response(data={"items": items})
+from .model_capability_api import router
 
+__all__ = ["router"]

backend/app/api/model_capability_api/__init__.py

@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import routes_context, routes_experiment_sync, routes_lifecycle, routes_match_cost
+
+router = APIRouter(prefix="/model-capability", tags=["model-capability"])
+for _module in [routes_match_cost, routes_lifecycle, routes_experiment_sync, routes_context]:
+    router.include_router(_module.router)
+
+__all__ = ["router"]

backend/app/api/model_capability_api/helpers.py

@@ -0,0 +1,7 @@
+from __future__ import annotations
+
+from .shared import AsyncSession, ModelCapabilityService, get_ai_service
+
+def _build_service(db: AsyncSession) -> ModelCapabilityService:
+    return ModelCapabilityService(db=db, ai_service=get_ai_service())
+

backend/app/api/model_capability_api/routes_context.py

@@ -0,0 +1,131 @@
+from __future__ import annotations
+
+from .shared import *
+
+@router.post("/cost-optimization/analyze")
+async def analyze_cost_optimization(
+    request: CostOptimizationAnalyzeRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """生成并持久化成本优化建议。"""
+    _ = current_user
+    service = CostOptimizationService(db)
+    try:
+        data = await service.analyze_cost_optimization(
+            truth_node_id=request.truth_node_id,
+            tenant_id=tenant_id,
+            period=request.period,
+            project_id=request.project_id,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=400,
+            content=error_response(ErrorCode.BAD_REQUEST, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"成本优化分析失败: {exc}"),
+        )
+
+@router.get("/context/projects/{project_id}/truth-nodes")
+async def list_project_truth_nodes(
+    project_id: int,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """获取项目上下文中的宪章列表，用于前端选择器。"""
+    _ = current_user
+    result = await db.execute(
+        select(TruthNode).where(
+            and_(
+                TruthNode.tenant_id == tenant_id,
+                TruthNode.project_id == project_id,
+            )
+        ).order_by(TruthNode.created_at.desc())
+    )
+    nodes = result.scalars().all()
+    return success_response(
+        data={
+            "items": [
+                {
+                    "id": n.id,
+                    "title": n.title,
+                    "status": n.status,
+                    "node_type": n.node_type,
+                }
+                for n in nodes
+            ]
+        }
+    )
+
+@router.get("/context/projects/{project_id}/experiments")
+async def list_project_experiments(
+    project_id: int,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """获取项目上下文中的实验列表（基于 linked_context_nodes 关联）。"""
+    _ = current_user
+    truth_ids_result = await db.execute(
+        select(TruthNode.id).where(
+            and_(
+                TruthNode.tenant_id == tenant_id,
+                TruthNode.project_id == project_id,
+            )
+        )
+    )
+    truth_ids = {int(row[0]) for row in truth_ids_result.all()}
+    if not truth_ids:
+        return success_response(data={"items": []})
+
+    exp_result = await db.execute(
+        select(Experiment)
+        .where(Experiment.tenant_id == tenant_id)
+        .order_by(Experiment.created_at.desc())
+    )
+    experiments = exp_result.scalars().all()
+
+    def _linked_ids(raw) -> set[int]:
+        ids = set()
+        if isinstance(raw, list):
+            for x in raw:
+                try:
+                    ids.add(int(x))
+                except (TypeError, ValueError):
+                    continue
+        return ids
+
+    items = []
+    for e in experiments:
+        if e.project_id is not None:
+            if int(e.project_id) != int(project_id):
+                continue
+            items.append(
+                {
+                    "id": e.id,
+                    "title": e.title or f"Experiment {e.id}",
+                    "status": e.status,
+                    "target_metric": e.target_metric,
+                }
+            )
+            continue
+
+        # 迁移兼容：project_id 为空时，回退到 linked_context_nodes 交叉判断。
+        if _linked_ids(e.linked_context_nodes).isdisjoint(truth_ids):
+            continue
+        items.append(
+            {
+                "id": e.id,
+                "title": e.title or f"Experiment {e.id}",
+                "status": e.status,
+                "target_metric": e.target_metric,
+            }
+        )
+    return success_response(data={"items": items})
+

backend/app/api/model_capability_api/routes_experiment_sync.py

@@ -0,0 +1,118 @@
+from __future__ import annotations
+
+from .shared import *
+
+@router.post("/experiment-sync")
+async def create_experiment_sync(
+    request: ExperimentSyncRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """创建实验结果同步记录，满足阈值时自动同步。"""
+    _ = current_user
+    service = ExperimentSyncService(db)
+    try:
+        data = await service.auto_sync_experiment_result(
+            experiment_id=request.experiment_id,
+            truth_node_id=request.truth_node_id,
+            tenant_id=tenant_id,
+            project_id=request.project_id,
+            sync_type=request.sync_type,
+            auto_apply_threshold=request.auto_apply_threshold,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=404,
+            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"创建同步失败: {exc}"),
+        )
+
+@router.get("/experiment-sync")
+async def list_experiment_sync_records(
+    truth_node_id: Optional[int] = Query(default=None),
+    limit: int = Query(default=50, ge=1, le=200),
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """查询实验同步记录。"""
+    _ = current_user
+    service = ExperimentSyncService(db)
+    try:
+        data = await service.list_sync_records(
+            tenant_id=tenant_id,
+            truth_node_id=truth_node_id,
+            limit=limit,
+        )
+        return success_response(data=data)
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询同步记录失败: {exc}"),
+        )
+
+@router.post("/experiment-sync/{sync_id}/review")
+async def review_experiment_sync(
+    sync_id: int,
+    request: ExperimentSyncReviewRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """人工审核实验同步记录。"""
+    service = ExperimentSyncService(db)
+    try:
+        data = await service.review_sync(
+            sync_id=sync_id,
+            tenant_id=tenant_id,
+            reviewer_id=current_user.id,
+            action=request.action,
+            review_notes=request.review_notes,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=400,
+            content=error_response(ErrorCode.BAD_REQUEST, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"审核同步失败: {exc}"),
+        )
+
+@router.post("/experiment-sync/{sync_id}/rollback")
+async def rollback_experiment_sync(
+    sync_id: int,
+    request: ExperimentSyncRollbackRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """回滚已应用的实验同步。"""
+    service = ExperimentSyncService(db)
+    try:
+        data = await service.rollback_sync(
+            sync_id=sync_id,
+            tenant_id=tenant_id,
+            reviewer_id=current_user.id,
+            rollback_notes=request.rollback_notes,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=400,
+            content=error_response(ErrorCode.BAD_REQUEST, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"回滚同步失败: {exc}"),
+        )
+

backend/app/api/model_capability_api/routes_lifecycle.py

@@ -0,0 +1,80 @@
+from __future__ import annotations
+
+from .shared import *
+
+@router.post("/lifecycle/assess-impact")
+async def assess_model_update_impact(
+    request: LifecycleImpactRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """评估模型升级对现有需求集合的影响。"""
+    _ = current_user
+    service = ModelLifecycleService(db)
+    try:
+        data = await service.assess_model_update_impact(
+            old_model_version_id=request.old_model_version_id,
+            new_model_version_id=request.new_model_version_id,
+            tenant_id=tenant_id,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=404,
+            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"影响评估失败: {exc}"),
+        )
+
+@router.get("/lifecycle/impacts")
+async def list_lifecycle_impacts(
+    limit: int = Query(default=50, ge=1, le=200),
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """列出模型生命周期影响评估记录。"""
+    _ = current_user
+    service = ModelLifecycleService(db)
+    try:
+        data = await service.list_impacts(tenant_id=tenant_id, limit=limit)
+        return success_response(data=data)
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询影响评估失败: {exc}"),
+        )
+
+@router.post("/lifecycle/{impact_id}/migration-tasks")
+async def create_migration_tasks(
+    impact_id: int,
+    request: GenerateMigrationTasksRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """基于影响评估自动生成迁移任务建议。"""
+    _ = current_user
+    service = ModelLifecycleService(db)
+    try:
+        data = await service.generate_migration_tasks(
+            impact_id=impact_id,
+            tenant_id=tenant_id,
+            max_tasks=request.max_tasks,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=404,
+            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"生成迁移任务失败: {exc}"),
+        )
+

backend/app/api/model_capability_api/routes_match_cost.py

@@ -0,0 +1,131 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _build_service
+
+@router.post("/validate-match")
+async def validate_model_requirement_match(
+    request: ValidateMatchRequest,
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """需求-模型匹配校验"""
+    _ = current_user
+    service = _build_service(db)
+    try:
+        data = await service.validate_model_requirement_match(
+            truth_node_id=request.truth_node_id,
+            model_version_id=request.model_version_id,
+            tenant_id=tenant_id,
+            project_id=request.project_id,
+        )
+        return success_response(data=data)
+    except ValueError as exc:
+        return JSONResponse(
+            status_code=404,
+            content=error_response(ErrorCode.NOT_FOUND, str(exc)),
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"匹配校验失败: {exc}"),
+        )
+
+@router.get("/capability-gaps")
+async def list_capability_gaps(
+    status: Optional[str] = Query(default=None),
+    severity: Optional[str] = Query(default=None),
+    limit: int = Query(default=100, ge=1, le=500),
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """列出能力差距预警"""
+    _ = current_user
+    service = _build_service(db)
+    try:
+        data = await service.list_capability_gaps(
+            tenant_id=tenant_id,
+            status=status,
+            severity=severity,
+            limit=limit,
+        )
+        return success_response(data=data)
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询能力差距失败: {exc}"),
+        )
+
+@router.get("/cost-tracking/{truth_node_id}")
+async def get_cost_tracking(
+    truth_node_id: int,
+    period: str = Query(default="weekly", pattern="^(daily|weekly|monthly|project)$"),
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """查询成本跟踪与 ROI"""
+    _ = current_user
+    service = _build_service(db)
+    try:
+        data = await service.get_cost_tracking(
+            truth_node_id=truth_node_id,
+            period=period,
+            tenant_id=tenant_id,
+        )
+        return success_response(data=data)
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询成本跟踪失败: {exc}"),
+        )
+
+@router.get("/cost-optimization/{truth_node_id}")
+async def get_cost_optimization(
+    truth_node_id: int,
+    period: str = Query(default="weekly", pattern="^(daily|weekly|monthly|project)$"),
+    current_user: User = Depends(get_current_user),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    """查询成本优化建议（必要时自动触发一次计算）"""
+    _ = current_user
+    service = _build_service(db)
+    try:
+        tracking = await service.get_cost_tracking(
+            truth_node_id=truth_node_id,
+            period=period,
+            tenant_id=tenant_id,
+        )
+
+        optimization = tracking.get("optimization_suggestions") or {}
+        if not optimization:
+            computed = await service.track_cost_and_roi(
+                truth_node_id=truth_node_id,
+                period=period,
+                tenant_id=tenant_id,
+            )
+            optimization = computed.get("optimization_suggestions", {})
+            tracking = await service.get_cost_tracking(
+                truth_node_id=truth_node_id,
+                period=period,
+                tenant_id=tenant_id,
+            )
+
+        return success_response(
+            data={
+                "truth_node_id": truth_node_id,
+                "period": period,
+                "optimization_suggestions": optimization,
+                "roi_score": tracking.get("roi_score"),
+                "actual_cost_usd": tracking.get("actual_cost_usd", 0.0),
+            }
+        )
+    except Exception as exc:
+        return JSONResponse(
+            status_code=500,
+            content=error_response(ErrorCode.INTERNAL_ERROR, f"查询成本优化失败: {exc}"),
+        )
+

backend/app/api/model_capability_api/shared.py

@@ -0,0 +1,29 @@
+from __future__ import annotations
+
+from typing import Optional
+
+from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from sqlalchemy import and_, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...core.response import ErrorCode, error_response, success_response
+from ...database import get_db
+from ...dependencies import get_current_user, get_tenant_id
+from ...models import Experiment, TruthNode, User
+from ...schemas.model_capability import (
+    CostOptimizationAnalyzeRequest,
+    ExperimentSyncRequest,
+    ExperimentSyncReviewRequest,
+    ExperimentSyncRollbackRequest,
+    GenerateMigrationTasksRequest,
+    LifecycleImpactRequest,
+    ValidateMatchRequest,
+)
+from ...services.ai_service import get_ai_service
+from ...services.cost_optimization_service import CostOptimizationService
+from ...services.experiment_sync_service import ExperimentSyncService
+from ...services.model_capability_service import ModelCapabilityService
+from ...services.model_lifecycle_service import ModelLifecycleService
+
+router = APIRouter(prefix="/model-capability", tags=["model-capability"])

backend/app/api/projects.py

@@ -1,686 +1,5 @@
-"""项目管理 API。"""
-
 from __future__ import annotations
 
-import json
-from typing import Any, Optional
+from .projects_api import router
 
-from fastapi import APIRouter, Depends, HTTPException, Query
-from pydantic import BaseModel, Field
-from sqlalchemy import and_, delete, func, select, update
-from sqlalchemy.exc import IntegrityError
-from sqlalchemy.ext.asyncio import AsyncSession
-
-from ..database import get_db
-from ..dependencies import get_current_user, get_tenant_id, require_roles
-from ..models import (
-    AIOrchestrationRun,
-    AIWorkerExecution,
-    Budget,
-    ConversationSession,
-    CostTracking,
-    Experiment,
-    OperationExecutionLedger,
-    OperationLog,
-    Project,
-    ProjectSignalLink,
-    Signal,
-    SignalSourceRegistry,
-    Task,
-    User,
-    UserProject,
-    WorkItem,
-)
-from ..services.ai_pmo_kernel_service import AIPMOKernelService
-from ..services.context_cache import context_cache_service
-from ..services.operation_log_service import log_operation
-from ..services.project_member_service import (
-    ProjectMemberAssignmentError,
-    notify_member_assignment_failure,
-    replace_project_members,
-    resolve_project_member_ids,
-)
-from ..utils.sequence import ensure_project_id_sequence
-from ..utils.title import compact_title
-
-router = APIRouter(prefix="/projects", tags=["projects"])
-
-DONE_STATUSES = {"done", "completed", "closed", "resolved", "archived"}
-
-
-def _as_dict(value: object) -> dict[str, Any]:
-    if isinstance(value, dict):
-        return value
-    if isinstance(value, str) and value.strip():
-        try:
-            parsed = json.loads(value)
-            return parsed if isinstance(parsed, dict) else {"text": value}
-        except (TypeError, ValueError):
-            return {"text": value}
-    return {}
-
-
-class ProjectCreateRequest(BaseModel):
-    title: str
-    description: Optional[str] = None
-    status: str = "active"
-    domain_id: Optional[int] = None
-    assigned_role: Optional[str] = None
-    member_user_ids: list[int] = Field(default_factory=list)
-
-
-class ProjectUpdateRequest(BaseModel):
-    title: Optional[str] = None
-    description: Optional[str] = None
-    status: Optional[str] = None
-    domain_id: Optional[int] = None
-    assigned_role: Optional[str] = None
-
-
-class LinkSignalRequest(BaseModel):
-    link_type: Optional[str] = "related"
-    relevance_score: Optional[float] = 1.0
-
-
-class ProjectMembersAssignRequest(BaseModel):
-    member_user_ids: list[int] = Field(default_factory=list)
-
-
-def _serialize_project_row(project: Project) -> dict:
-    return {
-        "id": str(project.id),
-        "title": project.title or project.name,
-        "description": project.description,
-        "status": project.status,
-        "domain_id": str(project.domain_id) if project.domain_id is not None else None,
-        "assigned_role": project.assigned_role,
-        "signal_count": int(project.signal_count or 0),
-        "created_at": project.created_at.isoformat() if project.created_at else None,
-        "updated_at": project.updated_at.isoformat() if project.updated_at else None,
-    }
-
-
-async def _build_project_summary(
-    db: AsyncSession,
-    *,
-    tenant_id: int,
-    project: Project,
-) -> dict:
-    base = _serialize_project_row(project)
-
-    signal_count_result = await db.execute(
-        select(func.count(ProjectSignalLink.id)).where(
-            and_(
-                ProjectSignalLink.tenant_id == tenant_id,
-                ProjectSignalLink.project_id == int(project.id),
-            )
-        )
-    )
-    signal_count = int(signal_count_result.scalar() or 0)
-    base["signal_count"] = signal_count
-
-    task_rows = (
-        await db.execute(
-            select(Task).where(
-                and_(
-                    Task.tenant_id == tenant_id,
-                    Task.project_id == int(project.id),
-                )
-            )
-        )
-    ).scalars().all()
-
-    total_tasks = len(task_rows)
-    completed_tasks = 0
-    in_progress_tasks = 0
-    pending_tasks = 0
-    task_items: list[dict] = []
-    for task in task_rows:
-        status_value = (task.status or "").lower()
-        if status_value in DONE_STATUSES:
-            completed_tasks += 1
-        elif status_value in {"in_progress", "review", "blocked"}:
-            in_progress_tasks += 1
-        else:
-            pending_tasks += 1
-
-        task_items.append(
-            {
-                "task_name": task.title,
-                "type": "task",
-                "status": task.status,
-                "signal_id": str(task.truth_node_id) if task.truth_node_id is not None else "",
-            }
-        )
-
-    base["progress"] = round((completed_tasks / total_tasks) * 100, 2) if total_tasks else 0.0
-    base["total_tasks"] = total_tasks
-    base["completed_tasks"] = completed_tasks
-    base["in_progress_tasks"] = in_progress_tasks
-    base["pending_tasks"] = pending_tasks
-    base["tasks"] = task_items
-    return base
-
-
-async def _fetch_project_member_user_ids(
-    db: AsyncSession,
-    *,
-    tenant_id: int,
-    project_id: int,
-) -> list[int]:
-    rows = await db.execute(
-        select(UserProject.user_id).where(
-            and_(
-                UserProject.tenant_id == int(tenant_id),
-                UserProject.project_id == int(project_id),
-            )
-        )
-    )
-    return sorted(int(user_id) for user_id in rows.scalars().all() if user_id is not None)
-
-
-async def _get_project_or_404(
-    db: AsyncSession,
-    *,
-    tenant_id: int,
-    project_id: int,
-) -> Project:
-    project = (
-        await db.execute(
-            select(Project).where(
-                and_(
-                    Project.tenant_id == tenant_id,
-                    Project.id == project_id,
-                )
-            )
-        )
-    ).scalar_one_or_none()
-    if not project:
-        raise HTTPException(status_code=404, detail="Project not found")
-    return project
-
-
-async def _cleanup_project_dependencies(
-    db: AsyncSession,
-    *,
-    tenant_id: int,
-    project_id: int,
-) -> None:
-    task_ids_subquery = (
-        select(Task.id)
-        .where(
-            and_(
-                Task.tenant_id == tenant_id,
-                Task.project_id == project_id,
-            )
-        )
-        .scalar_subquery()
-    )
-
-    # 先断开任务子依赖，避免删除 tasks 时触发约束错误。
-    await db.execute(
-        update(CostTracking)
-        .where(
-            and_(
-                CostTracking.tenant_id == tenant_id,
-                CostTracking.task_id.in_(task_ids_subquery),
-            )
-        )
-        .values(task_id=None)
-    )
-
-    # 非空外键：必须先删依赖记录。
-    await db.execute(
-        delete(AIWorkerExecution).where(
-            and_(
-                AIWorkerExecution.tenant_id == tenant_id,
-                AIWorkerExecution.project_id == project_id,
-            )
-        )
-    )
-    await db.execute(
-        delete(AIOrchestrationRun).where(
-            and_(
-                AIOrchestrationRun.tenant_id == tenant_id,
-                AIOrchestrationRun.project_id == project_id,
-            )
-        )
-    )
-    await db.execute(
-        delete(SignalSourceRegistry).where(
-            and_(
-                SignalSourceRegistry.tenant_id == tenant_id,
-                SignalSourceRegistry.project_id == project_id,
-            )
-        )
-    )
-    await db.execute(
-        delete(ProjectSignalLink).where(
-            and_(
-                ProjectSignalLink.tenant_id == tenant_id,
-                ProjectSignalLink.project_id == project_id,
-            )
-        )
-    )
-    await db.execute(
-        delete(Task).where(
-            and_(
-                Task.tenant_id == tenant_id,
-                Task.project_id == project_id,
-            )
-        )
-    )
-    await db.execute(
-        delete(UserProject).where(
-            and_(
-                UserProject.tenant_id == tenant_id,
-                UserProject.project_id == project_id,
-            )
-        )
-    )
-
-    # 可空外键：保留记录，将 project 解绑为 null。
-    await db.execute(
-        update(WorkItem)
-        .where(
-            and_(
-                WorkItem.tenant_id == tenant_id,
-                WorkItem.project_id == project_id,
-            )
-        )
-        .values(project_id=None)
-    )
-    await db.execute(
-        update(OperationLog)
-        .where(
-            and_(
-                OperationLog.tenant_id == tenant_id,
-                OperationLog.project_id == project_id,
-            )
-        )
-        .values(project_id=None)
-    )
-    await db.execute(
-        update(OperationExecutionLedger)
-        .where(
-            and_(
-                OperationExecutionLedger.tenant_id == tenant_id,
-                OperationExecutionLedger.project_id == project_id,
-            )
-        )
-        .values(project_id=None)
-    )
-    await db.execute(
-        update(Experiment)
-        .where(
-            and_(
-                Experiment.tenant_id == tenant_id,
-                Experiment.project_id == project_id,
-            )
-        )
-        .values(project_id=None)
-    )
-    await db.execute(
-        update(Budget)
-        .where(
-            and_(
-                Budget.tenant_id == tenant_id,
-                Budget.project_id == project_id,
-            )
-        )
-        .values(project_id=None)
-    )
-    await db.execute(
-        update(ConversationSession)
-        .where(
-            and_(
-                ConversationSession.tenant_id == tenant_id,
-                ConversationSession.current_project_id == project_id,
-            )
-        )
-        .values(current_project_id=None)
-    )
-
-
-@router.get("/")
-async def list_projects(
-    summary: Optional[int] = Query(default=0),
-    status: Optional[str] = Query(default=None),
-    assigned_role: Optional[str] = Query(default=None),
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    query = select(Project).where(Project.tenant_id == tenant_id)
-    if status:
-        query = query.where(Project.status == status)
-    if assigned_role:
-        query = query.where(Project.assigned_role == assigned_role)
-    query = query.order_by(Project.updated_at.desc(), Project.id.desc())
-    projects = (await db.execute(query)).scalars().all()
-
-    if int(summary or 0) == 1:
-        rows = [
-            await _build_project_summary(
-                db,
-                tenant_id=tenant_id,
-                project=project,
-            )
-            for project in projects
-        ]
-        return {"projects": rows}
-
-    return [_serialize_project_row(project) for project in projects]
-
-
-@router.get("/{project_id}")
-async def get_project(
-    project_id: int,
-    tenant_id: int = Depends(get_tenant_id),
-    db: AsyncSession = Depends(get_db),
-):
-    project = await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
-    return _serialize_project_row(project)
-
-
-@router.post("/")
-async def create_project(
-    body: ProjectCreateRequest,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-):
-    tenant_id = int(current_user.tenant_id)
-    title = compact_title(body.title, max_len=24)
-    if not title:
-        raise HTTPException(status_code=400, detail="title required")
-    try:
-        member_user_ids = await resolve_project_member_ids(
-            db,
-            tenant_id=tenant_id,
-            owner_id=int(current_user.id),
-            assigned_role=body.assigned_role,
-            requested_member_user_ids=body.member_user_ids,
-            require_requested_members=False,
-            include_owner=True,
-        )
-    except ProjectMemberAssignmentError as exc:
-        await notify_member_assignment_failure(
-            db,
-            tenant_id=tenant_id,
-            actor_user_id=int(current_user.id),
-            project_title=title,
-            reason=str(exc),
-            interface_path="/projects/",
-            commit=True,
-        )
-        raise HTTPException(status_code=400, detail=str(exc)) from exc
-
-    await ensure_project_id_sequence(db)
-    project = Project(
-        tenant_id=tenant_id,
-        name=title,
-        title=title,
-        description=body.description,
-        status=body.status or "active",
-        domain_id=body.domain_id,
-        assigned_role=body.assigned_role,
-        owner_id=int(current_user.id),
-        signal_count=0,
-    )
-    db.add(project)
-    try:
-        await db.flush()
-        await replace_project_members(
-            db,
-            tenant_id=tenant_id,
-            project_id=int(project.id),
-            member_user_ids=member_user_ids,
-        )
-        await log_operation(
-            db,
-            tenant_id=tenant_id,
-            user_id=int(current_user.id),
-            project_id=int(project.id),
-            entity_type="project",
-            entity_id=str(project.id),
-            action="project.create",
-            before_data=None,
-            after_data={
-                "title": project.title,
-                "status": project.status,
-                "member_user_ids": member_user_ids,
-            },
-            interface_path="/projects/",
-            caller="user",
-        )
-        await db.commit()
-    except Exception:
-        await db.rollback()
-        raise
-    await db.refresh(project)
-    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
-    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
-    return _serialize_project_row(project)
-
-
-@router.put("/{project_id}/members")
-async def assign_project_members(
-    project_id: int,
-    body: ProjectMembersAssignRequest,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-):
-    tenant_id = int(current_user.tenant_id)
-    project = await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
-    before_member_user_ids = await _fetch_project_member_user_ids(
-        db,
-        tenant_id=tenant_id,
-        project_id=int(project.id),
-    )
-
-    try:
-        member_user_ids = await resolve_project_member_ids(
-            db,
-            tenant_id=tenant_id,
-            owner_id=None,
-            assigned_role=project.assigned_role,
-            requested_member_user_ids=body.member_user_ids,
-            require_requested_members=True,
-            include_owner=False,
-        )
-        await replace_project_members(
-            db,
-            tenant_id=tenant_id,
-            project_id=int(project.id),
-            member_user_ids=member_user_ids,
-        )
-        await log_operation(
-            db,
-            tenant_id=tenant_id,
-            user_id=int(current_user.id),
-            project_id=int(project.id),
-            entity_type="project",
-            entity_id=str(project.id),
-            action="project.members.assign",
-            before_data={"member_user_ids": before_member_user_ids},
-            after_data={"member_user_ids": member_user_ids},
-            interface_path=f"/projects/{project_id}/members",
-            caller="user",
-        )
-        await db.commit()
-    except ProjectMemberAssignmentError as exc:
-        await db.rollback()
-        await notify_member_assignment_failure(
-            db,
-            tenant_id=tenant_id,
-            actor_user_id=int(current_user.id),
-            project_id=int(project.id),
-            project_title=project.title or project.name,
-            reason=str(exc),
-            interface_path=f"/projects/{project_id}/members",
-            commit=True,
-        )
-        raise HTTPException(status_code=400, detail=str(exc)) from exc
-    except Exception:
-        await db.rollback()
-        raise
-
-    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
-    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
-    return {
-        "project_id": str(project.id),
-        "member_user_ids": [str(user_id) for user_id in member_user_ids],
-    }
-
-
-@router.patch("/{project_id}")
-async def update_project(
-    project_id: int,
-    body: ProjectUpdateRequest,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-):
-    tenant_id = int(current_user.tenant_id)
-    project = await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
-    if body.title is not None:
-        title = compact_title(body.title, max_len=24)
-        if not title:
-            raise HTTPException(status_code=400, detail="title cannot be empty")
-        project.title = title
-        project.name = title
-    if body.description is not None:
-        project.description = body.description
-    if body.status is not None:
-        project.status = body.status
-    if body.domain_id is not None:
-        project.domain_id = body.domain_id
-    if body.assigned_role is not None:
-        project.assigned_role = body.assigned_role
-    await db.commit()
-    await db.refresh(project)
-    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
-    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
-    return _serialize_project_row(project)
-
-
-@router.delete("/{project_id}")
-async def delete_project(
-    project_id: int,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-):
-    tenant_id = int(current_user.tenant_id)
-    _ = current_user
-    try:
-        await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
-        await _cleanup_project_dependencies(
-            db,
-            tenant_id=tenant_id,
-            project_id=project_id,
-        )
-        await db.execute(
-            delete(Project).where(
-                and_(
-                    Project.tenant_id == tenant_id,
-                    Project.id == project_id,
-                )
-            )
-        )
-        await db.commit()
-    except IntegrityError as exc:
-        await db.rollback()
-        raise HTTPException(status_code=409, detail="Project has related records and cannot be deleted") from exc
-    except Exception:
-        await db.rollback()
-        raise
-    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
-    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=project_id)
-    return {"message": "Project deleted"}
-
-
-@router.post("/{project_id}/signals/{signal_id}")
-async def link_signal_to_project(
-    project_id: int,
-    signal_id: int,
-    body: LinkSignalRequest,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-):
-    tenant_id = int(current_user.tenant_id)
-    await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
-
-    signal = (
-        await db.execute(
-            select(Signal).where(
-                and_(
-                    Signal.tenant_id == tenant_id,
-                    Signal.id == signal_id,
-                )
-            )
-        )
-    ).scalar_one_or_none()
-    if not signal:
-        raise HTTPException(status_code=404, detail="Signal not found")
-
-    existing = (
-        await db.execute(
-            select(ProjectSignalLink).where(
-                and_(
-                    ProjectSignalLink.tenant_id == tenant_id,
-                    ProjectSignalLink.project_id == project_id,
-                    ProjectSignalLink.signal_id == signal_id,
-                )
-            )
-        )
-    ).scalar_one_or_none()
-    if existing:
-        return {
-            "id": str(existing.id),
-            "project_id": str(existing.project_id),
-            "signal_id": str(existing.signal_id),
-            "link_type": existing.link_type,
-            "relevance_score": float(existing.relevance_score or 0.0),
-            "created_at": existing.created_at.isoformat() if existing.created_at else None,
-        }
-
-    link = ProjectSignalLink(
-        tenant_id=tenant_id,
-        project_id=project_id,
-        signal_id=signal_id,
-        link_type=body.link_type or "related",
-        relevance_score=float(body.relevance_score or 1.0),
-    )
-    db.add(link)
-    await db.commit()
-    await db.refresh(link)
-    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
-    return {
-        "id": str(link.id),
-        "project_id": str(link.project_id),
-        "signal_id": str(link.signal_id),
-        "link_type": link.link_type,
-        "relevance_score": float(link.relevance_score or 0.0),
-        "created_at": link.created_at.isoformat() if link.created_at else None,
-    }
-
-
-@router.delete("/{project_id}/signals/{signal_id}")
-async def unlink_signal_from_project(
-    project_id: int,
-    signal_id: int,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
-):
-    tenant_id = int(current_user.tenant_id)
-    _ = current_user
-    await db.execute(
-        delete(ProjectSignalLink).where(
-            and_(
-                ProjectSignalLink.tenant_id == tenant_id,
-                ProjectSignalLink.project_id == project_id,
-                ProjectSignalLink.signal_id == signal_id,
-            )
-        )
-    )
-    await db.commit()
-    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
-    return {"message": "Signal unlinked"}
+__all__ = ["router"]

backend/app/api/projects_api/__init__.py

@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import routes_list, routes_mutation, routes_signals
+
+router = APIRouter(prefix="/projects", tags=["projects"])
+for _module in [routes_list, routes_mutation, routes_signals]:
+    router.include_router(_module.router)
+
+__all__ = ["router"]

backend/app/api/projects_api/helpers.py

@@ -0,0 +1,266 @@
+from __future__ import annotations
+
+from .shared import *
+
+def _as_dict(value: object) -> dict[str, Any]:
+    if isinstance(value, dict):
+        return value
+    if isinstance(value, str) and value.strip():
+        try:
+            parsed = json.loads(value)
+            return parsed if isinstance(parsed, dict) else {"text": value}
+        except (TypeError, ValueError):
+            return {"text": value}
+    return {}
+
+def _serialize_project_row(project: Project) -> dict:
+    return {
+        "id": str(project.id),
+        "title": project.title or project.name,
+        "description": project.description,
+        "status": project.status,
+        "domain_id": str(project.domain_id) if project.domain_id is not None else None,
+        "assigned_role": project.assigned_role,
+        "signal_count": int(project.signal_count or 0),
+        "created_at": project.created_at.isoformat() if project.created_at else None,
+        "updated_at": project.updated_at.isoformat() if project.updated_at else None,
+    }
+
+async def _build_project_summary(
+    db: AsyncSession,
+    *,
+    tenant_id: int,
+    project: Project,
+) -> dict:
+    base = _serialize_project_row(project)
+
+    signal_count_result = await db.execute(
+        select(func.count(ProjectSignalLink.id)).where(
+            and_(
+                ProjectSignalLink.tenant_id == tenant_id,
+                ProjectSignalLink.project_id == int(project.id),
+            )
+        )
+    )
+    signal_count = int(signal_count_result.scalar() or 0)
+    base["signal_count"] = signal_count
+
+    task_rows = (
+        await db.execute(
+            select(Task).where(
+                and_(
+                    Task.tenant_id == tenant_id,
+                    Task.project_id == int(project.id),
+                )
+            )
+        )
+    ).scalars().all()
+
+    total_tasks = len(task_rows)
+    completed_tasks = 0
+    in_progress_tasks = 0
+    pending_tasks = 0
+    task_items: list[dict] = []
+    for task in task_rows:
+        status_value = (task.status or "").lower()
+        if status_value in DONE_STATUSES:
+            completed_tasks += 1
+        elif status_value in {"in_progress", "review", "blocked"}:
+            in_progress_tasks += 1
+        else:
+            pending_tasks += 1
+
+        task_items.append(
+            {
+                "task_name": task.title,
+                "type": "task",
+                "status": task.status,
+                "signal_id": str(task.truth_node_id) if task.truth_node_id is not None else "",
+            }
+        )
+
+    base["progress"] = round((completed_tasks / total_tasks) * 100, 2) if total_tasks else 0.0
+    base["total_tasks"] = total_tasks
+    base["completed_tasks"] = completed_tasks
+    base["in_progress_tasks"] = in_progress_tasks
+    base["pending_tasks"] = pending_tasks
+    base["tasks"] = task_items
+    return base
+
+async def _fetch_project_member_user_ids(
+    db: AsyncSession,
+    *,
+    tenant_id: int,
+    project_id: int,
+) -> list[int]:
+    rows = await db.execute(
+        select(UserProject.user_id).where(
+            and_(
+                UserProject.tenant_id == int(tenant_id),
+                UserProject.project_id == int(project_id),
+            )
+        )
+    )
+    return sorted(int(user_id) for user_id in rows.scalars().all() if user_id is not None)
+
+async def _get_project_or_404(
+    db: AsyncSession,
+    *,
+    tenant_id: int,
+    project_id: int,
+) -> Project:
+    project = (
+        await db.execute(
+            select(Project).where(
+                and_(
+                    Project.tenant_id == tenant_id,
+                    Project.id == project_id,
+                )
+            )
+        )
+    ).scalar_one_or_none()
+    if not project:
+        raise HTTPException(status_code=404, detail="Project not found")
+    return project
+
+async def _cleanup_project_dependencies(
+    db: AsyncSession,
+    *,
+    tenant_id: int,
+    project_id: int,
+) -> None:
+    task_ids_subquery = (
+        select(Task.id)
+        .where(
+            and_(
+                Task.tenant_id == tenant_id,
+                Task.project_id == project_id,
+            )
+        )
+        .scalar_subquery()
+    )
+
+    # 先断开任务子依赖，避免删除 tasks 时触发约束错误。
+    await db.execute(
+        update(CostTracking)
+        .where(
+            and_(
+                CostTracking.tenant_id == tenant_id,
+                CostTracking.task_id.in_(task_ids_subquery),
+            )
+        )
+        .values(task_id=None)
+    )
+
+    # 非空外键：必须先删依赖记录。
+    await db.execute(
+        delete(AIWorkerExecution).where(
+            and_(
+                AIWorkerExecution.tenant_id == tenant_id,
+                AIWorkerExecution.project_id == project_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(AIOrchestrationRun).where(
+            and_(
+                AIOrchestrationRun.tenant_id == tenant_id,
+                AIOrchestrationRun.project_id == project_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(SignalSourceRegistry).where(
+            and_(
+                SignalSourceRegistry.tenant_id == tenant_id,
+                SignalSourceRegistry.project_id == project_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(ProjectSignalLink).where(
+            and_(
+                ProjectSignalLink.tenant_id == tenant_id,
+                ProjectSignalLink.project_id == project_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(Task).where(
+            and_(
+                Task.tenant_id == tenant_id,
+                Task.project_id == project_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(UserProject).where(
+            and_(
+                UserProject.tenant_id == tenant_id,
+                UserProject.project_id == project_id,
+            )
+        )
+    )
+
+    # 可空外键：保留记录，将 project 解绑为 null。
+    await db.execute(
+        update(WorkItem)
+        .where(
+            and_(
+                WorkItem.tenant_id == tenant_id,
+                WorkItem.project_id == project_id,
+            )
+        )
+        .values(project_id=None)
+    )
+    await db.execute(
+        update(OperationLog)
+        .where(
+            and_(
+                OperationLog.tenant_id == tenant_id,
+                OperationLog.project_id == project_id,
+            )
+        )
+        .values(project_id=None)
+    )
+    await db.execute(
+        update(OperationExecutionLedger)
+        .where(
+            and_(
+                OperationExecutionLedger.tenant_id == tenant_id,
+                OperationExecutionLedger.project_id == project_id,
+            )
+        )
+        .values(project_id=None)
+    )
+    await db.execute(
+        update(Experiment)
+        .where(
+            and_(
+                Experiment.tenant_id == tenant_id,
+                Experiment.project_id == project_id,
+            )
+        )
+        .values(project_id=None)
+    )
+    await db.execute(
+        update(Budget)
+        .where(
+            and_(
+                Budget.tenant_id == tenant_id,
+                Budget.project_id == project_id,
+            )
+        )
+        .values(project_id=None)
+    )
+    await db.execute(
+        update(ConversationSession)
+        .where(
+            and_(
+                ConversationSession.tenant_id == tenant_id,
+                ConversationSession.current_project_id == project_id,
+            )
+        )
+        .values(current_project_id=None)
+    )
+

backend/app/api/projects_api/routes_list.py

@@ -0,0 +1,43 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _build_project_summary, _get_project_or_404
+
+@router.get("/")
+async def list_projects(
+    summary: Optional[int] = Query(default=0),
+    status: Optional[str] = Query(default=None),
+    assigned_role: Optional[str] = Query(default=None),
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    query = select(Project).where(Project.tenant_id == tenant_id)
+    if status:
+        query = query.where(Project.status == status)
+    if assigned_role:
+        query = query.where(Project.assigned_role == assigned_role)
+    query = query.order_by(Project.updated_at.desc(), Project.id.desc())
+    projects = (await db.execute(query)).scalars().all()
+
+    if int(summary or 0) == 1:
+        rows = [
+            await _build_project_summary(
+                db,
+                tenant_id=tenant_id,
+                project=project,
+            )
+            for project in projects
+        ]
+        return {"projects": rows}
+
+    return [_serialize_project_row(project) for project in projects]
+
+@router.get("/{project_id}")
+async def get_project(
+    project_id: int,
+    tenant_id: int = Depends(get_tenant_id),
+    db: AsyncSession = Depends(get_db),
+):
+    project = await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
+    return _serialize_project_row(project)
+

backend/app/api/projects_api/routes_mutation.py

@@ -0,0 +1,217 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _cleanup_project_dependencies, _fetch_project_member_user_ids, _get_project_or_404
+from .schemas import ProjectCreateRequest, ProjectMembersAssignRequest, ProjectUpdateRequest
+
+@router.post("/")
+async def create_project(
+    body: ProjectCreateRequest,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+):
+    tenant_id = int(current_user.tenant_id)
+    title = compact_title(body.title, max_len=24)
+    if not title:
+        raise HTTPException(status_code=400, detail="title required")
+    try:
+        member_user_ids = await resolve_project_member_ids(
+            db,
+            tenant_id=tenant_id,
+            owner_id=int(current_user.id),
+            assigned_role=body.assigned_role,
+            requested_member_user_ids=body.member_user_ids,
+            require_requested_members=False,
+            include_owner=True,
+        )
+    except ProjectMemberAssignmentError as exc:
+        await notify_member_assignment_failure(
+            db,
+            tenant_id=tenant_id,
+            actor_user_id=int(current_user.id),
+            project_title=title,
+            reason=str(exc),
+            interface_path="/projects/",
+            commit=True,
+        )
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+
+    await ensure_project_id_sequence(db)
+    project = Project(
+        tenant_id=tenant_id,
+        name=title,
+        title=title,
+        description=body.description,
+        status=body.status or "active",
+        domain_id=body.domain_id,
+        assigned_role=body.assigned_role,
+        owner_id=int(current_user.id),
+        signal_count=0,
+    )
+    db.add(project)
+    try:
+        await db.flush()
+        await replace_project_members(
+            db,
+            tenant_id=tenant_id,
+            project_id=int(project.id),
+            member_user_ids=member_user_ids,
+        )
+        await log_operation(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(current_user.id),
+            project_id=int(project.id),
+            entity_type="project",
+            entity_id=str(project.id),
+            action="project.create",
+            before_data=None,
+            after_data={
+                "title": project.title,
+                "status": project.status,
+                "member_user_ids": member_user_ids,
+            },
+            interface_path="/projects/",
+            caller="user",
+        )
+        await db.commit()
+    except Exception:
+        await db.rollback()
+        raise
+    await db.refresh(project)
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
+    return _serialize_project_row(project)
+
+@router.put("/{project_id}/members")
+async def assign_project_members(
+    project_id: int,
+    body: ProjectMembersAssignRequest,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+):
+    tenant_id = int(current_user.tenant_id)
+    project = await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
+    before_member_user_ids = await _fetch_project_member_user_ids(
+        db,
+        tenant_id=tenant_id,
+        project_id=int(project.id),
+    )
+
+    try:
+        member_user_ids = await resolve_project_member_ids(
+            db,
+            tenant_id=tenant_id,
+            owner_id=None,
+            assigned_role=project.assigned_role,
+            requested_member_user_ids=body.member_user_ids,
+            require_requested_members=True,
+            include_owner=False,
+        )
+        await replace_project_members(
+            db,
+            tenant_id=tenant_id,
+            project_id=int(project.id),
+            member_user_ids=member_user_ids,
+        )
+        await log_operation(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(current_user.id),
+            project_id=int(project.id),
+            entity_type="project",
+            entity_id=str(project.id),
+            action="project.members.assign",
+            before_data={"member_user_ids": before_member_user_ids},
+            after_data={"member_user_ids": member_user_ids},
+            interface_path=f"/projects/{project_id}/members",
+            caller="user",
+        )
+        await db.commit()
+    except ProjectMemberAssignmentError as exc:
+        await db.rollback()
+        await notify_member_assignment_failure(
+            db,
+            tenant_id=tenant_id,
+            actor_user_id=int(current_user.id),
+            project_id=int(project.id),
+            project_title=project.title or project.name,
+            reason=str(exc),
+            interface_path=f"/projects/{project_id}/members",
+            commit=True,
+        )
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+    except Exception:
+        await db.rollback()
+        raise
+
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
+    return {
+        "project_id": str(project.id),
+        "member_user_ids": [str(user_id) for user_id in member_user_ids],
+    }
+
+@router.patch("/{project_id}")
+async def update_project(
+    project_id: int,
+    body: ProjectUpdateRequest,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+):
+    tenant_id = int(current_user.tenant_id)
+    project = await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
+    if body.title is not None:
+        title = compact_title(body.title, max_len=24)
+        if not title:
+            raise HTTPException(status_code=400, detail="title cannot be empty")
+        project.title = title
+        project.name = title
+    if body.description is not None:
+        project.description = body.description
+    if body.status is not None:
+        project.status = body.status
+    if body.domain_id is not None:
+        project.domain_id = body.domain_id
+    if body.assigned_role is not None:
+        project.assigned_role = body.assigned_role
+    await db.commit()
+    await db.refresh(project)
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=int(project.id))
+    return _serialize_project_row(project)
+
+@router.delete("/{project_id}")
+async def delete_project(
+    project_id: int,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+):
+    tenant_id = int(current_user.tenant_id)
+    _ = current_user
+    try:
+        await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
+        await _cleanup_project_dependencies(
+            db,
+            tenant_id=tenant_id,
+            project_id=project_id,
+        )
+        await db.execute(
+            delete(Project).where(
+                and_(
+                    Project.tenant_id == tenant_id,
+                    Project.id == project_id,
+                )
+            )
+        )
+        await db.commit()
+    except IntegrityError as exc:
+        await db.rollback()
+        raise HTTPException(status_code=409, detail="Project has related records and cannot be deleted") from exc
+    except Exception:
+        await db.rollback()
+        raise
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=project_id)
+    return {"message": "Project deleted"}
+

backend/app/api/projects_api/routes_signals.py

@@ -0,0 +1,93 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _as_dict, _get_project_or_404
+from .schemas import LinkSignalRequest
+
+@router.post("/{project_id}/signals/{signal_id}")
+async def link_signal_to_project(
+    project_id: int,
+    signal_id: int,
+    body: LinkSignalRequest,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+):
+    tenant_id = int(current_user.tenant_id)
+    await _get_project_or_404(db, tenant_id=tenant_id, project_id=project_id)
+
+    signal = (
+        await db.execute(
+            select(Signal).where(
+                and_(
+                    Signal.tenant_id == tenant_id,
+                    Signal.id == signal_id,
+                )
+            )
+        )
+    ).scalar_one_or_none()
+    if not signal:
+        raise HTTPException(status_code=404, detail="Signal not found")
+
+    existing = (
+        await db.execute(
+            select(ProjectSignalLink).where(
+                and_(
+                    ProjectSignalLink.tenant_id == tenant_id,
+                    ProjectSignalLink.project_id == project_id,
+                    ProjectSignalLink.signal_id == signal_id,
+                )
+            )
+        )
+    ).scalar_one_or_none()
+    if existing:
+        return {
+            "id": str(existing.id),
+            "project_id": str(existing.project_id),
+            "signal_id": str(existing.signal_id),
+            "link_type": existing.link_type,
+            "relevance_score": float(existing.relevance_score or 0.0),
+            "created_at": existing.created_at.isoformat() if existing.created_at else None,
+        }
+
+    link = ProjectSignalLink(
+        tenant_id=tenant_id,
+        project_id=project_id,
+        signal_id=signal_id,
+        link_type=body.link_type or "related",
+        relevance_score=float(body.relevance_score or 1.0),
+    )
+    db.add(link)
+    await db.commit()
+    await db.refresh(link)
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    return {
+        "id": str(link.id),
+        "project_id": str(link.project_id),
+        "signal_id": str(link.signal_id),
+        "link_type": link.link_type,
+        "relevance_score": float(link.relevance_score or 0.0),
+        "created_at": link.created_at.isoformat() if link.created_at else None,
+    }
+
+@router.delete("/{project_id}/signals/{signal_id}")
+async def unlink_signal_from_project(
+    project_id: int,
+    signal_id: int,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+):
+    tenant_id = int(current_user.tenant_id)
+    _ = current_user
+    await db.execute(
+        delete(ProjectSignalLink).where(
+            and_(
+                ProjectSignalLink.tenant_id == tenant_id,
+                ProjectSignalLink.project_id == project_id,
+                ProjectSignalLink.signal_id == signal_id,
+            )
+        )
+    )
+    await db.commit()
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    return {"message": "Signal unlinked"}
+

backend/app/api/projects_api/schemas.py

@@ -0,0 +1,26 @@
+from __future__ import annotations
+
+from .shared import BaseModel, Field, Optional
+
+class ProjectCreateRequest(BaseModel):
+    title: str
+    description: Optional[str] = None
+    status: str = "active"
+    domain_id: Optional[int] = None
+    assigned_role: Optional[str] = None
+    member_user_ids: list[int] = Field(default_factory=list)
+
+class ProjectUpdateRequest(BaseModel):
+    title: Optional[str] = None
+    description: Optional[str] = None
+    status: Optional[str] = None
+    domain_id: Optional[int] = None
+    assigned_role: Optional[str] = None
+
+class LinkSignalRequest(BaseModel):
+    link_type: Optional[str] = "related"
+    relevance_score: Optional[float] = 1.0
+
+class ProjectMembersAssignRequest(BaseModel):
+    member_user_ids: list[int] = Field(default_factory=list)
+

backend/app/api/projects_api/shared.py

@@ -0,0 +1,46 @@
+from __future__ import annotations
+
+import json
+from typing import Any, Optional
+
+from fastapi import APIRouter, Depends, HTTPException, Query
+from pydantic import BaseModel, Field
+from sqlalchemy import and_, delete, func, select, update
+from sqlalchemy.exc import IntegrityError
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...database import get_db
+from ...dependencies import get_current_user, get_tenant_id, require_roles
+from ...models import (
+    AIOrchestrationRun,
+    AIWorkerExecution,
+    Budget,
+    ConversationSession,
+    CostTracking,
+    Experiment,
+    OperationExecutionLedger,
+    OperationLog,
+    Project,
+    ProjectSignalLink,
+    Signal,
+    SignalSourceRegistry,
+    Task,
+    User,
+    UserProject,
+    WorkItem,
+)
+from ...services.ai_pmo_kernel_service import AIPMOKernelService
+from ...services.context_cache import context_cache_service
+from ...services.operation_log_service import log_operation
+from ...services.project_member_service import (
+    ProjectMemberAssignmentError,
+    notify_member_assignment_failure,
+    replace_project_members,
+    resolve_project_member_ids,
+)
+from ...utils.sequence import ensure_project_id_sequence
+from ...utils.title import compact_title
+
+router = APIRouter(prefix="/projects", tags=["projects"])
+
+DONE_STATUSES = {"done", "completed", "closed", "resolved", "archived"}

backend/app/api/rag.py

@@ -1,570 +1,5 @@
-"""Adaptive RAG API。"""
-
 from __future__ import annotations
 
-import asyncio
-import io
-import re
-from datetime import datetime
+from .rag_api import router
 
