diff --git a/src/api/routes/ingest.py b/src/api/routes/ingest.py
index 5b44cf5..61f0186 100644
--- a/src/api/routes/ingest.py
+++ b/src/api/routes/ingest.py
@@ -16,15 +16,14 @@ async def ingest_bzzoiro_route(req: IngestBzzoiroRequest):
     """触发 bzzoiro 采集。"""
     source = get_source("bzzoiro")
     try:
-        async with get_uow() as uow:
+        async with get_uow() as session:
             result = await source.ingest(
-                uow.session,
+                session,
                 leagues=req.leagues,
                 date_from=req.date_from,
                 date_to=req.date_to,
                 status=req.status,
             )
-            await uow.commit()
         return IngestResponse(**result)
     except Exception as e:
         raise HTTPException(500, str(e))
@@ -35,9 +34,8 @@ async def ingest_understat_route(req: IngestUnderstatRequest):
     """触发 understat xG 回填。"""
     source = get_source("understat")
     try:
-        async with get_uow() as uow:
-            result = await source.ingest(uow.session, league=req.league, season=req.season)
-            await uow.commit()
+        async with get_uow() as session:
+            result = await source.ingest(session, league=req.league, season=req.season)
         return IngestSimpleResponse(**result)
     except Exception as e:
         raise HTTPException(500, str(e))
@@ -47,9 +45,8 @@ async def ingest_understat_route(req: IngestUnderstatRequest):
 async def ingest_injuries_route(req: IngestInjuriesRequest):
     """触发伤停采集。"""
     try:
-        async with get_uow() as uow:
-            result = await ingest_injuries(uow.session, date=req.date)
-            await uow.commit()
+        async with get_uow() as session:
+            result = await ingest_injuries(session, date=req.date)
         return IngestSimpleResponse(**result)
     except Exception as e:
         raise HTTPException(500, str(e))
diff --git a/src/db/repositories.py b/src/db/repositories.py
index 3dcd144..9d08e16 100644
--- a/src/db/repositories.py
+++ b/src/db/repositories.py
@@ -5,7 +5,7 @@ Repository 只负责查询,不负责事务提交。
 """
 from __future__ import annotations
 
-from sqlalchemy import select
+from sqlalchemy import func, select
 from sqlalchemy.orm import selectinload
 from sqlalchemy.ext.asyncio import AsyncSession
 
@@ -38,8 +38,6 @@ class MatchRepository:
         self, league_id: int, home_team_id: int, away_team_id: int, date
     ) -> Match | None:
         """按联赛+主队+客队+日期查找比赛(天级匹配)。"""
-        from sqlalchemy import func
-
         if hasattr(date, "date"):
             date = date.date()
 
diff --git a/src/db/unit_of_work.py b/src/db/unit_of_work.py
index 1939205..12775ce 100644
--- a/src/db/unit_of_work.py
+++ b/src/db/unit_of_work.py
@@ -1,63 +1,33 @@
 """工作单元(Unit of Work):统一事务边界。
 
 使用方式:
-    async with UnitOfWork(db) as uow:
-        await uow.matches.get_by_id(1)
-        await uow.matches.add(new_match)
-        # 退出时自动 commit,异常时 rollback
+    async with get_uow() as uow:
+        await uow.session.get(Match, 1)
+        await uow.commit()
 """
 from __future__ import annotations
 
 from collections.abc import AsyncIterator
 from contextlib import asynccontextmanager
-from typing import AsyncGenerator
-
-from sqlalchemy.ext.asyncio import AsyncSession
 
 from src.db.base import AsyncSessionLocal
 
 
-class UnitOfWork:
-    """工作单元:封装事务边界。"""
-
-    def __init__(self, session: AsyncSession) -> None:
-        self._session = session
-        self.committed = False
-
-    @property
-    def session(self) -> AsyncSession:
-        return self._session
-
-    async def commit(self) -> None:
-        await self._session.commit()
-        self.committed = True
-
-    async def rollback(self) -> None:
-        await self._session.rollback()
-
-    async def close(self) -> None:
-        await self._session.close()
-
-    async def __aenter__(self) -> "UnitOfWork":
-        return self
-
-    async def __aexit__(self, exc_type, exc_val, exc_tb) -> None:
-        if exc_type is not None:
-            await self.rollback()
-        await self.close()
-
-
 @asynccontextmanager
-async def get_uow() -> AsyncGenerator[UnitOfWork, None]:
-    """创建新的工作单元(用于非路由上下文)。"""
+async def get_uow() -> AsyncIterator[AsyncSessionLocal]:
+    """创建新的工作单元(用于非路由上下文)。
+
+    用法:
+        async with get_uow() as session:
+            await session.get(...)
+            # 退出时自动 commit(无异常) 或 rollback(有异常)
+    """
     session = AsyncSessionLocal()
-    uow = UnitOfWork(session)
     try:
-        yield uow
-        if not uow.committed:
-            await uow.commit()
+        yield session
+        await session.commit()
     except Exception:
-        await uow.rollback()
+        await session.rollback()
         raise
     finally:
-        await uow.close()
+        await session.close()
diff --git a/src/llm/agents/orchestrator.py b/src/llm/agents/orchestrator.py
index f261d89..cffdc5c 100644
--- a/src/llm/agents/orchestrator.py
+++ b/src/llm/agents/orchestrator.py
@@ -186,9 +186,8 @@ async def predict_match_multi(
     ).hexdigest()
 