-from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, Response, UploadFile
-from sqlalchemy.ext.asyncio import AsyncSession
-
-from ..core.response import success_response
-from ..database import get_db
-from ..dependencies.auth import get_current_user, require_roles
-from ..dependencies.tenant import get_tenant_id
-from ..models import User
-from ..schemas.rag import (
-    EntityResolutionRequest,
-    KnowledgeDocCreateRequest,
-    KnowledgeURLCreateRequest,
-    MultiStepSearchRequest,
-    QAExportQuery,
-    QAFeedbackCreateRequest,
-    QAListQuery,
-    QASessionListQuery,
-    QASessionRenameRequest,
-    RAGAskRequest,
-    SymbolSearchRequest,
-    SymbolSyncRequest,
-)
-from ..services.adaptive_rag_service import AdaptiveRAGService
-from ..services.symbol_index_service import SymbolIndexService
-
-router = APIRouter(prefix="/rag", tags=["Adaptive RAG"])
-
-
-def _resolve_tenant_id(user: User, fallback_tenant_id: int) -> int:
-    try:
-        return int(getattr(user, "tenant_id") or fallback_tenant_id or 1)
-    except Exception:
-        return int(fallback_tenant_id or 1)
-
-
-def _safe_decode_bytes(raw: bytes) -> str:
-    for encoding in ("utf-8", "utf-8-sig", "gb18030", "latin-1"):
-        try:
-            return raw.decode(encoding)
-        except Exception:
-            continue
-    return raw.decode("utf-8", errors="ignore")
-
-
-def _extract_text_from_upload(filename: str, raw: bytes) -> tuple[str, str]:
-    name = str(filename or "uploaded.txt")
-    suffix = name.rsplit(".", 1)[-1].lower() if "." in name else "txt"
-
-    if suffix in {"txt", "md", "markdown", "csv", "json", "py", "ts", "tsx", "js", "jsx"}:
-        return ("md" if suffix in {"md", "markdown"} else "txt", _safe_decode_bytes(raw))
-
-    if suffix == "pdf":
-        try:
-            from pypdf import PdfReader  # type: ignore
-        except Exception as exc:
-            raise HTTPException(status_code=400, detail=f"PDF 解析依赖缺失: {exc}") from exc
-        reader = PdfReader(io.BytesIO(raw))
-        parts: list[str] = []
-        for idx, page in enumerate(reader.pages, start=1):
-            page_text = (page.extract_text() or "").strip()
-            if not page_text:
-                continue
-            # 写入页码标记，向量分块时会保留 page_number 元数据，便于引用来源页码。
-            parts.append(f"[[PAGE:{idx}]]\n{page_text}")
-        text = "\n\n".join(parts)
-        return ("pdf", text)
-
-    if suffix in {"docx", "doc"}:
-        try:
-            from docx import Document  # type: ignore
-        except Exception as exc:
-            raise HTTPException(status_code=400, detail=f"Word 解析依赖缺失: {exc}") from exc
-        doc = Document(io.BytesIO(raw))
-        text = "\n".join([p.text for p in doc.paragraphs if p.text])
-        return ("word", text)
-
-    raise HTTPException(status_code=400, detail=f"不支持的文件类型: .{suffix}")
-
-
-@router.post("/ask")
-async def rag_ask(
-    request: RAGAskRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    result = await service.answer_question(
-        question=request.question,
-        asked_by=int(current_user.id),
-        asked_via=request.asked_via,
-        project_id=request.project_id,
-        source_chat_id=request.source_chat_id,
-        session_id=request.session_id,
-        force_new_session=bool(request.new_session),
-        thinking_mode=request.thinking_mode,
-        action_mode=request.action_mode,
-        sync_requirement=bool(request.sync_requirement),
-    )
-    return success_response(result)
-
-
-@router.get("/manifest")
-async def rag_manifest(
-    project_id: int | None = Query(default=None),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.get_project_manifest(project_id=project_id)
-    return success_response(data)
-
-
-@router.get("/features/catalog")
-async def rag_feature_catalog(
-    query: str | None = Query(default=None),
-    limit: int = Query(default=20, ge=1, le=200),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.get_feature_catalog(query=query, limit=limit)
-    return success_response(data)
-
-
-@router.post("/entity-resolution")
-async def rag_entity_resolution(
-    request: EntityResolutionRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.entity_resolution(
-        question=request.question,
-        project_id=request.project_id,
-        limit=request.limit,
-    )
-    return success_response(data)
-
-
-@router.post("/multi-step-search")
-async def rag_multi_step_search(
-    request: MultiStepSearchRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.multi_step_search(
-        question=request.question,
-        project_id=request.project_id,
-        source_chat_id=request.source_chat_id,
-        session_state=None,
-    )
-    return success_response(data)
-
-
-@router.post("/symbols/sync")
-async def rag_symbols_sync(
-    request: SymbolSyncRequest,
-    current_user: User = Depends(require_roles("ADMIN", "BOSS")),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.sync_codebase_symbols(
-        base_dir=request.base_dir,
-        max_files=request.max_files,
-        force_reindex=request.force_reindex,
-    )
-    return success_response(data)
-
-
-@router.post("/symbols/search")
-async def rag_symbols_search(
-    request: SymbolSearchRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.search_symbols(
-        query=request.query,
-        language=request.language,
-        symbol_type=request.symbol_type,
-        limit=request.limit,
-    )
-    return success_response(data)
-
-
-@router.get("/symbols/overview")
-async def rag_symbols_overview(
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    data = await service.get_overview(top_n_files=10, auto_sync_if_empty=False)
-    return success_response(data)
-
-
-@router.get("/symbols/{symbol_id}")
-async def rag_symbol_detail(
-    symbol_id: int,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    try:
-        data = await service.get_symbol_detail(symbol_id=symbol_id)
-    except ValueError as exc:
-        raise HTTPException(status_code=404, detail=str(exc)) from exc
-    return success_response(data)
-
-
-@router.get("/knowledge-base/docs")
-async def list_knowledge_docs(
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    _ = current_user
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    return success_response(await service.list_knowledge_docs())
-
-
-@router.post("/knowledge-base/docs")
-async def create_knowledge_doc(
-    request: KnowledgeDocCreateRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    result = await service.create_knowledge_doc(
-        title=request.title,
-        file_type=request.file_type,
-        raw_content=request.content,
-        uploaded_by=int(current_user.id),
-        source_type=request.source_type,
-        file_url=request.file_url,
-        project_id=request.project_id,
-    )
-    return success_response(result)
-
-
-@router.post("/knowledge-base/upload")
-async def upload_knowledge_doc(
-    file: UploadFile = File(...),
-    project_id: int | None = Form(default=None),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    raw = await file.read()
-    if not raw:
-        raise HTTPException(status_code=400, detail="上传文件为空")
-    if len(raw) > 15 * 1024 * 1024:
-        raise HTTPException(status_code=400, detail="文件过大，限制 15MB")
-
-    file_type, text = _extract_text_from_upload(file.filename or "uploaded.txt", raw)
-    if not str(text or "").strip():
-        raise HTTPException(status_code=400, detail="无法提取有效文本内容")
-
-    effective_tenant_id = _resolve_tenant_id(current_user, tenant_id)
-    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
-    doc = await service.create_knowledge_doc_placeholder(
-        title=(file.filename or "uploaded.txt")[:255],
-        file_type=file_type,
-        uploaded_by=int(current_user.id),
-        source_type="file",
-        file_url=None,
-    )
-    asyncio.create_task(
-        AdaptiveRAGService.process_knowledge_doc_content_async(
-            tenant_id=effective_tenant_id,
-            doc_id=int(doc.id),
-            raw_content=text,
-            project_id=project_id,
-        )
-    )
-    return success_response(service._serialize_doc(doc))
-
-
-@router.post("/knowledge-base/urls")
-async def create_knowledge_url(
-    request: KnowledgeURLCreateRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    url = str(request.url or "").strip()
-    if not re.match(r"^https?://", url, flags=re.IGNORECASE):
-        raise HTTPException(status_code=400, detail="URL 必须以 http:// 或 https:// 开头")
-
-    effective_tenant_id = _resolve_tenant_id(current_user, tenant_id)
-    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
-    doc = await service.create_knowledge_doc_placeholder(
-        title=(request.title or url)[:255],
-        file_type="url",
-        uploaded_by=int(current_user.id),
-        source_type="url",
-        file_url=url,
-    )
-    asyncio.create_task(
-        AdaptiveRAGService.refresh_url_doc_async(
-            tenant_id=effective_tenant_id,
-            doc_id=int(doc.id),
-            project_id=request.project_id,
-        )
-    )
-    return success_response(service._serialize_doc(doc))
-
-
-@router.post("/knowledge-base/docs/{doc_id}/refresh")
-async def refresh_knowledge_doc(
-    doc_id: int,
-    project_id: int | None = Query(default=None),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    effective_tenant_id = _resolve_tenant_id(current_user, tenant_id)
-    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
-    try:
-        doc = await service.get_knowledge_doc(doc_id=doc_id)
-        if str(doc.get("source_type") or "").lower() != "url":
-            raise HTTPException(status_code=400, detail="仅 URL 类型条目支持 refresh")
-        marked = await service.mark_doc_processing(doc_id=doc_id)
-    except ValueError as exc:
-        raise HTTPException(status_code=404, detail=str(exc)) from exc
-
-    asyncio.create_task(
-        AdaptiveRAGService.refresh_url_doc_async(
-            tenant_id=effective_tenant_id,
-            doc_id=doc_id,
-            project_id=project_id,
-        )
-    )
-    return success_response(marked)
-
-
-@router.delete("/knowledge-base/docs/{doc_id}")
-async def delete_knowledge_doc(
-    doc_id: int,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    _ = current_user
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    ok = await service.delete_knowledge_doc(doc_id=doc_id)
-    if not ok:
-        raise HTTPException(status_code=404, detail="文档不存在")
-    return success_response({"deleted": True, "doc_id": doc_id})
-
-
-@router.post("/qa-records/{qa_id}/feedback")
-async def submit_qa_feedback(
-    qa_id: int,
-    request: QAFeedbackCreateRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    try:
-        result = await service.submit_feedback(
-            qa_id=qa_id,
-            rating=request.rating,
-            helpfulness=request.helpfulness,
-            error_types=request.error_types,
-            correct_answer=request.correct_answer,
-            submitted_by=int(current_user.id),
-        )
-    except ValueError as exc:
-        raise HTTPException(status_code=404, detail=str(exc)) from exc
-    return success_response(result)
-
-
-@router.get("/qa-records")
-async def list_qa_records(
-    project_id: int | None = Query(default=None),
-    date_from: datetime | None = Query(default=None),
-    date_to: datetime | None = Query(default=None),
-    rating: str | None = Query(default=None),
-    page: int = Query(default=1, ge=1),
-    page_size: int = Query(default=20, ge=1, le=100),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    _ = current_user
-    query = QAListQuery(
-        project_id=project_id,
-        date_from=date_from,
-        date_to=date_to,
-        rating=rating,
-        page=page,
-        page_size=page_size,
-    )
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    result = await service.list_qa_records(
-        project_id=query.project_id,
-        date_from=query.date_from,
-        date_to=query.date_to,
-        rating=query.rating,
-        page=query.page,
-        page_size=query.page_size,
-    )
-    return success_response(result)
-
-
-@router.get("/qa-sessions")
-async def list_qa_sessions(
-    date_from: datetime | None = Query(default=None),
-    date_to: datetime | None = Query(default=None),
-    page: int = Query(default=1, ge=1),
-    page_size: int = Query(default=20, ge=1, le=100),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    query = QASessionListQuery(
-        date_from=date_from,
-        date_to=date_to,
-        page=page,
-        page_size=page_size,
-    )
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    result = await service.list_qa_sessions(
-        user_id=int(current_user.id),
-        date_from=query.date_from,
-        date_to=query.date_to,
-        page=query.page,
-        page_size=query.page_size,
-    )
-    return success_response(result)
-
-
-@router.get("/qa-sessions/{session_id}")
-async def qa_session_detail(
-    session_id: int,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    try:
-        result = await service.get_qa_session_detail(session_id=session_id, user_id=int(current_user.id))
-    except ValueError as exc:
-        raise HTTPException(status_code=404, detail=str(exc)) from exc
-    return success_response(result)
-
-
-@router.get("/qa-sessions/{session_id}/state")
-async def qa_session_state_replay(
-    session_id: int,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    try:
-        result = await service.get_session_state_replay(
-            session_id=session_id,
-            user_id=int(current_user.id),
-        )
-    except ValueError as exc:
-        raise HTTPException(status_code=404, detail=str(exc)) from exc
-    return success_response(result)
-
-
-@router.patch("/qa-sessions/{session_id}/title")
-async def rename_qa_session(
-    session_id: int,
-    request: QASessionRenameRequest,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    try:
-        result = await service.rename_qa_session(
-            session_id=session_id,
-            user_id=int(current_user.id),
-            title=request.title,
-        )
-    except ValueError as exc:
-        raise HTTPException(status_code=404, detail=str(exc)) from exc
-    return success_response(result)
-
-
-@router.delete("/qa-sessions/{session_id}")
-async def delete_qa_session(
-    session_id: int,
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    deleted = await service.delete_qa_session(session_id=session_id, user_id=int(current_user.id))
-    if not deleted:
-        raise HTTPException(status_code=404, detail="qa session 不存在")
-    return success_response({"deleted": True, "session_id": session_id})
-
-
-@router.get("/qa-records/stats")
-async def qa_records_stats(
-    project_id: int | None = Query(default=None),
-    date_from: datetime | None = Query(default=None),
-    date_to: datetime | None = Query(default=None),
-    current_user: User = Depends(get_current_user),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    result = await service.get_qa_stats(
-        project_id=project_id,
-        date_from=date_from,
-        date_to=date_to,
-    )
-    return success_response(result)
-
-
-@router.get("/qa-records/export")
-async def export_qa_records_jsonl(
-    include_unrated: bool = Query(default=False),
-    project_id: int | None = Query(default=None),
-    rating: str | None = Query(default=None),
-    domain: str | None = Query(default=None),
-    date_from: datetime | None = Query(default=None),
-    date_to: datetime | None = Query(default=None),
-    current_user: User = Depends(require_roles("ADMIN", "BOSS")),
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    _ = current_user
-    query = QAExportQuery(
-        include_unrated=include_unrated,
-        project_id=project_id,
-        rating=rating,
-        domain=domain,
-        date_from=date_from,
-        date_to=date_to,
-    )
-
-    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
-    payload = await service.export_qa_jsonl(
-        include_unrated=query.include_unrated,
-        project_id=query.project_id,
-        rating=query.rating,
-        domain=query.domain,
-        date_from=query.date_from,
-        date_to=query.date_to,
-    )
-    return Response(content=payload, media_type="application/x-ndjson")
+__all__ = ["router"]

backend/app/api/rag_api/__init__.py

@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import routes_knowledge, routes_qa, routes_query
+
+router = APIRouter(prefix="/rag", tags=["Adaptive RAG"])
+for _module in [routes_query, routes_knowledge, routes_qa]:
+    router.include_router(_module.router)
+
+__all__ = ["router"]

backend/app/api/rag_api/helpers.py

@@ -0,0 +1,52 @@
+from __future__ import annotations
+
+from .shared import *
+
+def _resolve_tenant_id(user: User, fallback_tenant_id: int) -> int:
+    try:
+        return int(getattr(user, "tenant_id") or fallback_tenant_id or 1)
+    except Exception:
+        return int(fallback_tenant_id or 1)
+
+def _safe_decode_bytes(raw: bytes) -> str:
+    for encoding in ("utf-8", "utf-8-sig", "gb18030", "latin-1"):
+        try:
+            return raw.decode(encoding)
+        except Exception:
+            continue
+    return raw.decode("utf-8", errors="ignore")
+
+def _extract_text_from_upload(filename: str, raw: bytes) -> tuple[str, str]:
+    name = str(filename or "uploaded.txt")
+    suffix = name.rsplit(".", 1)[-1].lower() if "." in name else "txt"
+
+    if suffix in {"txt", "md", "markdown", "csv", "json", "py", "ts", "tsx", "js", "jsx"}:
+        return ("md" if suffix in {"md", "markdown"} else "txt", _safe_decode_bytes(raw))
+
+    if suffix == "pdf":
+        try:
+            from pypdf import PdfReader  # type: ignore
+        except Exception as exc:
+            raise HTTPException(status_code=400, detail=f"PDF 解析依赖缺失: {exc}") from exc
+        reader = PdfReader(io.BytesIO(raw))
+        parts: list[str] = []
+        for idx, page in enumerate(reader.pages, start=1):
+            page_text = (page.extract_text() or "").strip()
+            if not page_text:
+                continue
+            # 写入页码标记，向量分块时会保留 page_number 元数据，便于引用来源页码。
+            parts.append(f"[[PAGE:{idx}]]\n{page_text}")
+        text = "\n\n".join(parts)
+        return ("pdf", text)
+
+    if suffix in {"docx", "doc"}:
+        try:
+            from docx import Document  # type: ignore
+        except Exception as exc:
+            raise HTTPException(status_code=400, detail=f"Word 解析依赖缺失: {exc}") from exc
+        doc = Document(io.BytesIO(raw))
+        text = "\n".join([p.text for p in doc.paragraphs if p.text])
+        return ("word", text)
+
+    raise HTTPException(status_code=400, detail=f"不支持的文件类型: .{suffix}")
+

backend/app/api/rag_api/routes_knowledge.py

@@ -0,0 +1,141 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _extract_text_from_upload, _resolve_tenant_id
+
+@router.get("/knowledge-base/docs")
+async def list_knowledge_docs(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    return success_response(await service.list_knowledge_docs())
+
+@router.post("/knowledge-base/docs")
+async def create_knowledge_doc(
+    request: KnowledgeDocCreateRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    result = await service.create_knowledge_doc(
+        title=request.title,
+        file_type=request.file_type,
+        raw_content=request.content,
+        uploaded_by=int(current_user.id),
+        source_type=request.source_type,
+        file_url=request.file_url,
+        project_id=request.project_id,
+    )
+    return success_response(result)
+
+@router.post("/knowledge-base/upload")
+async def upload_knowledge_doc(
+    file: UploadFile = File(...),
+    project_id: int | None = Form(default=None),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    raw = await file.read()
+    if not raw:
+        raise HTTPException(status_code=400, detail="上传文件为空")
+    if len(raw) > 15 * 1024 * 1024:
+        raise HTTPException(status_code=400, detail="文件过大，限制 15MB")
+
+    file_type, text = _extract_text_from_upload(file.filename or "uploaded.txt", raw)
+    if not str(text or "").strip():
+        raise HTTPException(status_code=400, detail="无法提取有效文本内容")
+
+    effective_tenant_id = _resolve_tenant_id(current_user, tenant_id)
+    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
+    doc = await service.create_knowledge_doc_placeholder(
+        title=(file.filename or "uploaded.txt")[:255],
+        file_type=file_type,
+        uploaded_by=int(current_user.id),
+        source_type="file",
+        file_url=None,
+    )
+    asyncio.create_task(
+        AdaptiveRAGService.process_knowledge_doc_content_async(
+            tenant_id=effective_tenant_id,
+            doc_id=int(doc.id),
+            raw_content=text,
+            project_id=project_id,
+        )
+    )
+    return success_response(service._serialize_doc(doc))
+
+@router.post("/knowledge-base/urls")
+async def create_knowledge_url(
+    request: KnowledgeURLCreateRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    url = str(request.url or "").strip()
+    if not re.match(r"^https?://", url, flags=re.IGNORECASE):
+        raise HTTPException(status_code=400, detail="URL 必须以 http:// 或 https:// 开头")
+
+    effective_tenant_id = _resolve_tenant_id(current_user, tenant_id)
+    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
+    doc = await service.create_knowledge_doc_placeholder(
+        title=(request.title or url)[:255],
+        file_type="url",
+        uploaded_by=int(current_user.id),
+        source_type="url",
+        file_url=url,
+    )
+    asyncio.create_task(
+        AdaptiveRAGService.refresh_url_doc_async(
+            tenant_id=effective_tenant_id,
+            doc_id=int(doc.id),
+            project_id=request.project_id,
+        )
+    )
+    return success_response(service._serialize_doc(doc))
+
+@router.post("/knowledge-base/docs/{doc_id}/refresh")
+async def refresh_knowledge_doc(
+    doc_id: int,
+    project_id: int | None = Query(default=None),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    effective_tenant_id = _resolve_tenant_id(current_user, tenant_id)
+    service = AdaptiveRAGService(db, tenant_id=effective_tenant_id)
+    try:
+        doc = await service.get_knowledge_doc(doc_id=doc_id)
+        if str(doc.get("source_type") or "").lower() != "url":
+            raise HTTPException(status_code=400, detail="仅 URL 类型条目支持 refresh")
+        marked = await service.mark_doc_processing(doc_id=doc_id)
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from exc
+
+    asyncio.create_task(
+        AdaptiveRAGService.refresh_url_doc_async(
+            tenant_id=effective_tenant_id,
+            doc_id=doc_id,
+            project_id=project_id,
+        )
+    )
+    return success_response(marked)
+
+@router.delete("/knowledge-base/docs/{doc_id}")
+async def delete_knowledge_doc(
+    doc_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    ok = await service.delete_knowledge_doc(doc_id=doc_id)
+    if not ok:
+        raise HTTPException(status_code=404, detail="文档不存在")
+    return success_response({"deleted": True, "doc_id": doc_id})
+

backend/app/api/rag_api/routes_qa.py

@@ -0,0 +1,198 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _resolve_tenant_id
+
+@router.post("/qa-records/{qa_id}/feedback")
+async def submit_qa_feedback(
+    qa_id: int,
+    request: QAFeedbackCreateRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    try:
+        result = await service.submit_feedback(
+            qa_id=qa_id,
+            rating=request.rating,
+            helpfulness=request.helpfulness,
+            error_types=request.error_types,
+            correct_answer=request.correct_answer,
+            submitted_by=int(current_user.id),
+        )
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from exc
+    return success_response(result)
+
+@router.get("/qa-records")
+async def list_qa_records(
+    project_id: int | None = Query(default=None),
+    date_from: datetime | None = Query(default=None),
+    date_to: datetime | None = Query(default=None),
+    rating: str | None = Query(default=None),
+    page: int = Query(default=1, ge=1),
+    page_size: int = Query(default=20, ge=1, le=100),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    query = QAListQuery(
+        project_id=project_id,
+        date_from=date_from,
+        date_to=date_to,
+        rating=rating,
+        page=page,
+        page_size=page_size,
+    )
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    result = await service.list_qa_records(
+        project_id=query.project_id,
+        date_from=query.date_from,
+        date_to=query.date_to,
+        rating=query.rating,
+        page=query.page,
+        page_size=query.page_size,
+    )
+    return success_response(result)
+
+@router.get("/qa-sessions")
+async def list_qa_sessions(
+    date_from: datetime | None = Query(default=None),
+    date_to: datetime | None = Query(default=None),
+    page: int = Query(default=1, ge=1),
+    page_size: int = Query(default=20, ge=1, le=100),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    query = QASessionListQuery(
+        date_from=date_from,
+        date_to=date_to,
+        page=page,
+        page_size=page_size,
+    )
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    result = await service.list_qa_sessions(
+        user_id=int(current_user.id),
+        date_from=query.date_from,
+        date_to=query.date_to,
+        page=query.page,
+        page_size=query.page_size,
+    )
+    return success_response(result)
+
+@router.get("/qa-sessions/{session_id}")
+async def qa_session_detail(
+    session_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    try:
+        result = await service.get_qa_session_detail(session_id=session_id, user_id=int(current_user.id))
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from exc
+    return success_response(result)
+
+@router.get("/qa-sessions/{session_id}/state")
+async def qa_session_state_replay(
+    session_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    try:
+        result = await service.get_session_state_replay(
+            session_id=session_id,
+            user_id=int(current_user.id),
+        )
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from exc
+    return success_response(result)
+
+@router.patch("/qa-sessions/{session_id}/title")
+async def rename_qa_session(
+    session_id: int,
+    request: QASessionRenameRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    try:
+        result = await service.rename_qa_session(
+            session_id=session_id,
+            user_id=int(current_user.id),
+            title=request.title,
+        )
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from exc
+    return success_response(result)
+
+@router.delete("/qa-sessions/{session_id}")
+async def delete_qa_session(
+    session_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    deleted = await service.delete_qa_session(session_id=session_id, user_id=int(current_user.id))
+    if not deleted:
+        raise HTTPException(status_code=404, detail="qa session 不存在")
+    return success_response({"deleted": True, "session_id": session_id})
+
+@router.get("/qa-records/stats")
+async def qa_records_stats(
+    project_id: int | None = Query(default=None),
+    date_from: datetime | None = Query(default=None),
+    date_to: datetime | None = Query(default=None),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    result = await service.get_qa_stats(
+        project_id=project_id,
+        date_from=date_from,
+        date_to=date_to,
+    )
+    return success_response(result)
+
+@router.get("/qa-records/export")
+async def export_qa_records_jsonl(
+    include_unrated: bool = Query(default=False),
+    project_id: int | None = Query(default=None),
+    rating: str | None = Query(default=None),
+    domain: str | None = Query(default=None),
+    date_from: datetime | None = Query(default=None),
+    date_to: datetime | None = Query(default=None),
+    current_user: User = Depends(require_roles("ADMIN", "BOSS")),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    _ = current_user
+    query = QAExportQuery(
+        include_unrated=include_unrated,
+        project_id=project_id,
+        rating=rating,
+        domain=domain,
+        date_from=date_from,
+        date_to=date_to,
+    )
+
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    payload = await service.export_qa_jsonl(
+        include_unrated=query.include_unrated,
+        project_id=query.project_id,
+        rating=query.rating,
+        domain=query.domain,
+        date_from=query.date_from,
+        date_to=query.date_to,
+    )
+    return Response(content=payload, media_type="application/x-ndjson")
+

backend/app/api/rag_api/routes_query.py

@@ -0,0 +1,136 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers import _resolve_tenant_id
+
+@router.post("/ask")
+async def rag_ask(
+    request: RAGAskRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    result = await service.answer_question(
+        question=request.question,
+        asked_by=int(current_user.id),
+        asked_via=request.asked_via,
+        project_id=request.project_id,
+        source_chat_id=request.source_chat_id,
+        session_id=request.session_id,
+        force_new_session=bool(request.new_session),
+        thinking_mode=request.thinking_mode,
+        action_mode=request.action_mode,
+        sync_requirement=bool(request.sync_requirement),
+    )
+    return success_response(result)
+
+@router.get("/manifest")
+async def rag_manifest(
+    project_id: int | None = Query(default=None),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.get_project_manifest(project_id=project_id)
+    return success_response(data)
+
+@router.get("/features/catalog")
+async def rag_feature_catalog(
+    query: str | None = Query(default=None),
+    limit: int = Query(default=20, ge=1, le=200),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.get_feature_catalog(query=query, limit=limit)
+    return success_response(data)
+
+@router.post("/entity-resolution")
+async def rag_entity_resolution(
+    request: EntityResolutionRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.entity_resolution(
+        question=request.question,
+        project_id=request.project_id,
+        limit=request.limit,
+    )
+    return success_response(data)
+
+@router.post("/multi-step-search")
+async def rag_multi_step_search(
+    request: MultiStepSearchRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = AdaptiveRAGService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.multi_step_search(
+        question=request.question,
+        project_id=request.project_id,
+        source_chat_id=request.source_chat_id,
+        session_state=None,
+    )
+    return success_response(data)
+
+@router.post("/symbols/sync")
+async def rag_symbols_sync(
+    request: SymbolSyncRequest,
+    current_user: User = Depends(require_roles("ADMIN", "BOSS")),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.sync_codebase_symbols(
+        base_dir=request.base_dir,
+        max_files=request.max_files,
+        force_reindex=request.force_reindex,
+    )
+    return success_response(data)
+
+@router.post("/symbols/search")
+async def rag_symbols_search(
+    request: SymbolSearchRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.search_symbols(
+        query=request.query,
+        language=request.language,
+        symbol_type=request.symbol_type,
+        limit=request.limit,
+    )
+    return success_response(data)
+
+@router.get("/symbols/overview")
+async def rag_symbols_overview(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    data = await service.get_overview(top_n_files=10, auto_sync_if_empty=False)
+    return success_response(data)
+
+@router.get("/symbols/{symbol_id}")
+async def rag_symbol_detail(
+    symbol_id: int,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    service = SymbolIndexService(db, tenant_id=_resolve_tenant_id(current_user, tenant_id))
+    try:
+        data = await service.get_symbol_detail(symbol_id=symbol_id)
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc)) from exc
+    return success_response(data)
+

backend/app/api/rag_api/shared.py

@@ -0,0 +1,33 @@
+from __future__ import annotations
+
+import asyncio
+import io
+import re
+from datetime import datetime
+
+from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, Response, UploadFile
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...core.response import success_response
+from ...database import get_db
+from ...dependencies.auth import get_current_user, require_roles
+from ...dependencies.tenant import get_tenant_id
+from ...models import User
+from ...schemas.rag import (
+    EntityResolutionRequest,
+    KnowledgeDocCreateRequest,
+    KnowledgeURLCreateRequest,
+    MultiStepSearchRequest,
+    QAExportQuery,
+    QAFeedbackCreateRequest,
+    QAListQuery,
+    QASessionListQuery,
+    QASessionRenameRequest,
+    RAGAskRequest,
+    SymbolSearchRequest,
+    SymbolSyncRequest,
+)
+from ...services.adaptive_rag_service import AdaptiveRAGService
+from ...services.symbol_index_service import SymbolIndexService
+
+router = APIRouter(prefix="/rag", tags=["Adaptive RAG"])

backend/app/api/signal_sources.py

@@ -1,120 +1,24 @@
-"""食谱系统信号源 API
+"""食谱系统信号源 API。"""
+
+from __future__ import annotations
 
-功能：
-1. 接收食谱系统的 webhook 请求
-2. 将食谱识别需求转换为 PMFlow 信号
-3. 自动关联到指定项目（食谱系统项目）
-"""
-from fastapi import APIRouter, Depends, HTTPException, Query
-from sqlalchemy.ext.asyncio import AsyncSession
-from pydantic import BaseModel, Field
-from typing import Optional, Dict, Any
 import json
+from typing import Optional
 
+from fastapi import APIRouter, Depends, HTTPException, Query
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ..core.logging import get_logger
 from ..database import get_db
 from ..dependencies.tenant import get_tenant_id
-from ..core.logging import get_logger
-from ..models import Signal, ProjectSignalLink, Project
+from ..models import ProjectSignalLink, Signal
+from .signal_sources_models import RecipeBatchRequest, RecipeRecognitionRequest, RecipeRecognitionResponse
+from .signal_sources_utils import resolve_target_project_id
 
 router = APIRouter(prefix="/signal-sources", tags=["Signal Sources"])
 logger = get_logger(__name__)
 
-RECIPE_PROJECT_KEYWORDS = ("食谱", "recipe", "sstc")
-
-
-async def _resolve_target_project_id(
-    *,
-    db: AsyncSession,
-    tenant_id: int,
-    project_id: Optional[int],
-) -> int:
-    """解析目标项目：优先显式 project_id，其次按关键字自动匹配。"""
-    from sqlalchemy import select, or_
-
-    if project_id is not None:
-        result = await db.execute(
-            select(Project.id).where(
-                Project.tenant_id == tenant_id,
-                Project.id == int(project_id),
-            ).limit(1)
-        )
-        found = result.scalar_one_or_none()
-        if found is None:
-            raise HTTPException(status_code=404, detail=f"project_id={project_id} 不存在或无权限")
-        return int(found)
-
-    keyword_conditions = []
-    for keyword in RECIPE_PROJECT_KEYWORDS:
-        keyword_conditions.extend([
-            Project.title.ilike(f"%{keyword}%"),
-            Project.name.ilike(f"%{keyword}%"),
-        ])
-
-    match_result = await db.execute(
-        select(Project.id).where(
-            Project.tenant_id == tenant_id,
-            or_(*keyword_conditions),
-        ).limit(1)
-    )
-    matched = match_result.scalar_one_or_none()
-    if matched is not None:
-        return int(matched)
-
-    # 兜底：若租户仅存在一个活跃项目，自动绑定，避免“已调用但未入库”。
-    active_result = await db.execute(
-        select(Project.id).where(
-            Project.tenant_id == tenant_id,
-            Project.status == "active",
-        ).limit(2)
-    )
-    active_ids = list(active_result.scalars().all())
-    if len(active_ids) == 1:
-        return int(active_ids[0])
-
-    raise HTTPException(
-        status_code=422,
-        detail="未找到目标项目，请在请求中显式传入 project_id（或确保项目名包含 食谱/recipe/sstc）",
-    )
-
-
-# ============================================================================
-# 食谱系统信号源 Webhook
-# ============================================================================
-
-class RecipeRecognitionRequest(BaseModel):
-    """食谱识别请求"""
-    # 食谱信息
-    food_name: str = Field(..., description="食物名称")
-    food_description: Optional[str] = Field(None, description="食物描述")
-    image_url: Optional[str] = Field(None, description="图片URL")
-    category: Optional[str] = Field(None, description="分类")
-    cuisine: Optional[str] = Field(None, description="菜系")
-    
-    # 营养信息（如果来源系统已分析）
-    calories: Optional[float] = Field(None, description="热量（千卡）")
-    protein: Optional[float] = Field(None, description="蛋白质（克）")
-    fat: Optional[float] = Field(None, description="脂肪（克）")
-    carbs: Optional[float] = Field(None, description="碳水化合物（克）")
-    fiber: Optional[float] = Field(None, description="膳食纤维（克）")
-    
-    # 意图
-    intent: str = Field(
-        default="analyze",
-        description="意图：analyze-热量分析, save-保存食谱, recommend-推荐菜谱"
-    )
-    
-    # 用户信息（可选）
-    user_name: Optional[str] = Field(None, description="用户名")
-
-
-class RecipeRecognitionResponse(BaseModel):
-    """响应"""
-    success: bool
-    signal_id: Optional[int] = None
-    project_id: Optional[int] = None
-    message: str
-    details: Optional[Dict[str, Any]] = None
-
 
 @router.post("/recipe/webhook", response_model=RecipeRecognitionResponse, summary="食谱系统 Webhook")
 async def recipe_webhook(
@@ -123,47 +27,18 @@ async def recipe_webhook(
     db: AsyncSession = Depends(get_db),
     tenant_id: int = Depends(get_tenant_id),
 ):
-    """
-    接收食谱系统的识别请求
-    
-    用法：
-    - 食谱系统完成拍照识别后，调用此 API 将需求推送到 PMFlow
-    - PMFlow 会自动创建信号并关联到食谱系统项目
-    
-    请求示例：
-    ```json
-    {
-        "food_name": "红烧肉",
-        "food_description": "一块红烧肉，约200克，肥瘦相间",
-        "image_url": "https://example.com/image.jpg",
-        "category": "肉类",
-        "cuisine": "中式",
-        "calories": 350,
-        "protein": 20,
-        "fat": 25,
-        "carbs": 10,
-        "fiber": 0,
-        "intent": "analyze",
-        "user_name": "张三"
-    }
-    ```
-    """
+    """接收食谱系统的识别请求。"""
     try:
-        # 1. 查找目标项目
-        target_project_id = await _resolve_target_project_id(
+        target_project_id = await resolve_target_project_id(
             db=db,
             tenant_id=tenant_id,
             project_id=project_id,
         )
-        
-        # 2. 构建信号内容
-        content_parts = []
-        content_parts.append(f"食物：{request.food_name}")
-        
+
+        content_parts = [f"食物：{request.food_name}"]
         if request.food_description:
             content_parts.append(f"描述：{request.food_description}")
-        
-        # 营养信息
+
         if request.calories or request.protein or request.fat or request.carbs or request.fiber:
             nutrition = []
             if request.calories:
@@ -177,33 +52,30 @@ async def recipe_webhook(
             if request.fiber:
                 nutrition.append(f"纤维 {request.fiber}g")
             content_parts.append("营养：" + ", ".join(nutrition))
-        
+
         if request.category:
             content_parts.append(f"分类：{request.category}")
         if request.cuisine:
             content_parts.append(f"菜系：{request.cuisine}")
         content_parts.append(f"意图：{request.intent}")
-        
+
         content = "\n".join(content_parts)
-        
-        # 3. 构建标题
+
         intent_text = {
             "analyze": "热量分析",
             "save": "保存食谱",
-            "recommend": "推荐菜谱"
+            "recommend": "推荐菜谱",
         }.get(request.intent, request.intent)
-        
+
         title = f"🍽️ 食谱{intent_text}：{request.food_name}"
-        
-        # 4. 构建摘要
+
         summary = f"食物：{request.food_name}"
         if request.calories:
             summary += f"\n热量：{request.calories} kcal"
         if request.category:
             summary += f"\n分类：{request.category}"
         summary += f"\n意图：{intent_text}"
-        
-        # 5. 构建信号元数据
+
         signal_metadata = {
             "source": "recipe_system",
             "intent": request.intent,
@@ -219,8 +91,7 @@ async def recipe_webhook(
             "image_url": request.image_url,
             "user_name": request.user_name,
         }
-        
-        # 6. 创建信号
+
         signal = Signal(
             tenant_id=tenant_id,
             source="recipe_system",
@@ -234,21 +105,20 @@ async def recipe_webhook(
             processed=False,
             strategic_analysis=json.dumps(signal_metadata, ensure_ascii=False),
         )
-        
+
         db.add(signal)
-        await db.flush()  # 获取 signal.id
-        
-        # 7. 关联到项目
+        await db.flush()
+
         link = ProjectSignalLink(
             tenant_id=tenant_id,
             project_id=target_project_id,
             signal_id=signal.id,
         )
         db.add(link)
-        
+
         await db.commit()
         await db.refresh(signal)
-        
+
         return RecipeRecognitionResponse(
             success=True,
             signal_id=signal.id,
@@ -259,22 +129,22 @@ async def recipe_webhook(
                 "project_id": target_project_id,
                 "title": title,
                 "status": signal.status,
-            }
+            },
         )
-        
+
     except HTTPException:
         await db.rollback()
         raise
-    except Exception as e:
+    except Exception as exc:
         await db.rollback()
         logger.exception(
             "recipe_webhook_create_signal_failed",
             tenant_id=tenant_id,
             project_id=project_id,
             food_name=request.food_name,
-            error=str(e),
+            error=str(exc),
         )
-        raise HTTPException(status_code=500, detail=f"创建信号失败: {str(e)}")
+        raise HTTPException(status_code=500, detail=f"创建信号失败: {str(exc)}")
 
 
 @router.get("/recipe/status/{signal_id}", summary="查询食谱信号状态")
@@ -284,8 +154,6 @@ async def get_recipe_signal_status(
     tenant_id: int = Depends(get_tenant_id),
 ):
     """查询食谱识别信号的处理状态"""
-    from sqlalchemy import select
-    
     result = await db.execute(
         select(Signal).where(
             Signal.id == signal_id,
@@ -294,10 +162,10 @@ async def get_recipe_signal_status(
         )
     )
     signal = result.scalar_one_or_none()
-    
+
     if not signal:
         raise HTTPException(status_code=404, detail="信号不存在")
-    
+
     return {
         "signal_id": signal.id,
         "title": signal.title,
@@ -307,15 +175,6 @@ async def get_recipe_signal_status(
     }
 
 
-# ============================================================================
-# 批量导入食谱记录
-# ============================================================================
-
-class RecipeBatchRequest(BaseModel):
-    """批量导入请求"""
-    recipes: list[RecipeRecognitionRequest] = Field(..., description="食谱列表")
-
-
 @router.post("/recipe/batch", response_model=RecipeRecognitionResponse, summary="批量导入食谱")
 async def recipe_batch_import(
     request: RecipeBatchRequest,
@@ -325,21 +184,20 @@ async def recipe_batch_import(
 ):
     """批量导入食谱记录，每个都会创建信号"""
     try:
-        target_project_id = await _resolve_target_project_id(
+        target_project_id = await resolve_target_project_id(
             db=db,
             tenant_id=tenant_id,
             project_id=project_id,
         )
-        
+
         signal_ids = []
         for recipe in request.recipes:
-            # 构建内容
             content = f"食物：{recipe.food_name}"
             if recipe.calories:
                 content += f"\n热量：{recipe.calories} kcal"
-            
+
             title = f"🍽️ 食谱记录：{recipe.food_name}"
-            
+
             metadata = {
                 "source": "recipe_system",
                 "intent": recipe.intent,
@@ -348,9 +206,9 @@ async def recipe_batch_import(
                     "protein": recipe.protein,
                     "fat": recipe.fat,
                     "carbs": recipe.carbs,
-                }
+                },
             }
-            
+
             signal = Signal(
                 tenant_id=tenant_id,
                 source="recipe_system",
@@ -361,13 +219,12 @@ async def recipe_batch_import(
                 priority="low",
                 impact_score=0.3,
                 status="待处理",
-                processed=True,  # 批量导入的视为已处理
+                processed=True,
                 strategic_analysis=json.dumps(metadata),
             )
             db.add(signal)
             await db.flush()
-            
-            # 关联项目
+
             link = ProjectSignalLink(
                 tenant_id=tenant_id,
                 project_id=target_project_id,
@@ -375,27 +232,27 @@ async def recipe_batch_import(
             )
             db.add(link)
             signal_ids.append(signal.id)
-        
+
         await db.commit()
-        
+
         return RecipeRecognitionResponse(
             success=True,
-            signal_id=len(signal_ids),  # 返回数量
+            signal_id=len(signal_ids),
             project_id=target_project_id,
             message=f"成功导入 {len(signal_ids)} 条食谱记录",
-            details={"signal_count": len(signal_ids)}
+            details={"signal_count": len(signal_ids)},
         )
-        
+
     except HTTPException:
         await db.rollback()
         raise
-    except Exception as e:
+    except Exception as exc:
         await db.rollback()
         logger.exception(
             "recipe_batch_import_failed",
             tenant_id=tenant_id,
             project_id=project_id,
             recipe_count=len(request.recipes),
-            error=str(e),
+            error=str(exc),
         )
-        raise HTTPException(status_code=500, detail=f"批量导入失败: {str(e)}")
+        raise HTTPException(status_code=500, detail=f"批量导入失败: {str(exc)}")

backend/app/api/signal_sources_models.py

@@ -0,0 +1,46 @@
+"""Schemas for signal source APIs."""
+
+from __future__ import annotations
+
+from typing import Any, Optional
+
+from pydantic import BaseModel, Field
+
+
+class RecipeRecognitionRequest(BaseModel):
+    """食谱识别请求"""
+
+    food_name: str = Field(..., description="食物名称")
+    food_description: Optional[str] = Field(None, description="食物描述")
+    image_url: Optional[str] = Field(None, description="图片URL")
+    category: Optional[str] = Field(None, description="分类")
+    cuisine: Optional[str] = Field(None, description="菜系")
+
+    calories: Optional[float] = Field(None, description="热量（千卡）")
+    protein: Optional[float] = Field(None, description="蛋白质（克）")
+    fat: Optional[float] = Field(None, description="脂肪（克）")
+    carbs: Optional[float] = Field(None, description="碳水化合物（克）")
+    fiber: Optional[float] = Field(None, description="膳食纤维（克）")
+
+    intent: str = Field(
+        default="analyze",
+        description="意图：analyze-热量分析, save-保存食谱, recommend-推荐菜谱",
+    )
+
+    user_name: Optional[str] = Field(None, description="用户名")
+
+
+class RecipeRecognitionResponse(BaseModel):
+    """响应"""
+
+    success: bool
+    signal_id: Optional[int] = None
+    project_id: Optional[int] = None
+    message: str
+    details: Optional[dict[str, Any]] = None
+
+
+class RecipeBatchRequest(BaseModel):
+    """批量导入请求"""
+
+    recipes: list[RecipeRecognitionRequest] = Field(..., description="食谱列表")

backend/app/api/signal_sources_utils.py

@@ -0,0 +1,67 @@
+"""Shared helper functions for signal source APIs."""
+
+from __future__ import annotations
+
+from typing import Optional
+
+from fastapi import HTTPException
+from sqlalchemy import or_, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ..models import Project
+
+RECIPE_PROJECT_KEYWORDS = ("食谱", "recipe", "sstc")
+
+
+async def resolve_target_project_id(
+    *,
+    db: AsyncSession,
+    tenant_id: int,
+    project_id: Optional[int],
+) -> int:
+    """解析目标项目：优先显式 project_id，其次按关键字自动匹配。"""
+    if project_id is not None:
+        result = await db.execute(
+            select(Project.id).where(
+                Project.tenant_id == tenant_id,
+                Project.id == int(project_id),
+            ).limit(1)
+        )
+        found = result.scalar_one_or_none()
+        if found is None:
+            raise HTTPException(status_code=404, detail=f"project_id={project_id} 不存在或无权限")
+        return int(found)
+
+    keyword_conditions = []
+    for keyword in RECIPE_PROJECT_KEYWORDS:
+        keyword_conditions.extend(
+            [
+                Project.title.ilike(f"%{keyword}%"),
+                Project.name.ilike(f"%{keyword}%"),
+            ]
+        )
+
+    match_result = await db.execute(
+        select(Project.id).where(
+            Project.tenant_id == tenant_id,
+            or_(*keyword_conditions),
+        ).limit(1)
+    )
+    matched = match_result.scalar_one_or_none()
+    if matched is not None:
+        return int(matched)
+
+    active_result = await db.execute(
+        select(Project.id).where(
+            Project.tenant_id == tenant_id,
+            Project.status == "active",
+        ).limit(2)
+    )
+    active_ids = list(active_result.scalars().all())
+    if len(active_ids) == 1:
+        return int(active_ids[0])
+
+    raise HTTPException(
+        status_code=422,
+        detail="未找到目标项目，请在请求中显式传入 project_id（或确保项目名包含 食谱/recipe/sstc）",
+    )

backend/app/api/signals.py

@@ -1,462 +1,7 @@
-"""信号相关 API 路由"""
+"""信号相关 API 路由。"""
 
-import json
-from typing import List, Optional
+from __future__ import annotations
 
-from fastapi import APIRouter, Depends, HTTPException, BackgroundTasks, Query
-from sqlalchemy.ext.asyncio import AsyncSession
-from sqlalchemy.future import select
+from .signals_api import router
 
-from ..database import get_db
-from ..dependencies.tenant import get_tenant_id
-from ..models import Signal, SignalFeedback, Project, ProjectSignalLink
-from ..schemas import (
-    SignalCreate,
-    SignalPriority,
-    classify_signal_priority,
-    SignalFeedbackCreate,
-    SignalFeedbackResponse,
-)
-from ..services.fetcher import fetch_hn_stories
-from ..services.analyzer import analyze_impact
-from ..services.llm import llm_service
-from ..services.plane import plane_service
-from ..services.lark import LarkService
-
-router = APIRouter(prefix="/signals", tags=["signals"])
-lark_service = LarkService()
-
-
-@router.get("/")
-async def list_signals(
-    roles: Optional[str] = Query(None, description="逗号分隔的角色列表，如 'frontend,backend'"),
-    db: AsyncSession = Depends(get_db),
-):
-    """获取信号列表，支持按角色过滤"""
-    result = await db.execute(select(Signal).order_by(Signal.impact_score.desc()))
-    signals = result.scalars().all()
-
-    if roles:
-        role_list = [r.strip() for r in roles.split(",")]
-        filtered_signals = []
-        for signal in signals:
-            tasks = []
-            if signal.tasks_generated:
-                try:
-                    tasks = json.loads(signal.tasks_generated)
-                except Exception:
-                    tasks = []
-
-            filtered_tasks = [t for t in tasks if t.get("type") in role_list]
-
-            if filtered_tasks:
-                signal_dict = {
-                    "id": str(signal.id),
-                    "source": signal.source,
-                    "content": signal.content,
-                    "impact_score": signal.impact_score,
-                    "priority": signal.priority,
-                    "processed": signal.processed,
-                    "strategic_analysis": signal.strategic_analysis,
-                    "tasks_generated": signal.tasks_generated,
-                    "tasks_filtered": filtered_tasks,
-                    "created_at": signal.created_at.isoformat() if signal.created_at else None,
-                }
-                filtered_signals.append(signal_dict)
-
-        return filtered_signals
-
-    return signals
-
-
-@router.post("/", response_model=dict)
-async def create_signal(signal: SignalCreate, db: AsyncSession = Depends(get_db)):
-    new_signal = Signal(
-        source=signal.source,
-        content=signal.content,
-        impact_score=signal.impact_score,
-    )
-    db.add(new_signal)
-    await db.commit()
-    await db.refresh(new_signal)
-    return {"id": str(new_signal.id), "status": "received"}
-
-
-@router.post("/ingest", response_model=dict)
-async def ingest_signal(
-    signal: SignalCreate,
-    background_tasks: BackgroundTasks,
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    """接入外部信号，按优先级处理"""
-    initial_priority = signal.priority or classify_signal_priority(signal.impact_score)
-
-    new_signal = Signal(
-        source=signal.source,
-        content=signal.content,
-        impact_score=signal.impact_score,
-        priority=initial_priority.value,
-    )
-    db.add(new_signal)
-    await db.commit()
-    await db.refresh(new_signal)
-
-    if initial_priority == SignalPriority.LOW:
-        return {
-            "id": str(new_signal.id),
-            "priority": initial_priority.value,
-            "status": "recorded",
-            "message": "Low priority signal recorded without processing",
-        }
-
-    async def process_signal_internal():
-        try:
-            relevant_context = await llm_service.find_relevant_context(
-                signal_content=signal.content,
-                db_session=db,
-                top_k=3,
-                min_similarity=0.3,
-                tenant_id=tenant_id,
-            )
-
-            strategy_result = await llm_service.evaluate_with_voting_async(
-                signal_content=signal.content,
-                relevant_context=relevant_context,
-                impact_score=signal.impact_score,
-                db=db,
-                tenant_id=tenant_id,
-            )
-        except RuntimeError:
-            if initial_priority == SignalPriority.CRITICAL:
-                raise HTTPException(status_code=403, detail="预算超限，AI 调用被阻止（hard limit）")
-            return {
-                "id": str(new_signal.id),
-                "priority": initial_priority.value,
-                "status": "blocked",
-                "processing_mode": "background",
-                "message": "预算超限，AI 调用被阻止（hard limit）",
-            }
-
-        is_strategic = strategy_result.get("is_strategic", False)
-        decision_proposal = strategy_result.get("decision_proposal", {})
-        tasks = strategy_result.get("tasks", [])
-        confidence = strategy_result.get("confidence", 0.0)
-
-        final_priority = classify_signal_priority(signal.impact_score, confidence)
-        new_signal.priority = final_priority.value
-
-        sync_result = None
-        notification_sent = False
-
-        if final_priority in [SignalPriority.CRITICAL, SignalPriority.HIGH]:
-            if is_strategic and tasks:
-                sync_result = await plane_service.sync_tasks(
-                    tasks, is_urgent=(final_priority == SignalPriority.CRITICAL)
-                )
-                default_chat_id = "oc_1234567890"
-                await lark_service.send_strategic_alert(
-                    default_chat_id, signal.content, decision_proposal, tasks
-                )
-                notification_sent = True
-                new_signal.impact_score = 1.0
-
-        analysis_data = {
-            "decision_proposal": decision_proposal,
-            "competitiveness_radar": strategy_result.get("competitiveness_radar"),
-            "detected_tech_stacks": strategy_result.get("detected_tech_stacks", []),
-            "related_knowledge_nodes": strategy_result.get("related_knowledge_nodes", []),
-            "rag_context_used": len(relevant_context) if relevant_context else 0,
-            "rag_context_sources": [ctx["id"] for ctx in (relevant_context or [])],
-        }
-
-        if "_voting" in strategy_result:
-            voting_info = strategy_result["_voting"]
-            analysis_data["voting"] = {
-                "enabled": voting_info.get("enabled"),
-                "models_used": voting_info.get("models_used"),
-                "strategic_votes": voting_info.get("strategic_votes"),
-                "total_votes": voting_info.get("total_votes"),
-                "unanimous": voting_info.get("unanimous"),
-            }
-
-        new_signal.strategic_analysis = json.dumps(analysis_data)
-        new_signal.tasks_generated = json.dumps(tasks)
-        new_signal.processed = True
-
-        await db.commit()
-        await db.refresh(new_signal)
-
-        return {
-            "id": str(new_signal.id),
-            "priority": final_priority.value,
-            "is_strategic": is_strategic,
-            "confidence": confidence,
-            "decision_proposal": decision_proposal,
-            "rag_context_used": len(relevant_context) if relevant_context else 0,
-            "voting": strategy_result.get("_voting"),
-            "tasks_generated": len(tasks),
-            "sync_result": sync_result,
-            "notification_sent": notification_sent,
-        }
-
-    if initial_priority == SignalPriority.CRITICAL:
-        result = await process_signal_internal()
-        result["processing_mode"] = "synchronous"
-        return result
-    else:
-        background_tasks.add_task(process_signal_internal)
-        return {
-            "id": str(new_signal.id),
-            "priority": initial_priority.value,
-            "status": "queued",
-            "processing_mode": "background",
-            "message": f"{initial_priority.value.upper()} priority signal queued for processing",
-        }
-
-
-@router.post("/fetch", response_model=dict)
-async def trigger_signal_fetch(
-    background_tasks: BackgroundTasks,
-    db: AsyncSession = Depends(get_db),
-    tenant_id: int = Depends(get_tenant_id),
-):
-    """手动触发抓取并分析信号"""
-
-    def _stop_ollama():
-        import subprocess
-        import signal
-        import os
-
-        killed = False
-        try:
-            result = subprocess.run(
-                ["pgrep", "-f", "ollama"],
-                capture_output=True,
-                text=True,
-            )
-            if result.returncode == 0:
-                for pid in result.stdout.strip().split("\n"):
-                    if pid:
-                        try:
-                            os.kill(int(pid), signal.SIGTERM)
-                            killed = True
-                        except ProcessLookupError:
-                            pass
-        except Exception as e:
-            print(f"[AI] pgrep failed: {e}")
-
-        if not killed:
-            try:
-                result = subprocess.run(
-                    ["pkill", "-9", "-f", "ollama"],
-                    capture_output=True,
-                    timeout=5,
-                )
-                killed = result.returncode == 0
-            except Exception as e:
-                print(f"[AI] pkill failed: {e}")
-
-        if killed:
-            print("[AI] Ollama stopped - analysis complete")
-
-    raw_stories = await fetch_hn_stories(limit=30)
-    new_signals_count = 0
-    processed_count = 0
-
-    for story in raw_stories:
-        result = await db.execute(select(Signal).where(Signal.content == story["content"]))
-        if result.scalars().first():
-            continue
-
-        impact = analyze_impact(story["content"])
-
-        if impact > 0.4:
-            initial_priority = classify_signal_priority(impact)
-
-            new_signal = Signal(
-                source=story["source"],
-                content=story["content"],
-                impact_score=impact,
-                priority=initial_priority.value,
-            )
-            db.add(new_signal)
-            await db.commit()
-            await db.refresh(new_signal)
-            new_signals_count += 1
-
-            if initial_priority == SignalPriority.LOW:
-                continue
-
-            async def process_fetched():
-                nonlocal processed_count
-                try:
-                    relevant_context = await llm_service.find_relevant_context(
-                        signal_content=story["content"],
-                        db_session=db,
-                        top_k=3,
-                        min_similarity=0.3,
-                        tenant_id=tenant_id,
-                    )
-                    strategy_result = await llm_service.evaluate_with_voting_async(
-                        signal_content=story["content"],
-                        relevant_context=relevant_context,
-                        impact_score=impact,
-                        db=db,
-                        tenant_id=tenant_id,
-                    )
-                except RuntimeError:
-                    return
-                is_strategic = strategy_result.get("is_strategic", False)
-                decision_proposal = strategy_result.get("decision_proposal", {})
-                confidence = strategy_result.get("confidence", 0.0)
-                final_priority = classify_signal_priority(impact, confidence)
-                new_signal.priority = final_priority.value
-
-                analysis_data = {
-                    "decision_proposal": decision_proposal,
-                    "competitiveness_radar": strategy_result.get("competitiveness_radar"),
-                    "detected_tech_stacks": strategy_result.get("detected_tech_stacks", []),
-                    "related_knowledge_nodes": strategy_result.get(
-                        "related_knowledge_nodes", []
-                    ),
-                    "rag_context_used": len(relevant_context) if relevant_context else 0,
-                    "rag_context_sources": [ctx["id"] for ctx in (relevant_context or [])],
-                    "confidence": confidence,
-                    "is_strategic": is_strategic,
-                }
-                if "_voting" in strategy_result:
-                    vi = strategy_result["_voting"]
-                    analysis_data["voting"] = {
-                        "enabled": vi.get("enabled"),
-                        "models_used": vi.get("models_used"),
-                        "strategic_votes": vi.get("strategic_votes"),
-                        "total_votes": vi.get("total_votes"),
-                        "unanimous": vi.get("unanimous"),
-                    }
-                new_signal.strategic_analysis = json.dumps(analysis_data)
-                new_signal.tasks_generated = json.dumps(strategy_result.get("tasks", []))
-                new_signal.processed = True
-                await db.commit()
-                processed_count += 1
-
-            if initial_priority in [SignalPriority.MEDIUM, SignalPriority.HIGH]:
-                background_tasks.add_task(process_fetched)
-            else:
-                await process_fetched()
-
-    _stop_ollama()
-
-    return {
-        "status": "success",
-        "new_signals_count": new_signals_count,
-        "processed_count": processed_count,
-        "message": f"Fetched {new_signals_count} signals, {processed_count} analyzed",
-    }
-
-
-@router.get("/{signal_id}/projects")
-async def get_signal_projects(
-    signal_id: str,
-    db: AsyncSession = Depends(get_db),
-):
-    """获取信号关联的项目"""
-    try:
-        sid = int(signal_id)
-    except (ValueError, TypeError):
-        raise HTTPException(status_code=400, detail="Invalid signal_id")
-
-    signal_result = await db.execute(select(Signal).where(Signal.id == sid))
-    if not signal_result.scalar_one_or_none():
-        raise HTTPException(status_code=404, detail="Signal not found")
-
-    result = await db.execute(
-        select(Project, ProjectSignalLink)
-        .join(ProjectSignalLink, Project.id == ProjectSignalLink.project_id)
-        .where(ProjectSignalLink.signal_id == sid)
-    )
-    rows = result.all()
-
-    return [
-        {
-            "id": str(p.id),
-            "title": p.title,
-            "status": p.status,
-            "assigned_role": p.assigned_role,
-            "link_type": link.link_type,
-            "relevance_score": link.relevance_score,
-        }
-        for p, link in rows
-    ]
-
-
-@router.post("/{signal_id}/feedback", response_model=SignalFeedbackResponse)
-async def submit_signal_feedback(
-    signal_id: int,
-    feedback: SignalFeedbackCreate,
-    db: AsyncSession = Depends(get_db),
-):
-    """提交信号反馈"""
-    result = await db.execute(select(Signal).where(Signal.id == signal_id))
-    signal = result.scalar_one_or_none()
-    if not signal:
-        raise HTTPException(status_code=404, detail="Signal not found")
-
-    ai_predicted_strategic = False
-    ai_confidence = 0.0
-    if signal.strategic_analysis:
-        try:
-            analysis = json.loads(signal.strategic_analysis)
-            ai_predicted_strategic = analysis.get("is_strategic", signal.impact_score >= 0.9)
-            ai_confidence = analysis.get("confidence", 0.0)
-        except Exception:
-            ai_predicted_strategic = signal.impact_score >= 0.9
-
-    new_feedback = SignalFeedback(
-        signal_id=signal_id,
-        was_strategic=feedback.was_strategic,
-        reason=feedback.reason,
-        user_id=feedback.user_id,
-        ai_predicted_strategic=ai_predicted_strategic,
-        ai_confidence=ai_confidence,
-    )
-    db.add(new_feedback)
-    await db.commit()
-    await db.refresh(new_feedback)
-
-    is_correct = ai_predicted_strategic == feedback.was_strategic
-
-    return SignalFeedbackResponse(
-        id=new_feedback.id,
-        signal_id=new_feedback.signal_id,
-        was_strategic=new_feedback.was_strategic,
-        ai_predicted_strategic=new_feedback.ai_predicted_strategic,
-        ai_confidence=new_feedback.ai_confidence,
-        is_correct=is_correct,
-    )
-
-
-@router.get("/{signal_id}/feedbacks", response_model=List[SignalFeedbackResponse])
-async def get_signal_feedbacks(
-    signal_id: int,
-    db: AsyncSession = Depends(get_db),
-):
-    """获取某信号的全部反馈"""
-    result = await db.execute(
-        select(SignalFeedback)
-        .where(SignalFeedback.signal_id == signal_id)
-        .order_by(SignalFeedback.created_at.desc())
-    )
-    feedbacks = result.scalars().all()
-
-    return [
-        SignalFeedbackResponse(
-            id=f.id,
-            signal_id=f.signal_id,
-            was_strategic=f.was_strategic,
-            ai_predicted_strategic=f.ai_predicted_strategic,
-            ai_confidence=f.ai_confidence or 0.0,
-            is_correct=f.ai_predicted_strategic == f.was_strategic,
-        )
-        for f in feedbacks
-    ]
+__all__ = ["router"]

backend/app/api/signals_api/__init__.py

@@ -0,0 +1,16 @@
+"""Router assembly for signal APIs."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from .feedback import router as feedback_router
+from .ingest_fetch import router as ingest_fetch_router
+from .list_create import router as list_create_router
+
+router = APIRouter(prefix="/signals", tags=["signals"])
+router.include_router(list_create_router)
+router.include_router(ingest_fetch_router)
+router.include_router(feedback_router)
+
+__all__ = ["router"]

backend/app/api/signals_api/feedback.py

@@ -0,0 +1,88 @@
+"""Signal feedback endpoints."""
+
+from __future__ import annotations
+
+import json
+from typing import List
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy.future import select
+
+from ...database import get_db
+from ...models import Signal, SignalFeedback
+from ...schemas import SignalFeedbackCreate, SignalFeedbackResponse
+
+router = APIRouter()
+
+
+@router.post("/{signal_id}/feedback", response_model=SignalFeedbackResponse)
+async def submit_signal_feedback(
+    signal_id: int,
+    feedback: SignalFeedbackCreate,
+    db: AsyncSession = Depends(get_db),
+):
+    """提交信号反馈"""
+    result = await db.execute(select(Signal).where(Signal.id == signal_id))
+    signal = result.scalar_one_or_none()
+    if not signal:
+        raise HTTPException(status_code=404, detail="Signal not found")
+
+    ai_predicted_strategic = False
+    ai_confidence = 0.0
+    if signal.strategic_analysis:
+        try:
+            analysis = json.loads(signal.strategic_analysis)
+            ai_predicted_strategic = analysis.get("is_strategic", signal.impact_score >= 0.9)
+            ai_confidence = analysis.get("confidence", 0.0)
+        except Exception:
+            ai_predicted_strategic = signal.impact_score >= 0.9
+
+    new_feedback = SignalFeedback(
+        signal_id=signal_id,
+        was_strategic=feedback.was_strategic,
+        reason=feedback.reason,
+        user_id=feedback.user_id,
+        ai_predicted_strategic=ai_predicted_strategic,
+        ai_confidence=ai_confidence,
+    )
+    db.add(new_feedback)
+    await db.commit()
+    await db.refresh(new_feedback)
+
+    is_correct = ai_predicted_strategic == feedback.was_strategic
+
+    return SignalFeedbackResponse(
+        id=new_feedback.id,
+        signal_id=new_feedback.signal_id,
+        was_strategic=new_feedback.was_strategic,
+        ai_predicted_strategic=new_feedback.ai_predicted_strategic,
+        ai_confidence=new_feedback.ai_confidence,
+        is_correct=is_correct,
+    )
+
+
+@router.get("/{signal_id}/feedbacks", response_model=List[SignalFeedbackResponse])
+async def get_signal_feedbacks(
+    signal_id: int,
+    db: AsyncSession = Depends(get_db),
+):
+    """获取某信号的全部反馈"""
+    result = await db.execute(
+        select(SignalFeedback)
+        .where(SignalFeedback.signal_id == signal_id)
+        .order_by(SignalFeedback.created_at.desc())
+    )
+    feedbacks = result.scalars().all()
+
+    return [
+        SignalFeedbackResponse(
+            id=feedback.id,
+            signal_id=feedback.signal_id,
+            was_strategic=feedback.was_strategic,
+            ai_predicted_strategic=feedback.ai_predicted_strategic,
+            ai_confidence=feedback.ai_confidence or 0.0,
+            is_correct=feedback.ai_predicted_strategic == feedback.was_strategic,
+        )
+        for feedback in feedbacks
+    ]

backend/app/api/signals_api/ingest_fetch.py

@@ -0,0 +1,297 @@
+"""Signal ingest/fetch endpoints."""
+
+from __future__ import annotations
+
+import json
+
+from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy.future import select
+
+from ...database import get_db
+from ...dependencies.tenant import get_tenant_id
+from ...models import Signal
+from ...schemas import SignalCreate, SignalPriority, classify_signal_priority
+from ...services.analyzer import analyze_impact
+from ...services.fetcher import fetch_hn_stories
+from ...services.lark import LarkService
+from ...services.llm import llm_service
+from ...services.plane import plane_service
+
+router = APIRouter()
+lark_service = LarkService()
+
+
+@router.post("/ingest", response_model=dict)
+async def ingest_signal(
+    signal: SignalCreate,
+    background_tasks: BackgroundTasks,
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """接入外部信号，按优先级处理"""
+    initial_priority = signal.priority or classify_signal_priority(signal.impact_score)
+
+    new_signal = Signal(
+        source=signal.source,
+        content=signal.content,
+        impact_score=signal.impact_score,
+        priority=initial_priority.value,
+    )
+    db.add(new_signal)
+    await db.commit()
+    await db.refresh(new_signal)
+
+    if initial_priority == SignalPriority.LOW:
+        return {
+            "id": str(new_signal.id),
+            "priority": initial_priority.value,
+            "status": "recorded",
+            "message": "Low priority signal recorded without processing",
+        }
+
+    async def process_signal_internal():
+        try:
+            relevant_context = await llm_service.find_relevant_context(
+                signal_content=signal.content,
+                db_session=db,
+                top_k=3,
+                min_similarity=0.3,
+                tenant_id=tenant_id,
+            )
+
+            strategy_result = await llm_service.evaluate_with_voting_async(
+                signal_content=signal.content,
+                relevant_context=relevant_context,
+                impact_score=signal.impact_score,
+                db=db,
+                tenant_id=tenant_id,
+            )
+        except RuntimeError:
+            if initial_priority == SignalPriority.CRITICAL:
+                raise HTTPException(status_code=403, detail="预算超限，AI 调用被阻止（hard limit）")
+            return {
+                "id": str(new_signal.id),
+                "priority": initial_priority.value,
+                "status": "blocked",
+                "processing_mode": "background",
+                "message": "预算超限，AI 调用被阻止（hard limit）",
+            }
+
+        is_strategic = strategy_result.get("is_strategic", False)
+        decision_proposal = strategy_result.get("decision_proposal", {})
+        tasks = strategy_result.get("tasks", [])
+        confidence = strategy_result.get("confidence", 0.0)
+
+        final_priority = classify_signal_priority(signal.impact_score, confidence)
+        new_signal.priority = final_priority.value
+
+        sync_result = None
+        notification_sent = False
+
+        if final_priority in [SignalPriority.CRITICAL, SignalPriority.HIGH]:
+            if is_strategic and tasks:
+                sync_result = await plane_service.sync_tasks(
+                    tasks,
+                    is_urgent=(final_priority == SignalPriority.CRITICAL),
+                )
+                default_chat_id = "oc_1234567890"
+                await lark_service.send_strategic_alert(
+                    default_chat_id,
+                    signal.content,
+                    decision_proposal,
+                    tasks,
+                )
+                notification_sent = True
+                new_signal.impact_score = 1.0
+
+        analysis_data = {
+            "decision_proposal": decision_proposal,
+            "competitiveness_radar": strategy_result.get("competitiveness_radar"),
+            "detected_tech_stacks": strategy_result.get("detected_tech_stacks", []),
+            "related_knowledge_nodes": strategy_result.get("related_knowledge_nodes", []),
+            "rag_context_used": len(relevant_context) if relevant_context else 0,
+            "rag_context_sources": [ctx["id"] for ctx in (relevant_context or [])],
+        }
+
+        if "_voting" in strategy_result:
+            voting_info = strategy_result["_voting"]
+            analysis_data["voting"] = {
+                "enabled": voting_info.get("enabled"),
+                "models_used": voting_info.get("models_used"),
+                "strategic_votes": voting_info.get("strategic_votes"),
+                "total_votes": voting_info.get("total_votes"),
+                "unanimous": voting_info.get("unanimous"),
+            }
+
+        new_signal.strategic_analysis = json.dumps(analysis_data)
+        new_signal.tasks_generated = json.dumps(tasks)
+        new_signal.processed = True
+
+        await db.commit()
+        await db.refresh(new_signal)
+
+        return {
+            "id": str(new_signal.id),
+            "priority": final_priority.value,
+            "is_strategic": is_strategic,
+            "confidence": confidence,
+            "decision_proposal": decision_proposal,
+            "rag_context_used": len(relevant_context) if relevant_context else 0,
+            "voting": strategy_result.get("_voting"),
+            "tasks_generated": len(tasks),
+            "sync_result": sync_result,
+            "notification_sent": notification_sent,
+        }
+
+    if initial_priority == SignalPriority.CRITICAL:
+        result = await process_signal_internal()
+        result["processing_mode"] = "synchronous"
+        return result
+
+    background_tasks.add_task(process_signal_internal)
+    return {
+        "id": str(new_signal.id),
+        "priority": initial_priority.value,
+        "status": "queued",
+        "processing_mode": "background",
+        "message": f"{initial_priority.value.upper()} priority signal queued for processing",
+    }
+
+
+@router.post("/fetch", response_model=dict)
+async def trigger_signal_fetch(
+    background_tasks: BackgroundTasks,
+    db: AsyncSession = Depends(get_db),
+    tenant_id: int = Depends(get_tenant_id),
+):
+    """手动触发抓取并分析信号"""
+
+    def _stop_ollama():
+        import os
+        import signal
+        import subprocess
+
+        killed = False
+        try:
+            result = subprocess.run(
+                ["pgrep", "-f", "ollama"],
+                capture_output=True,
+                text=True,
+            )
+            if result.returncode == 0:
+                for pid in result.stdout.strip().split("\n"):
+                    if pid:
+                        try:
+                            os.kill(int(pid), signal.SIGTERM)
+                            killed = True
+                        except ProcessLookupError:
+                            pass
+        except Exception as exc:
+            print(f"[AI] pgrep failed: {exc}")
+
+        if not killed:
+            try:
+                result = subprocess.run(
+                    ["pkill", "-9", "-f", "ollama"],
+                    capture_output=True,
+                    timeout=5,
+                )
+                killed = result.returncode == 0
+            except Exception as exc:
+                print(f"[AI] pkill failed: {exc}")
+
+        if killed:
+            print("[AI] Ollama stopped - analysis complete")
+
+    raw_stories = await fetch_hn_stories(limit=30)
+    new_signals_count = 0
+    processed_count = 0
+
+    for story in raw_stories:
+        result = await db.execute(select(Signal).where(Signal.content == story["content"]))
+        if result.scalars().first():
+            continue
+
+        impact = analyze_impact(story["content"])
+
+        if impact > 0.4:
+            initial_priority = classify_signal_priority(impact)
+
+            new_signal = Signal(
+                source=story["source"],
+                content=story["content"],
+                impact_score=impact,
+                priority=initial_priority.value,
+            )
+            db.add(new_signal)
+            await db.commit()
+            await db.refresh(new_signal)
+            new_signals_count += 1
+
+            if initial_priority == SignalPriority.LOW:
+                continue
+
+            async def process_fetched():
+                nonlocal processed_count
+                try:
+                    relevant_context = await llm_service.find_relevant_context(
+                        signal_content=story["content"],
+                        db_session=db,
+                        top_k=3,
+                        min_similarity=0.3,
+                        tenant_id=tenant_id,
+                    )
+                    strategy_result = await llm_service.evaluate_with_voting_async(
+                        signal_content=story["content"],
+                        relevant_context=relevant_context,
+                        impact_score=impact,
+                        db=db,
+                        tenant_id=tenant_id,
+                    )
+                except RuntimeError:
+                    return
+                is_strategic = strategy_result.get("is_strategic", False)
+                decision_proposal = strategy_result.get("decision_proposal", {})
+                confidence = strategy_result.get("confidence", 0.0)
+                final_priority = classify_signal_priority(impact, confidence)
+                new_signal.priority = final_priority.value
+
+                analysis_data = {
+                    "decision_proposal": decision_proposal,
+                    "competitiveness_radar": strategy_result.get("competitiveness_radar"),
+                    "detected_tech_stacks": strategy_result.get("detected_tech_stacks", []),
+                    "related_knowledge_nodes": strategy_result.get("related_knowledge_nodes", []),
+                    "rag_context_used": len(relevant_context) if relevant_context else 0,
+                    "rag_context_sources": [ctx["id"] for ctx in (relevant_context or [])],
+                    "confidence": confidence,
+                    "is_strategic": is_strategic,
+                }
+                if "_voting" in strategy_result:
+                    vi = strategy_result["_voting"]
+                    analysis_data["voting"] = {
+                        "enabled": vi.get("enabled"),
+                        "models_used": vi.get("models_used"),
+                        "strategic_votes": vi.get("strategic_votes"),
+                        "total_votes": vi.get("total_votes"),
+                        "unanimous": vi.get("unanimous"),
+                    }
+                new_signal.strategic_analysis = json.dumps(analysis_data)
+                new_signal.tasks_generated = json.dumps(strategy_result.get("tasks", []))
+                new_signal.processed = True
+                await db.commit()
+                processed_count += 1
+
+            if initial_priority in [SignalPriority.MEDIUM, SignalPriority.HIGH]:
+                background_tasks.add_task(process_fetched)
+            else:
+                await process_fetched()
+
+    _stop_ollama()
+
+    return {
+        "status": "success",
+        "new_signals_count": new_signals_count,
+        "processed_count": processed_count,
+        "message": f"Fetched {new_signals_count} signals, {processed_count} analyzed",
+    }

backend/app/api/signals_api/list_create.py

@@ -0,0 +1,106 @@
+"""Signal list/create/project-link endpoints."""
+
+from __future__ import annotations
+
+import json
+from typing import Optional
+
+from fastapi import APIRouter, Depends, HTTPException, Query
+from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy.future import select
+
+from ...database import get_db
+from ...models import Project, ProjectSignalLink, Signal
+from ...schemas import SignalCreate
+
+router = APIRouter()
+
+
+@router.get("/")
+async def list_signals(
+    roles: Optional[str] = Query(None, description="逗号分隔的角色列表，如 'frontend,backend'"),
+    db: AsyncSession = Depends(get_db),
+):
+    """获取信号列表，支持按角色过滤"""
+    result = await db.execute(select(Signal).order_by(Signal.impact_score.desc()))
+    signals = result.scalars().all()
+
+    if roles:
+        role_list = [r.strip() for r in roles.split(",")]
+        filtered_signals = []
+        for signal in signals:
+            tasks = []
+            if signal.tasks_generated:
+                try:
+                    tasks = json.loads(signal.tasks_generated)
+                except Exception:
+                    tasks = []
+
+            filtered_tasks = [task for task in tasks if task.get("type") in role_list]
+
+            if filtered_tasks:
+                signal_dict = {
+                    "id": str(signal.id),
+                    "source": signal.source,
+                    "content": signal.content,
+                    "impact_score": signal.impact_score,
+                    "priority": signal.priority,
+                    "processed": signal.processed,
+                    "strategic_analysis": signal.strategic_analysis,
+                    "tasks_generated": signal.tasks_generated,
+                    "tasks_filtered": filtered_tasks,
+                    "created_at": signal.created_at.isoformat() if signal.created_at else None,
+                }
+                filtered_signals.append(signal_dict)
+
+        return filtered_signals
+
+    return signals
+
+
+@router.post("/", response_model=dict)
+async def create_signal(signal: SignalCreate, db: AsyncSession = Depends(get_db)):
+    new_signal = Signal(
+        source=signal.source,
+        content=signal.content,
+        impact_score=signal.impact_score,
+    )
+    db.add(new_signal)
+    await db.commit()
+    await db.refresh(new_signal)
+    return {"id": str(new_signal.id), "status": "received"}
+
+
+@router.get("/{signal_id}/projects")
+async def get_signal_projects(
+    signal_id: str,
+    db: AsyncSession = Depends(get_db),
+):
+    """获取信号关联的项目"""
+    try:
+        sid = int(signal_id)
+    except (ValueError, TypeError):
+        raise HTTPException(status_code=400, detail="Invalid signal_id")
+
+    signal_result = await db.execute(select(Signal).where(Signal.id == sid))
+    if not signal_result.scalar_one_or_none():
+        raise HTTPException(status_code=404, detail="Signal not found")
+
+    result = await db.execute(
+        select(Project, ProjectSignalLink)
+        .join(ProjectSignalLink, Project.id == ProjectSignalLink.project_id)
+        .where(ProjectSignalLink.signal_id == sid)
+    )
+    rows = result.all()
+
+    return [
+        {
+            "id": str(project.id),
+            "title": project.title,
+            "status": project.status,
+            "assigned_role": project.assigned_role,
+            "link_type": link.link_type,
+            "relevance_score": link.relevance_score,
+        }
+        for project, link in rows
+    ]

backend/app/api/skill_tags.py

@@ -2,73 +2,31 @@
 
 from __future__ import annotations
 
-from datetime import datetime
-from typing import Optional
-
 from fastapi import APIRouter, Depends, HTTPException, Query, status
-from pydantic import BaseModel, Field
 from sqlalchemy import and_, delete, func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ..database import get_db
 from ..dependencies import get_current_user, get_tenant_id, require_roles
 from ..models import SkillTag, User, UserSkillBinding
-from ..services.ai_pmo_kernel_service import AIPMOKernelService
 from ..services import skill_service
+from ..services.ai_pmo_kernel_service import AIPMOKernelService
 from ..services.auth import has_any_role
-
 from ..utils.timezone import now_cn_naive
+from .skill_tags_contracts import (
+    SkillTagCreateRequest,
+    SkillTagUpdateRequest,
+    UserSkillCreateRequest,
+    UserSkillUpdateRequest,
+    to_tag_payload,
+)
+
 router = APIRouter(tags=["skill-tags"])
 
 
-class SkillTagCreateRequest(BaseModel):
-    name: str
-    slug: str
-    category: Optional[str] = None
-    description: Optional[str] = None
-    sort_order: int = 0
-
-
-class SkillTagUpdateRequest(BaseModel):
-    name: Optional[str] = None
-    category: Optional[str] = None
-    description: Optional[str] = None
-    sort_order: Optional[int] = None
-
-
-class UserSkillCreateRequest(BaseModel):
-    skill_tag_id: int
-    level: str = "beginner"
-    proficiency: int = Field(default=50, ge=0, le=100)
-    quality_score: float = 0.0
-    efficiency_score: float = 0.0
-
-
-class UserSkillUpdateRequest(BaseModel):
-    level: Optional[str] = None
-    proficiency: Optional[int] = Field(default=None, ge=0, le=100)
-    quality_score: Optional[float] = None
-    efficiency_score: Optional[float] = None
-
-
-def _to_tag_payload(tag: SkillTag) -> dict:
-    return {
-        "id": int(tag.id),
-        "tenant_id": int(tag.tenant_id),
-        "name": tag.name,
-        "slug": tag.slug,
-        "category": tag.category,
-        "description": tag.description,
-        "is_system": bool(tag.is_system),
-        "sort_order": int(tag.sort_order or 0),
-        "created_at": tag.created_at.isoformat() if tag.created_at else None,
-        "updated_at": tag.updated_at.isoformat() if tag.updated_at else None,
-    }
-
-
 @router.get("/skill-tags")
 async def list_skill_tags(
-    category: Optional[str] = Query(None),
+    category: str | None = Query(None),
     tenant_id: int = Depends(get_tenant_id),
     current_user: User = Depends(get_current_user),
     db: AsyncSession = Depends(get_db),
@@ -87,9 +45,9 @@ async def list_skill_tags(
     )
     count_map = {int(skill_id): int(total) for skill_id, total in count_rows.all()}
     items = []
-    for t in tags:
-        payload = _to_tag_payload(t)
-        payload["linked_user_count"] = count_map.get(int(t.id), 0)
+    for tag in tags:
+        payload = to_tag_payload(tag)
+        payload["linked_user_count"] = count_map.get(int(tag.id), 0)
         items.append(payload)
     return {"items": items, "total": len(items)}
 
@@ -114,7 +72,7 @@ async def create_skill_tag(
         )
     except ValueError as exc:
         raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(exc))
-    return _to_tag_payload(tag)
+    return to_tag_payload(tag)
 
 
 @router.put("/skill-tags/{tag_id}")
@@ -130,7 +88,6 @@ async def update_skill_tag(
     if not tag:
         raise HTTPException(status_code=404, detail="Skill tag not found")
 
-    # 系统标签仅允许改分类，禁止改名。
     if tag.is_system and body.name is not None and body.name != tag.name:
         raise HTTPException(status_code=400, detail="System tag name cannot be changed")
 
@@ -145,7 +102,7 @@ async def update_skill_tag(
     tag.updated_at = now_cn_naive()
     await db.commit()
     await db.refresh(tag)
-    return _to_tag_payload(tag)
+    return to_tag_payload(tag)
 
 
 @router.delete("/skill-tags/{tag_id}")
@@ -258,10 +215,7 @@ async def update_user_skill(
 
     if is_self and not is_manager:
         if body.quality_score is not None or body.efficiency_score is not None:
-            raise HTTPException(
-                status_code=403,
-                detail="Members can only update own proficiency",
-            )
+            raise HTTPException(status_code=403, detail="Members can only update own proficiency")
 
     row = (
         await db.execute(

backend/app/api/skill_tags_contracts.py

@@ -0,0 +1,54 @@
+"""Request contracts and serializers for skill-tags API."""
+
+from __future__ import annotations
+
+from typing import Optional
+
+from pydantic import BaseModel, Field
+
+from ..models import SkillTag
+
+
+class SkillTagCreateRequest(BaseModel):
+    name: str
+    slug: str
+    category: Optional[str] = None
+    description: Optional[str] = None
+    sort_order: int = 0
+
+
+class SkillTagUpdateRequest(BaseModel):
+    name: Optional[str] = None
+    category: Optional[str] = None
+    description: Optional[str] = None
+    sort_order: Optional[int] = None
+
+
+class UserSkillCreateRequest(BaseModel):
+    skill_tag_id: int
+    level: str = "beginner"
+    proficiency: int = Field(default=50, ge=0, le=100)
+    quality_score: float = 0.0
+    efficiency_score: float = 0.0
+
+
+class UserSkillUpdateRequest(BaseModel):
+    level: Optional[str] = None
+    proficiency: Optional[int] = Field(default=None, ge=0, le=100)
+    quality_score: Optional[float] = None
+    efficiency_score: Optional[float] = None
+
+
+def to_tag_payload(tag: SkillTag) -> dict:
+    return {
+        "id": int(tag.id),
+        "tenant_id": int(tag.tenant_id),
+        "name": tag.name,
+        "slug": tag.slug,
+        "category": tag.category,
+        "description": tag.description,
+        "is_system": bool(tag.is_system),
+        "sort_order": int(tag.sort_order or 0),
+        "created_at": tag.created_at.isoformat() if tag.created_at else None,
+        "updated_at": tag.updated_at.isoformat() if tag.updated_at else None,
+    }

backend/app/api/sstc_api/__init__.py

@@ -0,0 +1,49 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import (
+    ai_routing,
+    charters_ai_alignment,
+    charters_detail_update,
+    charters_list_create,
+    overview,
+    releases_list_create,
+    releases_status_generate,
+    releases_verification,
+    reviews_archive,
+    reviews_list_create,
+    reviews_patch_convert,
+    signals_archive,
+    signals_attachment,
+    signals_list,
+    tasks_ai_breakdown,
+    tasks_board_status,
+    tasks_create,
+    tasks_recommend_optimize,
+    tasks_update_delete,
+)
+
+router = APIRouter(tags=["sstc"])
+for _module in [
+    ai_routing,
+    overview,
+    signals_list,
+    signals_attachment,
+    signals_archive,
+    charters_list_create,
+    charters_detail_update,
+    charters_ai_alignment,
+    tasks_create,
+    tasks_ai_breakdown,
+    tasks_board_status,
+    tasks_update_delete,
+    tasks_recommend_optimize,
+    releases_list_create,
+    releases_status_generate,
+    releases_verification,
+    reviews_list_create,
+    reviews_patch_convert,
+    reviews_archive,
+]:
+    router.include_router(_module.router)

backend/app/api/sstc_api/ai_routing.py

@@ -0,0 +1,130 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.charter_seed_utils import _safe_threshold
+from ...services.sstc.entity_lookup import _ensure_project
+from ...services.sstc.feishu_routing import _extract_feishu_routing_config
+from ...services.sstc.signal_core import _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+class AIRoutingConfigUpdateRequest(BaseModel):
+    cold_start_enabled: Optional[bool] = None
+    signal_auto_enter_threshold: Optional[float] = None
+    project_auto_create_threshold: Optional[float] = None
+    project_uncertain_threshold: Optional[float] = None
+
+def _routing_payload(data: dict[str, Any]) -> dict[str, Any]:
+    return {
+        "cold_start_enabled": bool(data["cold_start_enabled"]),
+        "signal_auto_enter_threshold": round(float(data["signal_auto_enter_threshold"]), 2),
+        "project_auto_create_threshold": round(float(data["project_auto_create_threshold"]), 2),
+        "project_uncertain_threshold": round(float(data["project_uncertain_threshold"]), 2),
+        "tips": {
+            "cold_start_enabled": "开启后，所有飞书消息进入待处理，不会自动入库或自动建项。",
+            "signal_auto_enter_threshold": "建议范围 0.75-0.90，数值越高越保守。",
+            "project_auto_create_threshold": "建议范围 0.80-0.95，数值越高越严格。",
+            "project_uncertain_threshold": "低于该值视为低置信度，进入人工待处理。",
+        },
+    }
+
+@router.get("/projects/{project_id}/ai-routing-config")
+async def get_ai_routing_config(
+    project_id: str,
+    current_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+):
+    tenant_id = int(current_user.tenant_id)
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+
+    integration = (
+        await db.execute(
+            select(Integration).where(
+                and_(
+                    Integration.tenant_id == tenant_id,
+                    Integration.type == "feishu",
+                )
+            )
+        )
+    ).scalar_one_or_none()
+    return success_response(_routing_payload(_extract_feishu_routing_config(integration)))
+
+@router.put("/projects/{project_id}/ai-routing-config")
+async def update_ai_routing_config(
+    project_id: str,
+    request: AIRoutingConfigUpdateRequest,
+    current_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+):
+    tenant_id = int(current_user.tenant_id)
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+
+    integration = (
+        await db.execute(
+            select(Integration).where(
+                and_(
+                    Integration.tenant_id == tenant_id,
+                    Integration.type == "feishu",
+                )
+            )
+        )
+    ).scalar_one_or_none()
+    if integration is None:
+        integration = Integration(
+            tenant_id=tenant_id,
+            type="feishu",
+            config={},
+            is_active=True,
+        )
+        db.add(integration)
+        await db.flush()
+
+    current = _extract_feishu_routing_config(integration)
+    config = dict(current["raw"])
+
+    if request.cold_start_enabled is not None:
+        enabled = bool(request.cold_start_enabled)
+        config["cold_start_enabled"] = enabled
+
+    if request.signal_auto_enter_threshold is not None:
+        config["signal_auto_enter_threshold"] = _safe_threshold(
+            request.signal_auto_enter_threshold,
+            current["signal_auto_enter_threshold"],
+        )
+
+    if request.project_auto_create_threshold is not None:
+        config["project_auto_create_threshold"] = _safe_threshold(
+            request.project_auto_create_threshold,
+            current["project_auto_create_threshold"],
+        )
+
+    if request.project_uncertain_threshold is not None:
+        config["project_uncertain_threshold"] = _safe_threshold(
+            request.project_uncertain_threshold,
+            current["project_uncertain_threshold"],
+        )
+
+    project_threshold = _safe_threshold(
+        config.get("project_auto_create_threshold"),
+        current["project_auto_create_threshold"],
+    )
+    uncertain_threshold = min(
+        project_threshold,
+        _safe_threshold(
+            config.get("project_uncertain_threshold"),
+            current["project_uncertain_threshold"],
+        ),
+    )
+    config["project_auto_create_threshold"] = project_threshold
+    config["project_uncertain_threshold"] = uncertain_threshold
+
+    integration.config = config
+    await db.commit()
+    await db.refresh(integration)
+    return success_response(_routing_payload(_extract_feishu_routing_config(integration)))
+

backend/app/api/sstc_api/charters_ai_alignment.py

@@ -0,0 +1,256 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.charter_prefill_builder import _build_ai_first_charter_content
+from ...services.sstc.charter_prefill_utils import _has_complete_module_data, _merge_prefill_content
+from ...services.sstc.charter_seed_utils import _extract_charter_signal_ids
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+class CharterAIPrefillRequest(BaseModel):
+    force: bool = False
+    raw_text: Optional[str] = None
+
+@router.post("/projects/{project_id}/charters/{charter_id}/ai-prefill")
+async def ai_prefill_charter(
+    project_id: str,
+    charter_id: str,
+    body: CharterAIPrefillRequest = Body(default_factory=CharterAIPrefillRequest),
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+    before_content = _as_dict(charter.content)
+    before_status = str(charter.status or "")
+
+    if not body.force and _has_complete_module_data(before_content):
+        return success_response(
+            {
+                "id": str(charter.id),
+                "title": charter.title,
+                "content": before_content,
+                "status": charter.status,
+                "version": charter.version,
+                "prefilled": False,
+                "skipped": True,
+            }
+        )
+
+    signal_ids = _extract_charter_signal_ids(before_content, charter.signal_id)
+    signal_rows: list[Signal] = []
+    if signal_ids:
+        signal_rows = (
+            await db.execute(
+                select(Signal).where(
+                    and_(
+                        Signal.tenant_id == tenant_id,
+                        Signal.id.in_(signal_ids),
+                    )
+                )
+            )
+        ).scalars().all()
+
+    raw_text = str(body.raw_text or before_content.get("raw_source_text") or "").strip()
+    if not signal_rows and not raw_text:
+        raise HTTPException(status_code=400, detail="未找到可用于预填的信号源或原始文本")
+
+    generated = await _build_ai_first_charter_content(
+        db=db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        signal_rows=signal_rows,
+        signal_ids=signal_ids,
+        raw_text=raw_text,
+    )
+
+    merged = _merge_prefill_content(
+        before_content, generated, overwrite_existing=bool(body.force)
+    )
+    merged["signal_ids"] = signal_ids
+    if raw_text:
+        merged["raw_source_text"] = raw_text
+    charter.content = merged
+    charter.status = "draft"
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="charter",
+        entity_id=str(cid),
+        action="ai_prefill",
+        before_data={"content": before_content, "status": before_status},
+        after_data={"content": merged, "status": "draft"},
+    )
+
+    await db.commit()
+    await db.refresh(charter)
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="charter",
+        record_id=int(charter.id),
+        project_id=pid,
+        title=charter.title,
+        content=_as_dict(charter.content),
+    )
+    return success_response(
+        {
+            "id": str(charter.id),
+            "title": charter.title,
+            "content": _as_dict(charter.content),
+            "status": charter.status,
+            "version": charter.version,
+            "prefilled": True,
+            "skipped": False,
+        }
+    )
+
+@router.post("/projects/{project_id}/charters/{charter_id}/alignment/start")
+async def start_alignment(
+    project_id: str,
+    charter_id: str,
+    body: AlignmentStartRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+    before = {"status": charter.status}
+    charter.status = "aligning"
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="charter",
+        entity_id=str(cid),
+        action="start_alignment",
+        before_data=before,
+        after_data={"status": charter.status, "note": body.note},
+    )
+    await db.commit()
+    return success_response({"id": str(cid), "status": charter.status})
+
+@router.post("/projects/{project_id}/charters/{charter_id}/alignment/confirm")
+async def confirm_alignment(
+    project_id: str,
+    charter_id: str,
+    body: AlignmentConfirmRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+
+    row_result = await db.execute(
+        select(AlignmentRecord).where(
+            and_(
+                AlignmentRecord.truth_node_id == cid,
+                AlignmentRecord.user_id == int(current_user.id),
+                AlignmentRecord.tenant_id == tenant_id,
+            )
+        )
+    )
+    row = row_result.scalar_one_or_none()
+    if row is None:
+        row = AlignmentRecord(
+            truth_node_id=cid,
+            user_id=int(current_user.id),
+            alignment_score=body.score,
+            is_confirmed=body.confirmed,
+            comments=body.comments,
+            tenant_id=tenant_id,
+        )
+        db.add(row)
+    else:
+        row.alignment_score = body.score
+        row.is_confirmed = body.confirmed
+        row.comments = body.comments
+
+    member_ids = await svc.get_project_member_ids(pid)
+    confirmed_map: set[int] = set()
+    rows_result = await db.execute(
+        select(AlignmentRecord).where(
+            and_(
+                AlignmentRecord.truth_node_id == cid,
+                AlignmentRecord.tenant_id == tenant_id,
+                AlignmentRecord.is_confirmed.is_(True),
+            )
+        )
+    )
+    for r in rows_result.scalars().all():
+        confirmed_map.add(int(r.user_id))
+    all_confirmed = set(member_ids).issubset(confirmed_map) if member_ids else False
+    if all_confirmed:
+        charter.status = "aligned"
+    elif (charter.status or "").lower() not in {"aligned"}:
+        charter.status = "aligning"
+
+    if all_confirmed:
+        content = _as_dict(charter.content)
+        signal_ids = [sid for sid in content.get("signal_ids", []) if isinstance(sid, int)]
+        if charter.signal_id and int(charter.signal_id) not in signal_ids:
+            signal_ids.append(int(charter.signal_id))
+        if signal_ids:
+            signal_rows = (
+                await db.execute(
+                    select(Signal).where(
+                        and_(
+                            Signal.tenant_id == tenant_id,
+                            Signal.id.in_(signal_ids),
+                        )
+                    )
+                )
+            ).scalars().all()
+            for signal in signal_rows:
+                signal.status = "已关闭"
+                signal.processed = True
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="alignment",
+        entity_id=f"{cid}:{current_user.id}",
+        action="confirm",
+        after_data={
+            "score": body.score,
+            "confirmed": body.confirmed,
+            "all_confirmed": all_confirmed,
+            "charter_status": charter.status,
+        },
+    )
+    await db.commit()
+    return success_response(
+        {
+            "charter_id": str(cid),
+            "charter_status": charter.status,
+            "all_confirmed": all_confirmed,
+            "confirmed_count": len(confirmed_map),
+            "member_count": len(member_ids),
+        }
+    )
+

backend/app/api/sstc_api/charters_detail_update.py

@@ -0,0 +1,176 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.charter_data import _build_charter_summary_payload, _load_signal_rows, _select_source_signal, _serialize_alignment_record, _serialize_charter_signal, _serialize_charter_task, _serialize_source_signal
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project
+from ...services.sstc.feishu_routing import _backfill_feishu_sender_names
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+@router.get("/projects/{project_id}/charters/{charter_id}")
+async def get_charter_detail(
+    project_id: str,
+    charter_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+
+    content = _as_dict(charter.content)
+    signal_ids = [sid for sid in content.get("signal_ids", []) if isinstance(sid, int)]
+    signal_rows = await _load_signal_rows(
+        db,
+        tenant_id=tenant_id,
+        signal_ids=signal_ids,
+    )
+    if signal_rows:
+        await _backfill_feishu_sender_names(
+            db,
+            tenant_id=tenant_id,
+            signals=signal_rows,
+        )
+
+    task_result = await db.execute(
+        select(Task).where(
+            and_(
+                Task.truth_node_id == cid,
+                Task.project_id == pid,
+                Task.tenant_id == tenant_id,
+            )
+        )
+    )
+    tasks = list(task_result.scalars().all())
+
+    align_result = await db.execute(
+        select(AlignmentRecord).where(
+            and_(
+                AlignmentRecord.truth_node_id == cid,
+                AlignmentRecord.tenant_id == tenant_id,
+            )
+        )
+    )
+    alignments = list(align_result.scalars().all())
+    source_signal = _select_source_signal(charter, signal_rows)
+
+    return success_response(
+        {
+            "id": str(charter.id),
+            "title": charter.title,
+            "content": content,
+            "signal_ids": signal_ids,
+            "signals": [_serialize_charter_signal(signal) for signal in signal_rows],
+            "source_signal": _serialize_source_signal(source_signal) if source_signal else None,
+            "tasks": [_serialize_charter_task(task) for task in tasks],
+            "alignment_records": [_serialize_alignment_record(record) for record in alignments],
+            "status": charter.status,
+            "version": charter.version,
+        }
+    )
+
+@router.patch("/projects/{project_id}/charters/{charter_id}")
+async def update_charter(
+    project_id: str,
+    charter_id: str,
+    body: CharterUpdateRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+
+    before = {
+        "title": charter.title,
+        "content": _as_dict(charter.content),
+        "version": charter.version,
+        "status": charter.status,
+    }
+    aligned = (charter.status or "").lower() in ALIGNED_STATUSES
+    if aligned and body.force_new_version:
+        new_node = TruthNode(
+            node_type="charter",
+            parent_id=int(charter.id),
+            project_id=pid,
+            created_by=int(current_user.id),
+            title=compact_title((body.title or charter.title), max_len=24),
+            content=body.content if body.content is not None else _as_dict(charter.content),
+            version=int(charter.version or 1) + 1,
+            status="draft",
+            tenant_id=tenant_id,
+        )
+        db.add(new_node)
+        await log_operation(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(current_user.id),
+            project_id=pid,
+            entity_type="charter",
+            entity_id=str(charter.id),
+            action="new_version",
+            before_data=before,
+            after_data={"new_charter_id": "pending"},
+        )
+        await db.commit()
+        await db.refresh(new_node)
+        await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=pid)
+        _sync_pmflow_rag_async(
+            tenant_id=tenant_id,
+            record_type="charter",
+            record_id=int(new_node.id),
+            project_id=pid,
+            title=new_node.title,
+            content=_as_dict(new_node.content),
+        )
+        new_payload = _build_charter_summary_payload(new_node)
+        new_payload["new_version_created"] = True
+        return success_response(new_payload)
+
+    if body.title is not None:
+        charter.title = compact_title(body.title, max_len=24)
+    if body.content is not None:
+        charter.content = body.content
+    charter.status = "draft"
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="charter",
+        entity_id=str(charter.id),
+        action="update",
+        before_data=before,
+        after_data={
+            "title": charter.title,
+            "content": _as_dict(charter.content),
+            "version": charter.version,
+            "status": charter.status,
+        },
+    )
+    await db.commit()
+    await db.refresh(charter)
+    await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=pid)
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="charter",
+        record_id=int(charter.id),
+        project_id=pid,
+        title=charter.title,
+        content=_as_dict(charter.content),
+    )
+    update_payload = _build_charter_summary_payload(charter)
+    update_payload["new_version_created"] = False
+    return success_response(update_payload)
+

backend/app/api/sstc_api/charters_list_create.py

@@ -0,0 +1,146 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.charter_data import _build_charter_summary_payload, _fetch_valid_project_signal_ids, _load_signal_rows
+from ...services.sstc.charter_prefill_builder import _build_ai_first_charter_content
+from ...services.sstc.charter_prefill_utils import _has_non_empty_module_data
+from ...services.sstc.entity_lookup import _ensure_project
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_project_id, _sync_pmflow_rag_async
+from ...services.sstc.signal_filters import _collect_locked_signal_conflicts
+
+router = APIRouter(tags=["sstc"])
+
+class CharterCreateRequest(BaseModel):
+    title: str
+    content: dict[str, Any] | None = None
+    signal_ids: list[int]
+    skip_ai_prefill: bool = False
+
+@router.get("/projects/{project_id}/charters")
+async def list_charters(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    charters = await svc.get_charters(pid)
+    payload = [
+        {
+            "id": str(c.id),
+            "title": c.title,
+            "content": _as_dict(c.content),
+            "signal_ids": _as_dict(c.content).get("signal_ids", []),
+            "status": c.status,
+            "version": c.version,
+            "parent_id": str(c.parent_id) if c.parent_id else None,
+            "created_at": c.created_at.isoformat() if c.created_at else None,
+        }
+        for c in charters
+    ]
+    return success_response(payload)
+
+@router.post("/projects/{project_id}/charters")
+async def create_charter(
+    project_id: str,
+    body: CharterCreateRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    if not body.signal_ids:
+        raise HTTPException(status_code=400, detail="宪章必须关联至少一个信号")
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+
+    valid_signal_ids = await _fetch_valid_project_signal_ids(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        signal_ids=body.signal_ids,
+    )
+    if set(body.signal_ids) - valid_signal_ids:
+        raise HTTPException(status_code=400, detail="部分信号未关联到当前项目")
+
+    signal_ids = sorted(set(body.signal_ids))
+    existing_charters = await svc.get_charters(pid)
+    conflict_signal_ids, conflict_charters = _collect_locked_signal_conflicts(
+        charters=existing_charters,
+        candidate_signal_ids=signal_ids,
+    )
+    if conflict_signal_ids:
+        raise HTTPException(
+            status_code=409,
+            detail={
+                "message": _SIGNAL_LOCK_REASON,
+                "conflict_signal_ids": conflict_signal_ids,
+                "conflict_charters": conflict_charters,
+            },
+        )
+    signal_rows = await _load_signal_rows(
+        db,
+        tenant_id=tenant_id,
+        signal_ids=signal_ids,
+    )
+
+    content = dict(body.content or {})
+    raw_text = str(content.get("raw_source_text") or "").strip()
+    if not body.skip_ai_prefill and not _has_non_empty_module_data(content):
+        ai_prefill = await _build_ai_first_charter_content(
+            db=db,
+            tenant_id=tenant_id,
+            project_id=pid,
+            signal_rows=list(signal_rows),
+            signal_ids=signal_ids,
+            raw_text=raw_text,
+        )
+        content.update(ai_prefill)
+    content["signal_ids"] = signal_ids
+    primary_signal_id = content["signal_ids"][0] if content["signal_ids"] else None
+    charter = TruthNode(
+        node_type="charter",
+        parent_id=None,
+        project_id=pid,
+        signal_id=primary_signal_id,
+        created_by=int(current_user.id),
+        title=compact_title(body.title, max_len=24),
+        content=content,
+        version=1,
+        status="draft",
+        tenant_id=tenant_id,
+    )
+    db.add(charter)
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="charter",
+        entity_id="new",
+        action="create",
+        after_data={"title": charter.title, "signal_ids": content["signal_ids"]},
+    )
+
+    for signal in signal_rows:
+        signal.status = "已关联宪章"
+        signal.processed = False
+
+    await db.commit()
+    await db.refresh(charter)
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="charter",
+        record_id=int(charter.id),
+        project_id=pid,
+        title=charter.title,
+        content=_as_dict(charter.content),
+    )
+    return success_response(_build_charter_summary_payload(charter))
+

backend/app/api/sstc_api/overview.py

@@ -0,0 +1,82 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project
+from ...services.sstc.governance import _build_governance_snapshot
+from ...services.sstc.signal_core import _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+@router.get("/projects/{project_id}/sstc/overview")
+async def get_board_overview(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    overview = await svc.build_overview(pid)
+    stages = await svc.build_stages(pid)
+    risks = await svc.build_risks(pid)
+    return success_response(
+        {
+            "overview": overview,
+            "stages": stages,
+            "risks": risks,
+        }
+    )
+
+@router.get("/projects/{project_id}/sstc/stages")
+async def get_stages(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    return success_response(await svc.build_stages(pid))
+
+@router.get("/projects/{project_id}/sstc/risks")
+async def get_risks(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    return success_response(await svc.build_risks(pid))
+
+@router.get("/projects/{project_id}/sstc/governance")
+async def get_governance_snapshot(
+    project_id: str,
+    charter_id: Optional[int] = Query(default=None),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+    data = await _build_governance_snapshot(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        charter_id=charter_id,
+    )
+    return success_response(data)
+
+@router.get("/projects/{project_id}/sstc-chain")
+async def get_sstc_chain(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    return success_response(await svc.build_chain(pid))
+

backend/app/api/sstc_api/releases_list_create.py

@@ -0,0 +1,123 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project
+from ...services.sstc.governance import _build_governance_snapshot, _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+@router.get("/projects/{project_id}/releases")
+async def list_releases(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    releases = await svc.get_releases(pid)
+    return success_response(
+        [
+            {
+                "id": str(r.id),
+                "title": r.title,
+                "status": r.status,
+                "content": _as_dict(r.content),
+                "version": r.version,
+                "created_at": r.created_at.isoformat() if r.created_at else None,
+            }
+            for r in releases
+        ]
+    )
+
+@router.post("/projects/{project_id}/releases")
+async def create_release_plan(
+    project_id: str,
+    body: ReleaseCreateRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+
+    charter = await _ensure_charter(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        charter_id=int(body.charter_id),
+    )
+
+    if not body.task_ids:
+        raise HTTPException(status_code=400, detail="发布计划必须绑定至少一个任务")
+
+    task_result = await db.execute(
+        select(Task).where(
+            and_(
+                Task.id.in_(body.task_ids),
+                Task.project_id == pid,
+                Task.tenant_id == tenant_id,
+            )
+        )
+    )
+    tasks = list(task_result.scalars().all())
+    if len(tasks) != len(body.task_ids):
+        raise HTTPException(status_code=400, detail="部分任务不存在")
+    not_done = [t for t in tasks if (t.status or "").lower() not in DONE_STATUSES]
+    if not_done:
+        raise HTTPException(status_code=409, detail="发布计划仅允许绑定已完成任务")
+
+    governance = await _build_governance_snapshot(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        charter_id=int(charter.id),
+    )
+    content = {
+        "charter_id": int(charter.id),
+        "task_ids": [int(t.id) for t in tasks],
+        "planned_at": body.planned_at,
+        "verification_items": [],
+        "verification_done": False,
+        "verification_progress": {"done": 0, "total": 0},
+        "governance_snapshot": governance,
+    }
+    release_node = TruthNode(
+        tenant_id=tenant_id,
+        node_type="release",
+        parent_id=int(charter.id),
+        project_id=pid,
+        created_by=int(current_user.id),
+        title=compact_title(body.title, max_len=24),
+        content=content,
+        version=1,
+        status="pending",
+    )
+    db.add(release_node)
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="release",
+        entity_id="new",
+        action="create",
+        after_data={"title": release_node.title, "task_ids": body.task_ids},
+    )
+    await db.commit()
+    await db.refresh(release_node)
+    return success_response(
+        {
+            "id": str(release_node.id),
+            "title": release_node.title,
+            "status": release_node.status,
+            "content": _as_dict(release_node.content),
+        }
+    )
+

backend/app/api/sstc_api/releases_status_generate.py

@@ -0,0 +1,107 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project, _ensure_release
+from ...services.sstc.governance import _assert_release_transition_allowed, _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+@router.patch("/projects/{project_id}/releases/{release_node_id}/status")
+async def patch_release_status(
+    project_id: str,
+    release_node_id: str,
+    body: ReleaseStatusPatchRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(release_node_id, "release_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    release_node = await _ensure_release(
+        db, tenant_id=tenant_id, project_id=pid, release_node_id=rid
+    )
+    await _assert_release_transition_allowed(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        release_node=release_node,
+        target_status=body.status,
+    )
+    before = {"status": release_node.status}
+    release_node.status = body.status
+    content = _as_dict(release_node.content)
+    content["status_note"] = body.note
+    content["last_status_changed_at"] = now_cn_aware().isoformat()
+    release_node.content = content
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="release",
+        entity_id=str(rid),
+        action="status_change",
+        before_data=before,
+        after_data={"status": body.status, "note": body.note},
+    )
+    await db.commit()
+    return success_response({"id": str(release_node.id), "status": release_node.status})
+
+@router.post("/projects/{project_id}/releases/{release_node_id}/verification/generate")
+async def generate_release_verification(
+    project_id: str,
+    release_node_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(release_node_id, "release_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    release_node = await _ensure_release(
+        db, tenant_id=tenant_id, project_id=pid, release_node_id=rid
+    )
+
+    content = _as_dict(release_node.content)
+    charter_id = int(content.get("charter_id") or 0)
+    charter = await _ensure_charter(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        charter_id=charter_id,
+    )
+    charter_content = _as_dict(charter.content)
+    success_metrics = charter_content.get("success_metrics") or charter_content.get("core_metrics") or []
+    if not success_metrics:
+        success_metrics = ["功能验收通过", "核心流程无阻塞", "关键性能指标达标"]
+
+    items = [
+        {
+            "id": f"check-{i+1}",
+            "title": str(metric),
+            "expected": "达到预期",
+            "status": "pending",
+            "required": True,
+            "source": "charter_success_metric",
+            "verified_by": None,
+            "verified_at": None,
+            "note": None,
+        }
+        for i, metric in enumerate(success_metrics)
+    ]
+    content["verification_items"] = items
+    content["verification_progress"] = {"done": 0, "total": len(items)}
+    content["verification_done"] = False
+    release_node.content = content
+    await db.commit()
+    return success_response({"release_id": str(release_node.id), "verification_items": items})
+

backend/app/api/sstc_api/releases_verification.py

@@ -0,0 +1,103 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project, _ensure_release
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+@router.patch("/projects/{project_id}/releases/{release_node_id}/verification/items/{item_id}")
+async def patch_release_verification_item(
+    project_id: str,
+    release_node_id: str,
+    item_id: str,
+    body: ReleaseVerificationItemPatchRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(release_node_id, "release_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    release_node = await _ensure_release(
+        db, tenant_id=tenant_id, project_id=pid, release_node_id=rid
+    )
+    content = _as_dict(release_node.content)
+    items = content.get("verification_items")
+    if not isinstance(items, list) or len(items) == 0:
+        raise HTTPException(status_code=404, detail="验证清单不存在，请先生成")
+
+    target = None
+    for item in items:
+        if str(item.get("id")) == item_id:
+            target = item
+            break
+    if target is None:
+        raise HTTPException(status_code=404, detail="验证项不存在")
+
+    target["status"] = body.status
+    if body.status == "done":
+        target["verified_by"] = str(current_user.id)
+        target["verified_at"] = now_cn_aware().isoformat()
+    else:
+        target["verified_by"] = None
+        target["verified_at"] = None
+    target["note"] = body.note
+
+    done_count = len([item for item in items if str(item.get("status") or "").lower() == "done"])
+    content["verification_items"] = items
+    content["verification_progress"] = {"done": done_count, "total": len(items)}
+    content["verification_done"] = done_count == len(items) and len(items) > 0
+    release_node.content = content
+    await db.commit()
+    return success_response(
+        {
+            "release_id": str(release_node.id),
+            "item_id": item_id,
+            "verification_progress": content["verification_progress"],
+            "verification_done": content["verification_done"],
+        }
+    )
+
+@router.post("/projects/{project_id}/releases/{release_node_id}/verification/complete")
+async def complete_release_verification(
+    project_id: str,
+    release_node_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(release_node_id, "release_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    release_node = await _ensure_release(
+        db, tenant_id=tenant_id, project_id=pid, release_node_id=rid
+    )
+    status_raw = str(release_node.status or "").lower()
+    if status_raw not in {"online", "releasing"}:
+        raise HTTPException(status_code=409, detail="仅上线中的发布计划可完成验证")
+    content = _as_dict(release_node.content)
+    items = content.get("verification_items", [])
+    if not isinstance(items, list) or len(items) == 0:
+        raise HTTPException(status_code=409, detail="验证清单为空，请先生成并完成验证项")
+    incomplete = [item for item in items if str(item.get("status") or "").lower() != "done"]
+    if incomplete:
+        raise HTTPException(status_code=409, detail="仍有未完成验证项，请先逐项完成")
+    now_str = now_cn_aware().isoformat()
+    content["verification_items"] = items
+    content["verification_done"] = True
+    content["verification_progress"] = {"done": len(items), "total": len(items)}
+    content["verified_at"] = now_str
+    release_node.content = content
+    release_node.status = "verified"
+    await db.commit()
+    return success_response({"id": str(release_node.id), "status": release_node.status})
+

backend/app/api/sstc_api/reviews_archive.py

@@ -0,0 +1,60 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project, _ensure_review
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+@router.post("/projects/{project_id}/reviews/{review_node_id}/archive")
+async def archive_review(
+    project_id: str,
+    review_node_id: str,
+    body: ReviewArchiveRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(review_node_id, "review_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    review_node = await _ensure_review(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        review_node_id=rid,
+    )
+
+    before = {"status": review_node.status}
+    review_node.status = "archived" if body.archive else "draft"
+    content = _as_dict(review_node.content)
+    content["archive_note"] = body.note
+    content["archived_at"] = now_cn_aware().isoformat() if body.archive else None
+    review_node.content = content
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="review",
+        entity_id=str(rid),
+        action="archive" if body.archive else "unarchive",
+        before_data=before,
+        after_data={"status": review_node.status},
+    )
+    await db.commit()
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="review",
+        record_id=int(review_node.id),
+        project_id=pid,
+        title=review_node.title,
+        content=_as_dict(review_node.content),
+    )
+    return success_response({"id": str(review_node.id), "status": review_node.status})
+

backend/app/api/sstc_api/reviews_list_create.py

@@ -0,0 +1,104 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project, _ensure_release
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.review_utils import _normalize_review_content
+from ...services.sstc.signal_core import _as_dict, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+@router.get("/projects/{project_id}/reviews")
+async def list_reviews(
+    project_id: str,
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    reviews = await svc.get_reviews(pid)
+    return success_response(
+        [
+            {
+                "id": str(r.id),
+                "title": r.title,
+                "status": r.status,
+                "content": _as_dict(r.content),
+                "version": r.version,
+                "created_at": r.created_at.isoformat() if r.created_at else None,
+            }
+            for r in reviews
+        ]
+    )
+
+@router.post("/projects/{project_id}/reviews")
+async def create_review(
+    project_id: str,
+    body: ReviewCreateRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    release_node = await _ensure_release(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        release_node_id=int(body.release_node_id),
+    )
+    if (release_node.status or "").lower() not in RELEASE_VERIFIED_STATUSES:
+        raise HTTPException(status_code=409, detail="发布未验证，复盘环节未解锁")
+
+    normalized_content = _normalize_review_content(body.content)
+    if not normalized_content.get("summary"):
+        normalized_content["summary"] = "AI 自动生成：请补充目标达成、核心问题与改进项。"
+    normalized_content["release_node_id"] = int(release_node.id)
+    normalized_content["charter_id"] = int(release_node.parent_id) if release_node.parent_id else None
+
+    review_node = TruthNode(
+        tenant_id=tenant_id,
+        node_type="review",
+        parent_id=int(release_node.id),
+        project_id=pid,
+        created_by=int(current_user.id),
+        title=compact_title(body.title, max_len=24),
+        content=normalized_content,
+        version=1,
+        status="draft",
+    )
+    db.add(review_node)
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="review",
+        entity_id="new",
+        action="create",
+        after_data={"title": review_node.title, "release_node_id": body.release_node_id},
+    )
+    await db.commit()
+    await db.refresh(review_node)
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="review",
+        record_id=int(review_node.id),
+        project_id=pid,
+        title=review_node.title,
+        content=_as_dict(review_node.content),
+    )
+    return success_response(
+        {
+            "id": str(review_node.id),
+            "title": review_node.title,
+            "status": review_node.status,
+            "content": _as_dict(review_node.content),
+        }
+    )
+

backend/app/api/sstc_api/reviews_patch_convert.py

@@ -0,0 +1,215 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project, _ensure_release, _ensure_review, _parse_due_date
+from ...services.sstc.governance import _assert_charter_aligned, _require_manager
+from ...services.sstc.review_utils import _normalize_review_content
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+@router.patch("/projects/{project_id}/reviews/{review_node_id}/content")
+async def patch_review_content(
+    project_id: str,
+    review_node_id: str,
+    body: ReviewContentPatchRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(review_node_id, "review_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    review_node = await _ensure_review(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        review_node_id=rid,
+    )
+
+    existing = _as_dict(review_node.content)
+    merged = dict(existing)
+    merged.update(body.content or {})
+    normalized = _normalize_review_content(merged)
+    normalized["release_node_id"] = existing.get("release_node_id")
+    normalized["charter_id"] = existing.get("charter_id")
+    review_node.content = normalized
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="review",
+        entity_id=str(rid),
+        action="update_content",
+        after_data={
+            "improvement_count": len(normalized.get("improvements") or []),
+            "summary_len": len(str(normalized.get("summary") or "")),
+        },
+    )
+    await db.commit()
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="review",
+        record_id=int(review_node.id),
+        project_id=pid,
+        title=review_node.title,
+        content=_as_dict(review_node.content),
+    )
+    return success_response(
+        {
+            "id": str(review_node.id),
+            "status": review_node.status,
+            "content": _as_dict(review_node.content),
+        }
+    )
+
+@router.post("/projects/{project_id}/reviews/{review_node_id}/improvements/convert-task")
+async def convert_review_improvement_to_task(
+    project_id: str,
+    review_node_id: str,
+    body: ReviewImprovementToTaskRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    rid = _parse_node_id(review_node_id, "review_node_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    review_node = await _ensure_review(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        review_node_id=rid,
+    )
+    review_content = _normalize_review_content(_as_dict(review_node.content))
+    improvements = review_content.get("improvements") or []
+    if body.improvement_index >= len(improvements):
+        raise HTTPException(status_code=400, detail="改进项索引超出范围")
+    item = improvements[body.improvement_index]
+    if not isinstance(item, dict):
+        raise HTTPException(status_code=400, detail="改进项数据无效")
+
+    release_node_id = int(review_node.parent_id or review_content.get("release_node_id") or 0)
+    if release_node_id <= 0:
+        raise HTTPException(status_code=409, detail="复盘未关联发布计划，无法生成任务")
+    release_node = await _ensure_release(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        release_node_id=release_node_id,
+    )
+
+    release_content = _as_dict(release_node.content)
+    charter_id = (
+        int(body.charter_id)
+        if body.charter_id
+        else int(release_content.get("charter_id") or release_node.parent_id or 0)
+    )
+    if charter_id <= 0:
+        raise HTTPException(status_code=409, detail="无法定位宪章，改进项无法转任务")
+    charter = await _ensure_charter(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        charter_id=charter_id,
+    )
+    _assert_charter_aligned(charter)
+
+    title = compact_title(
+        body.title or str(item.get("title") or "").strip() or "复盘改进项任务",
+        max_len=32,
+    )
+    if not title:
+        raise HTTPException(status_code=400, detail="改进项标题为空")
+    desc_parts = [
+        str(body.description or "").strip(),
+        str(item.get("description") or "").strip(),
+        f"来源复盘: {review_node.title}",
+    ]
+    description = "\n".join([part for part in desc_parts if part])
+    due_date = _parse_due_date(body.due_date)
+
+    task = await persist_task(
+        db,
+        tenant_id=tenant_id,
+        truth_node_id=charter_id,
+        project_id=pid,
+        draft=build_task_create_draft(
+            title=title,
+            description=description or None,
+            assignee_id=item.get("owner_id"),
+            required_skill_tag_ids=[],
+            status="todo",
+            priority=body.priority,
+            estimated_hours=body.estimated_hours,
+            due_date=due_date,
+        ),
+        actor_user_id=int(current_user.id),
+        action="create_from_review_improvement",
+        remark="sstc.review_improvement_to_task",
+        commit=False,
+        refresh_workload=False,
+    )
+
+    item["task_id"] = int(task.id)
+    item["status"] = "converted"
+    review_content["improvements"] = improvements
+    review_content["release_node_id"] = release_node_id
+    review_content["charter_id"] = charter_id
+    review_node.content = review_content
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="task",
+        entity_id=str(task.id),
+        action="create_from_review_improvement",
+        after_data={
+            "review_id": rid,
+            "improvement_index": body.improvement_index,
+            "charter_id": charter_id,
+        },
+    )
+    await db.commit()
+    await db.refresh(task)
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="task",
+        record_id=int(task.id),
+        project_id=pid,
+        title=task.title,
+        content=task.description or "",
+    )
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="review",
+        record_id=int(review_node.id),
+        project_id=pid,
+        title=review_node.title,
+        content=_as_dict(review_node.content),
+    )
+    return success_response(
+        {
+            "task": {
+                "id": str(task.id),
+                "title": task.title,
+                "status": task.status,
+                "priority": task.priority,
+                "charter_id": str(charter_id),
+            },
+            "review_id": str(review_node.id),
+            "improvement_index": body.improvement_index,
+        }
+    )
+

backend/app/api/sstc_api/shared.py

@@ -0,0 +1,56 @@
+from __future__ import annotations
+
+from datetime import datetime
+from io import BytesIO
+from typing import Any, Optional
+from uuid import uuid4
+
+from fastapi import APIRouter, BackgroundTasks, Body, Depends, File, HTTPException, Query, UploadFile
+from fastapi.responses import StreamingResponse
+from pydantic import BaseModel
+from sqlalchemy import and_, delete, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from ...core.response import success_response
+from ...database import get_db
+from ...dependencies import get_current_user, require_project_member_or_manager
+from ...models import (
+    AICallLog,
+    AlignmentRecord,
+    Integration,
+    ModelRequirementBinding,
+    ModelVersion,
+    ProjectSignalLink,
+    Signal,
+    Task,
+    TruthNode,
+    User,
+    UserProject,
+)
+from ...schemas.sstc import (
+    AlignmentConfirmRequest,
+    AlignmentStartRequest,
+    CharterUpdateRequest,
+    ReleaseCreateRequest,
+    ReleaseStatusPatchRequest,
+    ReleaseVerificationItemPatchRequest,
+    ReviewArchiveRequest,
+    ReviewContentPatchRequest,
+    ReviewCreateRequest,
+    ReviewImprovementToTaskRequest,
+    TaskStatusPatchRequest,
+    WorkloadOptimizeRequest,
+)
+from ...services import skill_score_service, workload_service
+from ...services.ai_pmo_kernel_service import AIPMOKernelService
+from ...services.ai_service import AIService
+from ...services.auth import has_any_role
+from ...services.budget_enforcement_service import BudgetEnforcementService
+from ...services.feishu_integration import get_feishu_service
+from ...services.llm import llm_service
+from ...services.operation_log_service import log_operation
+from ...services.skill_service import recommend_personnel
+from ...services.sstc_service import ALIGNED_STATUSES, DONE_STATUSES, RELEASE_VERIFIED_STATUSES, SSTCService
+from ...services.task_persistence import build_task_create_draft, persist_task
+from ...utils.title import compact_title
+from ...utils.timezone import CN_TZ, now_cn_aware, now_cn_naive

backend/app/api/sstc_api/signals_archive.py

@@ -0,0 +1,47 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project
+from ...services.sstc.signal_core import _parse_node_id, _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+@router.post("/projects/{project_id}/signals/{signal_id}/archive")
+async def archive_signal(
+    project_id: str,
+    signal_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    sid = _parse_node_id(signal_id, "signal_id")
+    svc = SSTCService(db, tenant_id=int(current_user.tenant_id))
+    await _ensure_project(svc, pid)
+    result = await db.execute(
+        select(Signal).where(
+            and_(Signal.id == sid, Signal.tenant_id == int(current_user.tenant_id))
+        )
+    )
+    signal = result.scalar_one_or_none()
+    if not signal:
+        raise HTTPException(status_code=404, detail="Signal not found")
+    before = {"processed": signal.processed}
+    signal.processed = True
+    signal.status = "已关闭"
+    await log_operation(
+        db,
+        tenant_id=int(current_user.tenant_id),
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="signal",
+        entity_id=str(sid),
+        action="archive",
+        before_data=before,
+        after_data={"processed": True},
+    )
+    await db.commit()
+    return success_response({"id": str(signal.id), "status": "已关闭"})
+

backend/app/api/sstc_api/signals_attachment.py

@@ -0,0 +1,191 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project
+from ...services.sstc.signal_core import _as_dict, _build_signal_attachment_download_url, _error_json, _extract_signal_attachments, _parse_node_id, _parse_project_id, _resolve_local_attachment_path, _signal_attachment_storage_root
+
+router = APIRouter(tags=["sstc"])
+
+@router.post("/projects/{project_id}/signals/{signal_id}/attachments")
+async def upload_signal_attachment(
+    project_id: str,
+    signal_id: str,
+    file: UploadFile | None = File(default=None),
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    try:
+        pid = _parse_project_id(project_id)
+    except HTTPException:
+        return _error_json(status_code=400, message="project_id 不合法")
+    try:
+        sid = _parse_node_id(signal_id, "signal_id")
+    except HTTPException:
+        return _error_json(status_code=400, message="signal_id 不合法")
+    if file is None:
+        return _error_json(status_code=400, message="请选择要上传的附件")
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+
+    project = await svc.get_project(pid)
+    if project is None:
+        return _error_json(status_code=404, message="项目不存在")
+
+    signals = await svc.get_signals(pid)
+    signal = next((item for item in signals if int(item.id) == sid), None)
+    if signal is None:
+        return _error_json(status_code=404, message="信号不存在或不属于当前项目")
+
+    original_file_name = Path(str(file.filename or "")).name.strip()
+    if not original_file_name:
+        return _error_json(status_code=400, message="文件名不能为空")
+
+    extension = Path(original_file_name).suffix.lower()
+    attachment_type = _SIGNAL_ATTACHMENT_ALLOWED_EXTENSIONS.get(extension)
+    if attachment_type is None:
+        return _error_json(status_code=400, message="仅支持 jpg/png/gif/pdf/doc/docx/zip 文件")
+
+    mime_type = str(file.content_type or "").strip().lower() or None
+    if mime_type and mime_type not in _SIGNAL_ATTACHMENT_ALLOWED_MIME_TYPES:
+        return _error_json(status_code=400, message="文件类型不支持，请上传 jpg/png/gif/pdf/doc/docx/zip")
+
+    try:
+        content = await file.read()
+    except Exception:
+        return _error_json(status_code=500, message="读取上传文件失败")
+
+    if not content:
+        return _error_json(status_code=400, message="上传文件为空")
+    if len(content) > _SIGNAL_ATTACHMENT_MAX_BYTES:
+        return _error_json(status_code=400, message="单文件大小不能超过 20MB")
+
+    attachment_id = uuid4().hex
+    relative_dir = Path(f"tenant-{tenant_id}") / f"project-{pid}" / f"signal-{sid}"
+    storage_root = _signal_attachment_storage_root()
+    save_dir = storage_root / relative_dir
+    save_dir.mkdir(parents=True, exist_ok=True)
+    saved_file_name = f"{attachment_id}{extension}"
+    saved_path = save_dir / saved_file_name
+    try:
+        saved_path.write_bytes(content)
+    except Exception:
+        return _error_json(status_code=500, message="保存附件失败，请稍后重试")
+
+    file_key = f"local://{(relative_dir / saved_file_name).as_posix()}"
+    attachment_payload = {
+        "id": attachment_id,
+        "attachment_id": attachment_id,
+        "attachment_type": attachment_type,
+        "file_name": original_file_name,
+        "mime_type": mime_type or "application/octet-stream",
+        "file_size": len(content),
+        "file_key": file_key,
+        "image_key": None,
+        "media_id": None,
+        "source": "manual_upload",
+        "occurred_at": now_cn_aware().isoformat(),
+        "download_url": _build_signal_attachment_download_url(pid, sid, attachment_id),
+    }
+
+    raw_payload = _as_dict(signal.strategic_analysis)
+    source_context = raw_payload.get("source_context")
+    if not isinstance(source_context, dict):
+        source_context = {}
+    attachments = source_context.get("attachments")
+    if not isinstance(attachments, list):
+        attachments = []
+    attachments.append(attachment_payload)
+    source_context["attachments"] = attachments
+    raw_payload["source_context"] = source_context
+    signal.strategic_analysis = json.dumps(raw_payload, ensure_ascii=False)
+
+    try:
+        await db.commit()
+        await db.refresh(signal)
+    except Exception:
+        await db.rollback()
+        try:
+            saved_path.unlink()
+        except Exception:
+            pass
+        return _error_json(status_code=500, message="上传附件失败，请稍后重试")
+
+    return success_response(attachment_payload)
+
+@router.get("/projects/{project_id}/signals/{signal_id}/attachments/{attachment_id}/download")
+async def download_signal_attachment(
+    project_id: str,
+    signal_id: str,
+    attachment_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    sid = _parse_node_id(signal_id, "signal_id")
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    await _ensure_project(svc, pid)
+    signals = await svc.get_signals(pid)
+    signal = next((item for item in signals if int(item.id) == sid), None)
+    if signal is None:
+        raise HTTPException(status_code=404, detail="Signal not found")
+    attachments = _extract_signal_attachments(signal)
+    target = next(
+        (
+            item
+            for item in attachments
+            if str(item.get("attachment_id") or "").strip() == attachment_id
+            or str(item.get("id") or "").strip() == attachment_id
+        ),
+        None,
+    )
+    if target is None:
+        raise HTTPException(status_code=404, detail="Attachment not found")
+
+    local_path = _resolve_local_attachment_path(str(target.get("file_key") or ""))
+    if local_path is not None:
+        if not local_path.exists() or not local_path.is_file():
+            raise HTTPException(status_code=404, detail="附件文件不存在")
+        try:
+            content = local_path.read_bytes()
+        except Exception as exc:
+            raise HTTPException(status_code=500, detail=f"附件读取失败: {str(exc)}") from exc
+        if not content:
+            raise HTTPException(status_code=500, detail="附件内容为空")
+        file_name = str(target.get("file_name") or f"attachment-{attachment_id}").strip().replace('"', "'")
+        media_type = str(target.get("mime_type") or "application/octet-stream")
+        return StreamingResponse(
+            BytesIO(content),
+            media_type=media_type,
+            headers={"Content-Disposition": f'attachment; filename="{file_name}"'},
+        )
+
+    feishu_service = get_feishu_service(db)
+    await feishu_service.load_config(tenant_id)
+    if not feishu_service.is_configured():
+        raise HTTPException(status_code=503, detail="飞书集成未配置，暂无法下载附件")
+
+    try:
+        payload = await feishu_service.download_attachment_bytes(target)
+    except ValueError as exc:
+        raise HTTPException(status_code=502, detail=str(exc)) from exc
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"附件下载失败: {str(exc)}") from exc
+
+    file_name = str(payload.get("file_name") or target.get("file_name") or f"attachment-{attachment_id}").strip()
+    file_name = file_name.replace('"', "'")
+    media_type = str(payload.get("content_type") or target.get("mime_type") or "application/octet-stream")
+    content = payload.get("content")
+    if not isinstance(content, (bytes, bytearray)):
+        raise HTTPException(status_code=500, detail="附件内容为空")
+    return StreamingResponse(
+        BytesIO(bytes(content)),
+        media_type=media_type,
+        headers={"Content-Disposition": f'attachment; filename="{file_name}"'},
+    )
+

backend/app/api/sstc_api/signals_list.py

@@ -0,0 +1,145 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project
+from ...services.sstc.feishu_routing import _backfill_feishu_sender_names
+from ...services.sstc.signal_core import _as_dict, _extract_signal_attachments, _normalize_planner_status, _normalize_signal_status_code, _parse_project_id, _signal_ai_analysis, _signal_display_type, _signal_project_scope, _signal_source_context, _signal_status_label_from_code
+from ...services.sstc.signal_filters import _build_signal_created_at_range, _extract_charter_related_signal_ids, _match_signal_filters, _normalize_signal_status_filter, _signal_proposer_name, _signal_title_text
+
+router = APIRouter(tags=["sstc"])
+
+@router.get("/projects/{project_id}/signals")
+async def list_signals(
+    project_id: str,
+    status: Optional[str] = Query(default=None, description="pending/linked/closed/archived"),
+    keyword: Optional[str] = Query(default=None, description="按信号标题/内容/ID/提报人/关联宪章搜索"),
+    source: Optional[str] = Query(default=None, description="来源过滤"),
+    priority: Optional[str] = Query(default=None, description="优先级过滤"),
+    created_from: Optional[str] = Query(default=None, description="创建时间起始（北京时间 YYYY-MM-DD）"),
+    created_to: Optional[str] = Query(default=None, description="创建时间结束（北京时间 YYYY-MM-DD）"),
+    limit: int = Query(default=10, ge=1, le=100),
+    offset: int = Query(default=0, ge=0),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    svc = SSTCService(db, tenant_id=tenant_id)
+    project = await _ensure_project(svc, pid)
+    project_creator_name = "-"
+    if project and getattr(project, "owner_id", None):
+        owner = (
+            await db.execute(
+                select(User.name).where(
+                    and_(
+                        User.tenant_id == tenant_id,
+                        User.id == int(project.owner_id),
+                    )
+                ).limit(1)
+            )
+        ).scalars().first()
+        if owner:
+            project_creator_name = str(owner)
+    signals = await svc.get_signals(pid)
+    await _backfill_feishu_sender_names(
+        db,
+        tenant_id=tenant_id,
+        signals=signals,
+    )
+    charters = await svc.get_charters(pid)
+    linked_signal_states: dict[int, str] = {}
+    linked_signal_charter_name: dict[int, str] = {}
+    for c in charters:
+        signal_ids = _extract_charter_related_signal_ids(c)
+        charter_status = (c.status or "").lower()
+        state = (
+            _SIGNAL_STATUS_CODE_CLOSED
+            if charter_status in {"aligned", "active", "online", "archived", "已对齐", "已上线", "已归档"}
+            else _SIGNAL_STATUS_CODE_LINKED
+        )
+        for sid in signal_ids:
+            if linked_signal_states.get(sid) == _SIGNAL_STATUS_CODE_CLOSED:
+                continue
+            linked_signal_states[sid] = state
+            linked_signal_charter_name[sid] = c.title
+    normalized_status_filter = _normalize_signal_status_filter(status)
+    created_from_utc, created_to_utc = _build_signal_created_at_range(
+        created_from=created_from,
+        created_to=created_to,
+    )
+    rows = []
+    for s in signals:
+        strategic_payload = _as_dict(s.strategic_analysis)
+        ai_analysis = _signal_ai_analysis(s)
+        source_context = _signal_source_context(s)
+        project_scope = _signal_project_scope(s)
+        proposer_name = _signal_proposer_name(s)
+        title_text = _signal_title_text(s)
+        normalized_status = str(s.status or "").strip()
+        sid = int(s.id)
+        status_code = _normalize_signal_status_code(
+            linked_state=linked_signal_states.get(sid),
+            signal_status=normalized_status,
+            processed=bool(s.processed),
+        )
+        row_status = _signal_status_label_from_code(status_code, normalized_status)
+        locked_by_charter = sid in linked_signal_states or ("关联" in normalized_status)
+        can_create_charter = not locked_by_charter
+        charter_lock_reason = None if can_create_charter else _SIGNAL_LOCK_REASON
+        row = {
+            "id": str(s.id),
+            "title": title_text[:80] or "未命名信号",
+            "content": s.content,
+            "priority": s.priority,
+            "signal_type": _signal_display_type(s),
+            "source": s.source,
+            "project_creator_name": project_creator_name,
+            "proposer_name": proposer_name,
+            "proposer_open_id": source_context.get("sender_open_id"),
+            "project_scope": project_scope,
+            "scope_reason": ai_analysis.get("reason"),
+            "target_project_hints": ai_analysis.get("target_project_hints", []),
+            "status": row_status,
+            "status_code": status_code,
+            "can_create_charter": can_create_charter,
+            "charter_lock_reason": charter_lock_reason,
+            "charter_name": linked_signal_charter_name.get(sid),
+            "created_at": s.created_at.isoformat() if s.created_at else None,
+            "attachments": _extract_signal_attachments(s),
+            "strategic_analysis": strategic_payload,
+            "planner_status": _normalize_planner_status(getattr(s, "planner_status", None)),
+            "planner_analyzed_at": (
+                s.planner_analyzed_at.isoformat() if getattr(s, "planner_analyzed_at", None) else None
+            ),
+            "planner_assignee_user_id": (
+                str(s.planner_assignee_user_id) if getattr(s, "planner_assignee_user_id", None) is not None else None
+            ),
+        }
+        created_at_dt = s.created_at
+        if created_at_dt is not None and created_at_dt.tzinfo is not None:
+            created_at_dt = created_at_dt.astimezone(CN_TZ).replace(tzinfo=None)
+        if not _match_signal_filters(
+            row=row,
+            status_filter=normalized_status_filter,
+            keyword=keyword,
+            source=source,
+            priority=priority,
+            created_from_utc=created_from_utc,
+            created_to_utc=created_to_utc,
+            created_at_dt=created_at_dt,
+        ):
+            continue
+        rows.append(row)
+    total = len(rows)
+    paged_rows = rows[offset : offset + limit]
+    return success_response(
+        {
+            "items": paged_rows,
+            "total": total,
+            "limit": limit,
+            "offset": offset,
+            "has_more": (offset + len(paged_rows)) < total,
+        }
+    )
+

backend/app/api/sstc_api/tasks_ai_breakdown.py

@@ -0,0 +1,121 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project
+from ...services.sstc.governance import _assert_charter_aligned, _require_manager
+from ...services.sstc.signal_core import _as_dict, _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+@router.post("/projects/{project_id}/charters/{charter_id}/tasks/ai-breakdown")
+async def ai_breakdown_tasks(
+    project_id: str,
+    charter_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+    _assert_charter_aligned(charter)
+
+    prompt = f"""请基于以下需求宪章拆解 5-8 条任务，返回 JSON 数组：
+[
+  {{"task_name":"", "type":"backend/frontend/ai/devops", "estimated_hours": 4.0, "priority":"P0/P1/P2"}}
+]
+
+宪章标题：{charter.title}
+宪章内容：{_as_dict(charter.content)}
+"""
+    try:
+        rows = await llm_service.generate_task_breakdown_async(
+            prompt,
+            db=db,
+            tenant_id=tenant_id,
+            project_id=pid,
+        )
+    except RuntimeError as exc:
+        raise HTTPException(status_code=403, detail=str(exc)) from exc
+    except Exception as exc:
+        raise HTTPException(status_code=500, detail=f"AI 拆解失败: {exc}") from exc
+
+    created = []
+    prompt_tokens = max(len(prompt) // 4, 1)
+    completion_tokens = 0
+    for item in rows or []:
+        title = compact_title((item.get("task_name") or item.get("title") or ""), max_len=32)
+        if not title:
+            continue
+        priority = str(item.get("priority") or "P1").lower()
+        mapped_priority = "high" if priority == "p0" else "medium" if priority == "p1" else "low"
+        task = await persist_task(
+            db,
+            tenant_id=tenant_id,
+            truth_node_id=cid,
+            project_id=pid,
+            draft=build_task_create_draft(
+                title=title,
+                description=item.get("description"),
+                required_skill_tag_ids=[],
+                priority=mapped_priority,
+                status="todo",
+                estimated_hours=float(item.get("estimated_hours") or 0) or None,
+            ),
+            actor_user_id=int(current_user.id),
+            action="task.create",
+            remark="sstc.ai_breakdown",
+            commit=False,
+            refresh_workload=False,
+        )
+        created.append(task)
+        completion_tokens += max(len(title) // 2, 1)
+
+    db.add(
+        AICallLog(
+            tenant_id=tenant_id,
+            user_id=int(current_user.id),
+            function_name="sstc_ai_breakdown",
+            prompt=prompt,
+            response=f"created_count={len(created)}",
+            tokens_used=prompt_tokens + completion_tokens,
+            cost=((prompt_tokens * 0.00015 + completion_tokens * 0.0006) / 1000),
+            status="success",
+        )
+    )
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="task",
+        entity_id=str(cid),
+        action="ai_breakdown",
+        after_data={"created_count": len(created)},
+    )
+    await db.commit()
+    for task in created:
+        _sync_pmflow_rag_async(
+            tenant_id=tenant_id,
+            record_type="task",
+            record_id=int(task.id),
+            project_id=pid,
+            title=task.title,
+            content=task.description or "",
+        )
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    return success_response(
+        {
+            "created_count": len(created),
+            "items": [
+                {"id": str(t.id), "title": t.title, "priority": t.priority, "status": t.status}
+                for t in created
+            ],
+        }
+    )
+

backend/app/api/sstc_api/tasks_board_status.py

@@ -0,0 +1,126 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project, _ensure_task
+from ...services.sstc.governance import _is_manager
+from ...services.sstc.signal_core import _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+@router.get("/projects/{project_id}/tasks/board")
+async def get_task_board(
+    project_id: str,
+    assignee_id: Optional[int] = Query(default=None),
+    priority: Optional[str] = Query(default=None),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    result = await db.execute(
+        select(Task).where(
+            and_(
+                Task.project_id == pid,
+                Task.tenant_id == tenant_id,
+            )
+        )
+    )
+    tasks = list(result.scalars().all())
+    if assignee_id is not None:
+        tasks = [t for t in tasks if t.assignee_id == assignee_id]
+    if priority:
+        tasks = [t for t in tasks if (t.priority or "").lower() == priority.lower()]
+
+    rows = []
+    for t in tasks:
+        risk_count = 0
+        if (t.status or "").lower() == "blocked":
+            risk_count += 1
+        if t.due_date and t.due_date < now_cn_aware().replace(tzinfo=None) and (t.status or "").lower() not in DONE_STATUSES:
+            risk_count += 1
+        rows.append(
+            {
+                "id": str(t.id),
+                "title": t.title,
+                "description": t.description,
+                "status": t.status,
+                "priority": t.priority,
+                "assignee_id": str(t.assignee_id) if t.assignee_id else None,
+                "due_date": t.due_date.isoformat() if t.due_date else None,
+                "estimated_hours": float(t.estimated_hours) if t.estimated_hours else None,
+                "risk_count": risk_count,
+                "truth_node_id": str(t.truth_node_id),
+            }
+        )
+    return success_response(rows)
+
+@router.patch("/projects/{project_id}/tasks/{task_id}/status")
+async def patch_task_status(
+    project_id: str,
+    task_id: str,
+    body: TaskStatusPatchRequest,
+    background_tasks: BackgroundTasks,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    tid = _parse_node_id(task_id, "task_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    task = await _ensure_task(db, tenant_id=tenant_id, project_id=pid, task_id=tid)
+    if not _is_manager(current_user) and int(task.assignee_id or 0) != int(current_user.id):
+        raise HTTPException(status_code=403, detail="仅负责人或任务执行人可更新状态")
+
+    before_status = (task.status or "").lower()
+    before = {"status": task.status}
+    task.status = body.status
+    if body.status in DONE_STATUSES:
+        task.completed_at = now_cn_naive()
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="task",
+        entity_id=str(tid),
+        action="status_change",
+        before_data=before,
+        after_data={"status": body.status},
+    )
+    if task.assignee_id:
+        await workload_service.refresh_user_assigned_hours_from_tasks(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(task.assignee_id),
+        )
+    else:
+        await db.commit()
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    if task.assignee_id:
+        await context_cache_service.invalidate_user_context(
+            tenant_id=tenant_id,
+            user_id=int(task.assignee_id),
+        )
+    became_done = (body.status or "").lower() in DONE_STATUSES and before_status not in DONE_STATUSES
+    if became_done and task.assignee_id:
+        background_tasks.add_task(
+            skill_score_service.process_task_completion,
+            task_id=int(task.id),
+            tenant_id=tenant_id,
+            operator_user_id=int(current_user.id),
+        )
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="task",
+        record_id=int(task.id),
+        project_id=pid,
+        title=task.title,
+        content=(task.description or "") + f"\n状态: {task.status}",
+    )
+
+    return success_response({"id": str(task.id), "status": task.status})
+

backend/app/api/sstc_api/tasks_create.py

@@ -0,0 +1,84 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_charter, _ensure_project, _parse_due_date
+from ...services.sstc.governance import _assert_charter_aligned, _require_manager
+from ...services.sstc.signal_core import _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+class TaskCreateRequest(BaseModel):
+    title: str
+    description: Optional[str] = None
+    required_skill_tag_ids: Optional[list[int]] = None
+    priority: str = "medium"
+    estimated_hours: Optional[float] = None
+    due_date: Optional[str] = None
+
+@router.post("/projects/{project_id}/charters/{charter_id}/tasks")
+async def create_task(
+    project_id: str,
+    charter_id: str,
+    body: TaskCreateRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    cid = _parse_node_id(charter_id, "charter_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    charter = await _ensure_charter(db, tenant_id=tenant_id, project_id=pid, charter_id=cid)
+    _assert_charter_aligned(charter)
+
+    due_date = _parse_due_date(body.due_date)
+
+    task = await persist_task(
+        db,
+        tenant_id=tenant_id,
+        truth_node_id=cid,
+        project_id=pid,
+        draft=build_task_create_draft(
+            title=body.title,
+            description=body.description,
+            required_skill_tag_ids=body.required_skill_tag_ids or [],
+            priority=body.priority,
+            status="todo",
+            estimated_hours=body.estimated_hours,
+            due_date=due_date,
+        ),
+        actor_user_id=int(current_user.id),
+        action="task.create",
+        remark="sstc.create_task",
+        commit=False,
+        refresh_workload=False,
+    )
+    await db.commit()
+    await db.refresh(task)
+    if task.assignee_id is not None:
+        await workload_service.refresh_user_assigned_hours_from_tasks(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(task.assignee_id),
+        )
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="task",
+        record_id=int(task.id),
+        project_id=pid,
+        title=task.title,
+        content=task.description or "",
+    )
+    return success_response(
+        {
+            "id": str(task.id),
+            "title": task.title,
+            "status": task.status,
+            "priority": task.priority,
+            "charter_id": str(cid),
+        }
+    )
+

backend/app/api/sstc_api/tasks_recommend_optimize.py

@@ -0,0 +1,131 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project, _ensure_task
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.signal_core import _parse_node_id, _parse_project_id
+
+router = APIRouter(tags=["sstc"])
+
+@router.post("/projects/{project_id}/tasks/{task_id}/recommend-assignee")
+async def recommend_assignee_for_task(
+    project_id: str,
+    task_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    pid = _parse_project_id(project_id)
+    tid = _parse_node_id(task_id, "task_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    task = await _ensure_task(db, tenant_id=tenant_id, project_id=pid, task_id=tid)
+
+    required_skills = [str(x) for x in (task.required_skill_tag_ids or [])]
+    recommendations = await recommend_personnel(
+        db=db,
+        tenant_id=tenant_id,
+        required_skills=required_skills,
+        task_description=task.description or task.title,
+        task_id=str(task.id),
+        limit=5,
+    )
+
+    project_user_ids_result = await db.execute(
+        select(UserProject.user_id).where(
+            and_(
+                UserProject.tenant_id == tenant_id,
+                UserProject.project_id == pid,
+            )
+        )
+    )
+    project_user_ids = {int(uid) for uid in project_user_ids_result.scalars().all()}
+
+    active_users_result = await db.execute(
+        select(User.id).where(
+            and_(
+                User.tenant_id == tenant_id,
+                User.status == "active",
+                User.is_active.is_(True),
+            )
+        )
+    )
+    active_user_ids = {int(uid) for uid in active_users_result.scalars().all()}
+
+    filtered = []
+    for item in recommendations.get("recommendations", []):
+        try:
+            uid = int(item.get("user_id"))
+        except (TypeError, ValueError):
+            continue
+        if uid in project_user_ids and uid in active_user_ids:
+            filtered.append(item)
+
+    recommendations["recommendations"] = filtered
+    recommendations["total_count"] = len(filtered)
+    return success_response(recommendations)
+
+@router.post("/projects/{project_id}/tasks/optimize-workload")
+async def optimize_task_workload(
+    project_id: str,
+    body: WorkloadOptimizeRequest = Body(default_factory=WorkloadOptimizeRequest),
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    proposals = await workload_service.build_ai_optimize_preview(
+        db,
+        tenant_id=tenant_id,
+        project_id=pid,
+        max_moves=body.max_moves,
+        unassigned_only=body.mode == "unassigned",
+    )
+    if not proposals:
+        return success_response(
+            {
+                "updated": 0,
+                "message": "no tasks to optimize",
+                "mode": body.mode,
+            }
+        )
+
+    optimize_result = await workload_service.apply_ai_optimize_plan(
+        db,
+        tenant_id=tenant_id,
+        proposals=proposals,
+    )
+    updated = int(optimize_result.get("applied_count") or 0)
+    affected_users = int(optimize_result.get("affected_users") or 0)
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="task",
+        entity_id=str(pid),
+        action="optimize_workload",
+        after_data={
+            "updated": updated,
+            "affected_users": affected_users,
+            "proposals": len(proposals),
+            "mode": body.mode,
+        },
+    )
+    await db.commit()
+    return success_response(
+        {
+            "updated": updated,
+            "affected_users": affected_users,
+            "proposals": len(proposals),
+            "mode": body.mode,
+        }
+    )
+

backend/app/api/sstc_api/tasks_update_delete.py

@@ -0,0 +1,164 @@
+from __future__ import annotations
+
+from .shared import *
+
+from ...services.sstc.entity_lookup import _ensure_project, _ensure_task, _parse_due_date
+from ...services.sstc.governance import _require_manager
+from ...services.sstc.signal_core import _parse_node_id, _parse_project_id, _sync_pmflow_rag_async
+
+router = APIRouter(tags=["sstc"])
+
+class TaskUpdateRequest(BaseModel):
+    title: Optional[str] = None
+    description: Optional[str] = None
+    assignee_id: Optional[int] = None
+    required_skill_tag_ids: Optional[list[int]] = None
+    priority: Optional[str] = None
+    estimated_hours: Optional[float] = None
+    due_date: Optional[str] = None
+
+@router.patch("/projects/{project_id}/tasks/{task_id}")
+async def patch_task(
+    project_id: str,
+    task_id: str,
+    body: TaskUpdateRequest,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    tid = _parse_node_id(task_id, "task_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    task = await _ensure_task(db, tenant_id=tenant_id, project_id=pid, task_id=tid)
+
+    before = {
+        "title": task.title,
+        "description": task.description,
+        "assignee_id": task.assignee_id,
+        "priority": task.priority,
+        "estimated_hours": float(task.estimated_hours) if task.estimated_hours is not None else None,
+        "due_date": task.due_date.isoformat() if task.due_date else None,
+    }
+
+    old_assignee_id = int(task.assignee_id) if task.assignee_id else None
+    if body.title is not None:
+        task.title = compact_title(body.title, max_len=32)
+    if body.description is not None:
+        task.description = body.description
+    if body.assignee_id is not None:
+        task.assignee_id = body.assignee_id
+    if body.required_skill_tag_ids is not None:
+        task.required_skill_tag_ids = body.required_skill_tag_ids
+    if body.priority is not None:
+        task.priority = body.priority
+    if body.estimated_hours is not None:
+        task.estimated_hours = body.estimated_hours
+    if body.due_date is not None:
+        task.due_date = _parse_due_date(body.due_date)
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="task",
+        entity_id=str(tid),
+        action="update",
+        before_data=before,
+        after_data={
+            "title": task.title,
+            "description": task.description,
+            "assignee_id": task.assignee_id,
+            "priority": task.priority,
+            "estimated_hours": float(task.estimated_hours) if task.estimated_hours is not None else None,
+            "due_date": task.due_date.isoformat() if task.due_date else None,
+        },
+    )
+
+    touched_user_ids: set[int] = set()
+    if old_assignee_id:
+        touched_user_ids.add(old_assignee_id)
+    if task.assignee_id:
+        touched_user_ids.add(int(task.assignee_id))
+
+    if touched_user_ids:
+        for uid in touched_user_ids:
+            await workload_service.refresh_user_assigned_hours_from_tasks(
+                db,
+                tenant_id=tenant_id,
+                user_id=uid,
+            )
+    else:
+        await db.commit()
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    for uid in touched_user_ids:
+        await context_cache_service.invalidate_user_context(tenant_id=tenant_id, user_id=uid)
+    _sync_pmflow_rag_async(
+        tenant_id=tenant_id,
+        record_type="task",
+        record_id=int(task.id),
+        project_id=pid,
+        title=task.title,
+        content=task.description or "",
+    )
+
+    return success_response({"id": str(task.id), "status": task.status})
+
+@router.delete("/projects/{project_id}/tasks/{task_id}")
+async def delete_task(
+    project_id: str,
+    task_id: str,
+    permission_user: User = Depends(require_project_member_or_manager),
+    db: AsyncSession = Depends(get_db),
+    current_user: User = Depends(get_current_user),
+):
+    _ = permission_user
+    _require_manager(current_user)
+    pid = _parse_project_id(project_id)
+    tid = _parse_node_id(task_id, "task_id")
+    tenant_id = int(current_user.tenant_id)
+    await _ensure_project(SSTCService(db, tenant_id=tenant_id), pid)
+    task = await _ensure_task(db, tenant_id=tenant_id, project_id=pid, task_id=tid)
+    assignee_id = int(task.assignee_id) if task.assignee_id else None
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=pid,
+        entity_type="task",
+        entity_id=str(tid),
+        action="delete",
+        before_data={
+            "assignee_id": assignee_id,
+            "estimated_hours": float(task.estimated_hours) if task.estimated_hours else None,
+            "status": task.status,
+        },
+    )
+    await db.execute(
+        delete(Task).where(
+            and_(
+                Task.id == tid,
+                Task.project_id == pid,
+                Task.tenant_id == tenant_id,
+            )
+        )
+    )
+
+    if assignee_id:
+        await workload_service.refresh_user_assigned_hours_from_tasks(
+            db,
+            tenant_id=tenant_id,
+            user_id=assignee_id,
+        )
+    else:
+        await db.commit()
+    await context_cache_service.invalidate_system_context(tenant_id=tenant_id)
+    if assignee_id:
+        await context_cache_service.invalidate_user_context(tenant_id=tenant_id, user_id=assignee_id)
+
+    return success_response({"id": str(tid), "deleted": True})
+

backend/app/api/users_api/__init__.py

@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from fastapi import APIRouter
+
+from . import routes_bulk, routes_import, routes_mutation, routes_query
+
+router = APIRouter(prefix="/users", tags=["users"])
+for _module in [routes_query, routes_mutation, routes_bulk, routes_import]:
+    router.include_router(_module.router)
+
+__all__ = ["router"]

backend/app/api/users_api/helpers_roles.py

@@ -0,0 +1,64 @@
+from __future__ import annotations
+
+from .shared import *
+
+def _enum_value(value: Any) -> Any:
+    return value.value if hasattr(value, "value") else value
+
+def _parse_role_values(raw: Any) -> list[str]:
+    if raw is None:
+        return []
+    if isinstance(raw, (list, tuple, set)):
+        values = [str(_enum_value(item)).strip().upper() for item in raw]
+    else:
+        values = [token.strip().upper() for token in str(_enum_value(raw)).split(",")]
+    deduped: list[str] = []
+    for value in values:
+        if value and value not in deduped:
+            deduped.append(value)
+    return deduped
+
+def _normalize_role_input(raw: Any, *, allow_empty: bool = False) -> list[str]:
+    values = _parse_role_values(raw)
+    if not values and not allow_empty:
+        raise ValueError("role required")
+    invalid = [value for value in values if value not in VALID_ROLE_VALUES]
+    if invalid:
+        raise ValueError(f"Invalid role: {','.join(invalid)}")
+    return values
+
+def _pack_roles(raw: Any) -> str:
+    return ",".join(_normalize_role_input(raw))
+
+def _has_any_role(raw: Any, *roles: str) -> bool:
+    values = set(_parse_role_values(raw))
+    expected = {str(role).upper() for role in roles}
+    return bool(values.intersection(expected))
+
+def _build_role_filter(column: Any, roles: list[str]) -> Any:
+    filters = []
+    for role in roles:
+        filters.extend(
+            [
+                column == role,
+                column.like(f"{role},%"),
+                column.like(f"%,{role},%"),
+                column.like(f"%,{role}"),
+            ]
+        )
+    return or_(*filters)
+
+def _parse_int_list(raw: Optional[str]) -> list[int]:
+    if not raw:
+        return []
+    ids: list[int] = []
+    for part in raw.split(","):
+        token = part.strip()
+        if not token:
+            continue
+        try:
+            ids.append(int(token))
+        except ValueError:
+            continue
+    return ids
+

backend/app/api/users_api/helpers_user.py

@@ -0,0 +1,267 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers_roles import _normalize_role_input, _pack_roles
+
+def _translate_user_integrity_error(exc: IntegrityError) -> str:
+    message = str(getattr(exc, "orig", exc)).lower()
+    if "users.username" in message or "username" in message:
+        return "用户名已存在"
+    if "users.email" in message or "email" in message:
+        return "邮箱已存在"
+    return "用户数据冲突，请检查用户名或邮箱是否重复"
+
+async def _collect_user_enrichment(
+    db: AsyncSession,
+    tenant_id: int,
+    users: list[User],
+) -> tuple[dict[int, float], dict[int, list[str]], dict[int, list[int]]]:
+    if not users:
+        return {}, {}, {}
+
+    user_ids = [int(u.id) for u in users]
+
+    workloads_result = await db.execute(
+        select(UserWorkload).where(
+            and_(
+                UserWorkload.tenant_id == tenant_id,
+                UserWorkload.user_id.in_(user_ids),
+            )
+        )
+    )
+    workload_map: dict[int, float] = {
+        int(w.user_id): float(w.workload_ratio or 0.0)
+        for w in workloads_result.scalars().all()
+    }
+
+    skill_rows = await db.execute(
+        select(UserSkillBinding.user_id, SkillTag.name, UserSkillBinding.proficiency)
+        .join(SkillTag, SkillTag.id == UserSkillBinding.skill_tag_id)
+        .where(
+            and_(
+                UserSkillBinding.tenant_id == tenant_id,
+                UserSkillBinding.user_id.in_(user_ids),
+            )
+        )
+        .order_by(UserSkillBinding.user_id, UserSkillBinding.proficiency.desc())
+    )
+    top_skills: dict[int, list[str]] = {}
+    for uid, skill_name, _prof in skill_rows.all():
+        key = int(uid)
+        top_skills.setdefault(key, [])
+        if len(top_skills[key]) < 3:
+            top_skills[key].append(skill_name)
+
+    project_rows = await db.execute(
+        select(UserProject.user_id, UserProject.project_id).where(
+            and_(
+                UserProject.tenant_id == tenant_id,
+                UserProject.user_id.in_(user_ids),
+            )
+        )
+    )
+    project_map: dict[int, list[int]] = {}
+    for uid, pid in project_rows.all():
+        project_map.setdefault(int(uid), []).append(int(pid))
+
+    return workload_map, top_skills, project_map
+
+def _serialize_user(
+    user: User,
+    workload_map: dict[int, float] | None = None,
+    top_skills: dict[int, list[str]] | None = None,
+    project_map: dict[int, list[int]] | None = None,
+) -> dict:
+    payload = user.to_dict()
+    uid = int(user.id)
+    payload["workload_ratio"] = (workload_map or {}).get(uid, float(user.workload or 0))
+    payload["top_skills"] = (top_skills or {}).get(uid, [])
+    payload["project_ids"] = (project_map or {}).get(uid, [])
+    return payload
+
+async def _replace_user_projects(
+    db: AsyncSession,
+    tenant_id: int,
+    user_id: int,
+    project_ids: list[int],
+) -> None:
+    existing_rows = await db.execute(
+        select(UserProject.project_id).where(
+            and_(
+                UserProject.tenant_id == tenant_id,
+                UserProject.user_id == user_id,
+            )
+        )
+    )
+    existing_project_ids = {int(pid) for pid in existing_rows.scalars().all() if pid is not None}
+    await db.execute(
+        delete(UserProject).where(
+            and_(
+                UserProject.tenant_id == tenant_id,
+                UserProject.user_id == user_id,
+            )
+        )
+    )
+    unique_project_ids = sorted(set(project_ids))
+    for pid in unique_project_ids:
+        db.add(UserProject(tenant_id=tenant_id, user_id=user_id, project_id=pid))
+
+    # bulk delete(UserProject) 不会触发 ORM 对象事件，这里手动注册缓存失效意图。
+    cache_payload = db.sync_session.info.get("_pmflow_cache_invalidation")
+    if not isinstance(cache_payload, dict):
+        cache_payload = {
+            "tenant_ids": set(),
+            "invalidate_system": False,
+            "invalidate_project_list": False,
+            "invalidate_signal_pending": False,
+            "user_ids": set(),
+        }
+        db.sync_session.info["_pmflow_cache_invalidation"] = cache_payload
+    cache_payload["tenant_ids"].add(int(tenant_id))
+    cache_payload["invalidate_system"] = True
+    cache_payload["invalidate_project_list"] = True
+    cache_payload["user_ids"].add(int(user_id))
+
+    affected_project_ids = sorted(existing_project_ids.union({int(pid) for pid in unique_project_ids}))
+    for project_id in affected_project_ids:
+        await AIPMOKernelService.invalidate_world_model_cache(tenant_id=tenant_id, project_id=project_id)
+
+async def _create_user_with_defaults(
+    db: AsyncSession,
+    tenant_id: int,
+    user_data: UserCreate,
+    actor_id: int,
+    *,
+    commit: bool,
+) -> User:
+    username = user_data.username.strip()
+    if not username:
+        raise ValueError("用户名不能为空")
+
+    existing_username = await db.execute(
+        select(User).where(
+            and_(
+                User.tenant_id == tenant_id,
+                User.username == username,
+            )
+        )
+    )
+    if existing_username.scalar_one_or_none():
+        raise ValueError("用户名已存在")
+
+    if user_data.email:
+        existing_email = await db.execute(
+            select(User).where(
+                and_(
+                    User.tenant_id == tenant_id,
+                    User.email == user_data.email.strip(),
+                )
+            )
+        )
+        if existing_email.scalar_one_or_none():
+            raise ValueError("邮箱已存在")
+
+    user = User(
+        tenant_id=tenant_id,
+        username=username,
+        password_hash=AuthService.hash_password(user_data.password),
+        name=(user_data.name or username).strip(),
+        email=(user_data.email or f"{username}@placeholder.local").strip(),
+        role=_pack_roles(user_data.role),
+        assigned_domains=user_data.assigned_domains or [],
+        workload=0,
+        status=UserStatus.ACTIVE.value,
+        is_active=True,
+    )
+    db.add(user)
+    await db.flush()
+
+    db.add(
+        UserWorkload(
+            tenant_id=tenant_id,
+            user_id=int(user.id),
+            current_assigned_hours=0.0,
+            max_available_hours_per_week=40.0,
+            workload_ratio=0.0,
+        )
+    )
+    await skill_service.init_user_skill_bindings(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(user.id),
+        include_system_only=True,
+        commit=False,
+    )
+
+    if user_data.project_ids:
+        await _replace_user_projects(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(user.id),
+            project_ids=user_data.project_ids,
+        )
+
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=actor_id,
+        project_id=None,
+        entity_type="user",
+        entity_id=str(user.id),
+        action="create",
+        before_data=None,
+        after_data=user.to_dict(),
+    )
+
+    if commit:
+        await db.commit()
+        await db.refresh(user)
+    return user
+
+def _normalize_import_row(raw: dict[str, Any]) -> dict[str, Any]:
+    lower_map = {str(k).strip().lower(): v for k, v in raw.items()}
+    return {
+        "username": str(lower_map.get("username", "")).strip(),
+        "password": str(lower_map.get("password", "")).strip(),
+        "name": str(lower_map.get("name", "")).strip(),
+        "email": str(lower_map.get("email", "")).strip() or None,
+        "role": str(lower_map.get("role", "FE")).strip().upper(),
+        "project_ids": _parse_int_list(str(lower_map.get("project_ids", ""))),
+    }
+
+async def _iter_import_rows(file: UploadFile) -> list[dict[str, Any]]:
+    filename = (file.filename or "").lower()
+    content = await file.read()
+
+    if filename.endswith(".csv"):
+        text = content.decode("utf-8-sig")
+        reader = csv.DictReader(StringIO(text))
+        return [dict(row) for row in reader]
+
+    if filename.endswith(".xlsx") or filename.endswith(".xls"):
+        try:
+            from openpyxl import load_workbook  # type: ignore
+        except Exception as exc:
+            raise HTTPException(
+                status_code=400,
+                detail=f"Excel import requires openpyxl: {exc}",
+            )
+
+        wb = load_workbook(filename=BytesIO(content), read_only=True)
+        sheet = wb.active
+        rows = list(sheet.iter_rows(values_only=True))
+        if not rows:
+            return []
+        headers = [str(v).strip() if v is not None else "" for v in rows[0]]
+        data_rows: list[dict[str, Any]] = []
+        for row in rows[1:]:
+            item = {
+                headers[idx]: row[idx]
+                for idx in range(min(len(headers), len(row)))
+                if headers[idx]
+            }
+            data_rows.append(item)
+        return data_rows
+
+    raise HTTPException(status_code=400, detail="Only .csv/.xlsx/.xls are supported")
+

backend/app/api/users_api/routes_bulk.py

@@ -0,0 +1,242 @@
+from __future__ import annotations
+
+from .shared import *
+from .helpers_roles import _normalize_role_input, _pack_roles
+from .helpers_user import _replace_user_projects, _serialize_user
+from .schemas import BulkAssignUsersRequest, BulkDeleteUsersRequest
+
+@router.delete("/{user_id}")
+async def delete_user(
+    user_id: int,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+    db: AsyncSession = Depends(get_db),
+):
+    """删除用户（有未完成任务时禁止）。"""
+    if int(current_user.id) == user_id:
+        raise HTTPException(status_code=400, detail="Cannot delete yourself")
+
+    result = await db.execute(
+        select(User).where(and_(User.tenant_id == tenant_id, User.id == user_id))
+    )
+    user = result.scalar_one_or_none()
+    if not user:
+        raise HTTPException(status_code=404, detail="User not found")
+
+    incomplete_count_result = await db.execute(
+        select(func.count(Task.id)).where(
+            and_(
+                Task.tenant_id == tenant_id,
+                Task.assignee_id == user_id,
+                func.lower(Task.status).notin_(COMPLETED_TASK_STATUSES),
+            )
+        )
+    )
+    incomplete_count = int(incomplete_count_result.scalar() or 0)
+    if incomplete_count > 0:
+        raise HTTPException(
+            status_code=400,
+            detail=f"User has {incomplete_count} incomplete tasks",
+        )
+
+    before_data = user.to_dict()
+    await AIPMOKernelService.invalidate_world_model_cache_for_user(
+        db=db,
+        tenant_id=tenant_id,
+        user_id=user_id,
+    )
+    await db.execute(
+        delete(UserSkillBinding).where(
+            and_(
+                UserSkillBinding.tenant_id == tenant_id,
+                UserSkillBinding.user_id == user_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(UserWorkload).where(
+            and_(
+                UserWorkload.tenant_id == tenant_id,
+                UserWorkload.user_id == user_id,
+            )
+        )
+    )
+    await db.execute(
+        delete(UserProject).where(
+            and_(
+                UserProject.tenant_id == tenant_id,
+                UserProject.user_id == user_id,
+            )
+        )
+    )
+    await db.delete(user)
+    await log_operation(
+        db,
+        tenant_id=tenant_id,
+        user_id=int(current_user.id),
+        project_id=None,
+        entity_type="user",
+        entity_id=str(user_id),
+        action="delete",
+        before_data=before_data,
+        after_data=None,
+    )
+    await db.commit()
+    return {"message": "User deleted successfully"}
+
+@router.post("/bulk-delete")
+async def bulk_delete_users(
+    body: BulkDeleteUsersRequest,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+    db: AsyncSession = Depends(get_db),
+):
+    """批量删除用户（带未完成任务保护）。"""
+    if not body.user_ids:
+        raise HTTPException(status_code=400, detail="user_ids required")
+
+    deleted: list[int] = []
+    skipped: list[dict[str, Any]] = []
+
+    for user_id in sorted(set(body.user_ids)):
+        if int(current_user.id) == user_id:
+            skipped.append({"user_id": user_id, "reason": "Cannot delete yourself"})
+            continue
+
+        user = (
+            await db.execute(
+                select(User).where(
+                    and_(
+                        User.tenant_id == tenant_id,
+                        User.id == user_id,
+                    )
+                )
+            )
+        ).scalar_one_or_none()
+        if not user:
+            skipped.append({"user_id": user_id, "reason": "User not found"})
+            continue
+
+        incomplete_count_result = await db.execute(
+            select(func.count(Task.id)).where(
+                and_(
+                    Task.tenant_id == tenant_id,
+                    Task.assignee_id == user_id,
+                    func.lower(Task.status).notin_(COMPLETED_TASK_STATUSES),
+                )
+            )
+        )
+        incomplete_count = int(incomplete_count_result.scalar() or 0)
+        if incomplete_count > 0:
+            skipped.append(
+                {
+                    "user_id": user_id,
+                    "reason": f"User has {incomplete_count} incomplete tasks",
+                }
+            )
+            continue
+
+        await AIPMOKernelService.invalidate_world_model_cache_for_user(
+            db=db,
+            tenant_id=tenant_id,
+            user_id=user_id,
+        )
+        await db.execute(
+            delete(UserSkillBinding).where(
+                and_(
+                    UserSkillBinding.tenant_id == tenant_id,
+                    UserSkillBinding.user_id == user_id,
+                )
+            )
+        )
+        await db.execute(
+            delete(UserWorkload).where(
+                and_(
+                    UserWorkload.tenant_id == tenant_id,
+                    UserWorkload.user_id == user_id,
+                )
+            )
+        )
+        await db.execute(
+            delete(UserProject).where(
+                and_(
+                    UserProject.tenant_id == tenant_id,
+                    UserProject.user_id == user_id,
+                )
+            )
+        )
+        await db.delete(user)
+        deleted.append(user_id)
+
+    await db.commit()
+    return {"deleted_count": len(deleted), "deleted_user_ids": deleted, "skipped": skipped}
+
+@router.post("/bulk-assign")
+async def bulk_assign_users(
+    body: BulkAssignUsersRequest,
+    tenant_id: int = Depends(get_tenant_id),
+    current_user: User = Depends(require_roles("BOSS", "ADMIN")),
+    db: AsyncSession = Depends(get_db),
+):
+    """批量分配项目/角色。"""
+    user_ids = sorted(set(body.user_ids or []))
+    if not user_ids:
+        raise HTTPException(status_code=400, detail="user_ids required")
+    if body.role is None and body.project_ids is None:
+        raise HTTPException(status_code=400, detail="role or project_ids required")
+
+    updated = 0
+    skipped: list[dict[str, Any]] = []
+
+    for user_id in user_ids:
+        user = (
+            await db.execute(
+                select(User).where(
+                    and_(
+                        User.tenant_id == tenant_id,
+                        User.id == user_id,
+                    )
+                )
+            )
+        ).scalar_one_or_none()
+        if not user:
+            skipped.append({"user_id": user_id, "reason": "User not found"})
+            continue
+
+        before_data = user.to_dict()
+
+        if body.role is not None:
+            if not _has_any_role(_enum_value(current_user.role), "BOSS"):
+                skipped.append({"user_id": user_id, "reason": "Only BOSS can bulk assign roles"})
+                continue
+            try:
+                user.role = _pack_roles(body.role)
+            except ValueError as exc:
+                skipped.append({"user_id": user_id, "reason": str(exc)})
+                continue
+
+        if body.project_ids is not None:
+            await _replace_user_projects(
+                db,
+                tenant_id=tenant_id,
+                user_id=user_id,
+                project_ids=body.project_ids,
+            )
+
+        await log_operation(
+            db,
+            tenant_id=tenant_id,
+            user_id=int(current_user.id),
+            project_id=None,
+            entity_type="user",
+            entity_id=str(user_id),
+            action="bulk_assign",
+            before_data=before_data,
+            after_data=user.to_dict(),
+            remark=f"role={body.role}, projects={body.project_ids}",
+        )
+        updated += 1
+
+    await db.commit()
+    return {"updated_count": updated, "skipped": skipped}
+