     # 4. 存库(使用 UnitOfWork)
-    async with get_uow() as uow:
-        db = uow.session
-        m = await db.get(Match, match_id)
+    async with get_uow() as session:
+        m = await session.get(Match, match_id)
         if m is None:
             raise ValueError(f"match {match_id} not found")
 
@@ -219,9 +218,8 @@ async def predict_match_multi(
             cutoff_at=cutoff_at,
             input_hash=input_hash,
         )
-        db.add(pred)
-        await uow.commit()
-        await db.refresh(pred)
+        session.add(pred)
+        await session.refresh(pred)
 
         return MultiPredictResult(
             prediction_id=pred.id,
diff --git a/src/llm/backtest.py b/src/llm/backtest.py
index aa62a35..25fb45e 100644
--- a/src/llm/backtest.py
+++ b/src/llm/backtest.py
@@ -108,9 +108,9 @@ async def run_backtest(
     Returns:
         BacktestSummary 含逐场结果 + 汇总统计
     """
-    async with get_uow() as uow:
+    async with get_uow() as session:
         matches = await _get_historical_matches(
-            uow.session, league_id=league_id, date_from=date_from, date_to=date_to, limit=limit
+            session, league_id=league_id, date_from=date_from, date_to=date_to, limit=limit
         )
 
     summary = BacktestSummary(total=len(matches), scored=0)
diff --git a/src/llm/eval.py b/src/llm/eval.py
index 1f90522..8f8b63b 100644
--- a/src/llm/eval.py
+++ b/src/llm/eval.py
@@ -13,14 +13,13 @@ logger = logging.getLogger(__name__)
 
 async def settle_prediction(prediction_id: int, home_goals: int, away_goals: int) -> Prediction:
     """回填实际结果。"""
-    async with get_uow() as uow:
-        pred = await uow.session.get(Prediction, prediction_id)
+    async with get_uow() as session:
+        pred = await session.get(Prediction, prediction_id)
         if pred is None:
             raise ValueError(f"prediction {prediction_id} not found")
         pred.actual_home_goals = home_goals
         pred.actual_away_goals = away_goals
         pred.settled = True
-        await uow.commit()
         return pred
 
 
@@ -35,12 +34,12 @@ def _actual_1x2(home: int, away: int) -> str:
 
 async def get_eval_summary() -> dict:
     """按 provider × 模型聚合评估。"""
-    async with get_uow() as uow:
+    async with get_uow() as session:
         stmt = (
             select(Prediction)
             .where(Prediction.settled == True)
         )
-        result = await uow.session.execute(stmt)
+        result = await session.execute(stmt)
         rows = list(result.scalars().all())
 
         from collections import defaultdict
diff --git a/src/llm/predict.py b/src/llm/predict.py
index 1f41c70..c950e70 100644
--- a/src/llm/predict.py
+++ b/src/llm/predict.py
@@ -145,10 +145,9 @@ async def _predict_single(
         raise RuntimeError(f"LLM 输出校验失败: {e}")
 
     # 4. 存预测(使用 UnitOfWork 统一事务)
-    async with get_uow() as uow:
-        db = uow.session
+    async with get_uow() as session:
         # 验证 match 存在
-        m = await db.get(Match, match_id)
+        m = await session.get(Match, match_id)
         if m is None:
             raise ValueError(f"match {match_id} not found")
 
@@ -169,9 +168,8 @@ async def _predict_single(
             cutoff_at=cutoff_at,
             input_hash=input_hash,
         )
-        db.add(pred)
-        await db.commit()
-        await db.refresh(pred)
+        session.add(pred)
+        await session.refresh(pred)
 
         result = PredictResult(
             prediction_id=pred.id,
@@ -190,5 +188,4 @@ async def _predict_single(
 
         # 5. 写入缓存
         _set_cached(match_id, settings.LLM_PROVIDER, provider.model, version, result)
-        await uow.commit()
         return result
diff --git a/src/llm/validation.py b/src/llm/validation.py
index 1a10539..7472571 100644
--- a/src/llm/validation.py
+++ b/src/llm/validation.py
@@ -6,8 +6,6 @@ from __future__ import annotations
 
 from pydantic import BaseModel, Field, field_validator, model_validator
 
-from src.db.models import Prediction
-
 
 class AgentReportSchema(BaseModel):
     """单个专家 Agent 输出的校验 schema。"""
@@ -62,23 +60,20 @@ class PredictionOutputSchema(BaseModel):
 
     @model_validator(mode="after")
     def check_consistency(self) -> "PredictionOutputSchema":
-        """验证比分与胜平负一致。"""
+        """验证比分与胜平负一致,不一致则自动修正。"""
         expected = _score_to_1x2(self.pred_home_goals, self.pred_away_goals)
-        if expected and self.pred_1x2 != expected:
-            # 自动修正而非拒绝(LLM 常见小错误)
+        if self.pred_1x2 != expected:
             self.pred_1x2 = expected
         return self
 
 
-def _score_to_1x2(home: float, away: float) -> str | None:
+def _score_to_1x2(home: float, away: float) -> str:
     """从比分推导胜平负。"""
     if home > away:
         return "1"
-    if home == away:
-        return "X"
     if home < away:
         return "2"
-    return None
+    return "X"
 
 
 def validate_agent_output(raw: dict) -> AgentReportSchema: