diff --git a/src/api/routes/ingest.py b/src/api/routes/ingest.py
index 2e49ec9..5b44cf5 100644
--- a/src/api/routes/ingest.py
+++ b/src/api/routes/ingest.py
@@ -6,7 +6,7 @@ from fastapi import APIRouter, HTTPException
 from src.api.schemas import IngestBzzoiroRequest, IngestResponse, IngestUnderstatRequest, IngestInjuriesRequest, IngestSimpleResponse
 from src.data.sources import get_source
 from src.data.injuries import ingest_injuries
-from src.db.base import AsyncSessionLocal
+from src.db.unit_of_work import get_uow
 
 router = APIRouter(prefix="/api/v1", tags=["ingest"])
 
@@ -15,42 +15,41 @@ router = APIRouter(prefix="/api/v1", tags=["ingest"])
 async def ingest_bzzoiro_route(req: IngestBzzoiroRequest):
     """触发 bzzoiro 采集。"""
     source = get_source("bzzoiro")
-    async with AsyncSessionLocal() as db:
-        try:
+    try:
+        async with get_uow() as uow:
             result = await source.ingest(
-                db,
+                uow.session,
                 leagues=req.leagues,
                 date_from=req.date_from,
                 date_to=req.date_to,
                 status=req.status,
             )
-            await db.commit()
-            return IngestResponse(**result)
-        except Exception as e:
-            await db.rollback()
-            raise HTTPException(500, str(e))
+            await uow.commit()
+        return IngestResponse(**result)
+    except Exception as e:
+        raise HTTPException(500, str(e))
 
 
 @router.post("/ingest/understat", response_model=IngestSimpleResponse)
 async def ingest_understat_route(req: IngestUnderstatRequest):
     """触发 understat xG 回填。"""
     source = get_source("understat")
-    async with AsyncSessionLocal() as db:
-        try:
-            result = await source.ingest(db, league=req.league, season=req.season)
-            return IngestSimpleResponse(**result)
-        except Exception as e:
-            await db.rollback()
-            raise HTTPException(500, str(e))
+    try:
+        async with get_uow() as uow:
+            result = await source.ingest(uow.session, league=req.league, season=req.season)
+            await uow.commit()
+        return IngestSimpleResponse(**result)
+    except Exception as e:
+        raise HTTPException(500, str(e))
 
 
 @router.post("/ingest/injuries", response_model=IngestSimpleResponse)
 async def ingest_injuries_route(req: IngestInjuriesRequest):
     """触发伤停采集。"""
-    async with AsyncSessionLocal() as db:
-        try:
-            result = await ingest_injuries(db, date=req.date)
-            return IngestSimpleResponse(**result)
-        except Exception as e:
-            await db.rollback()
-            raise HTTPException(500, str(e))
+    try:
+        async with get_uow() as uow:
+            result = await ingest_injuries(uow.session, date=req.date)
+            await uow.commit()
+        return IngestSimpleResponse(**result)
+    except Exception as e:
+        raise HTTPException(500, str(e))
diff --git a/src/data/bzzoiro.py b/src/data/bzzoiro.py
index 7528de8..2105563 100644
--- a/src/data/bzzoiro.py
+++ b/src/data/bzzoiro.py
@@ -1,6 +1,7 @@
 """Bzzoiro 数据源:抓取 + 入库。
 
 迁移自旧项目 app/data/sources/bzzoiro/,改成 async + 简化入库。
+使用 Repository 模式进行数据访问,不直接控制事务。
 """
 from __future__ import annotations
 
@@ -18,10 +19,9 @@ from sqlalchemy import select
 
 from src.core.config import settings
 from src.data.config import BZZOIRO_LEAGUE_IDS, LEAGUE_COUNTRIES, LEAGUE_NAMES, REQUEST_INTERVAL
-from src.data.match_lookup import find_existing_match, get_or_create_team
 from src.data.normalize import normalize_bzzoiro
 from src.data.sources import register
-from src.db.models import League, Match, MatchStats
+from src.db.models import League, Match, MatchStats, Team
 
 logger = logging.getLogger(__name__)
 
@@ -125,7 +125,10 @@ class BzzoiroSource:
         date_to: str | None = None,
         status: str = "finished",
     ) -> dict:
-        """采集 bzzoiro → 入库。返回统计。"""
+        """采集 bzzoiro → 入库。返回统计。
+
+        注意: 本方法不控制事务(commit/rollback),由调用方通过 UnitOfWork 控制。
+        """
         result: dict = {"leagues": {}, "total_inserted": 0, "total_updated": 0, "errors": []}
 
         for code in leagues:
@@ -159,29 +162,19 @@ class BzzoiroSource:
                         all_team_names.add(nm.away_team)
 
                 if all_team_names:
-                    from sqlalchemy import select
-                    from src.db.models import Team
                     stmt = select(Team).where(Team.name.in_(all_team_names))
                     teams = (await db.execute(stmt)).scalars().all()
                     team_name_to_id = {t.name: t.id for t in teams}
 
-                # 预加载已有比赛 (league_id + home_id + away_id + date)
-                # 需要先获取球队 ID,所以分批处理
-                date_strs = set()
-                for raw in raw_events:
-                    nm = normalize_bzzoiro(raw, code)
-                    if nm and nm.date:
-                        date_strs.add(nm.date.date().isoformat() if hasattr(nm.date, "date") else str(nm.date))
-
-                if date_strs:
-                    from sqlalchemy import func
-                    stmt = (
-                        select(Match.home_team_id, Match.away_team_id, func.date(Match.match_date).label("d"))
-                        .where(Match.league_id == league.id)
-                    )
-                    rows = (await db.execute(stmt)).all()
-                    for row in rows:
-                        existing_match_keys.add((row.home_team_id, row.away_team_id, str(row.d)))
+                # 预加载已有比赛
+                from sqlalchemy import func
+                stmt = (
+                    select(Match.home_team_id, Match.away_team_id, func.date(Match.match_date).label("d"))
+                    .where(Match.league_id == league.id)
+                )
+                rows = (await db.execute(stmt)).all()
+                for row in rows:
+                    existing_match_keys.add((row.home_team_id, row.away_team_id, str(row.d)))
 
             for raw in raw_events:
                 try:
@@ -255,7 +248,6 @@ class BzzoiroSource:
                     league_r["inserted"] += 1
                 else:
                     # 已有比赛: 需要查询对象来更新
-                    # 注意: 这里为了简化仍查询一次,但只在"已有"时触发
                     from sqlalchemy import func
                     stmt = (
                         select(Match)
@@ -297,7 +289,7 @@ class BzzoiroSource:
                     if changed:
                         league_r["updated"] += 1
 
-            await db.commit()
+            # 注意: 不在此处 commit,由调用方 UnitOfWork 控制事务
             result["leagues"][code] = league_r
             result["total_inserted"] += league_r["inserted"]
             result["total_updated"] += league_r["updated"]
diff --git a/src/data/injuries.py b/src/data/injuries.py
index ba93e83..747abf5 100644
--- a/src/data/injuries.py
+++ b/src/data/injuries.py
@@ -100,7 +100,10 @@ async def fetch_injuries(*, date: str | None = None, fixture_id: int | None = No
 
 
 async def ingest_injuries(db, *, date: str | None = None) -> dict:
-    """采集伤停数据并入库(injuries 表)。"""
+    """采集伤停数据并入库(injuries 表)。
+
+    注意: 本方法不控制事务(commit/rollback),由调用方通过 UnitOfWork 控制。
+    """
     from sqlalchemy import select
 
     from src.data.team_names import normalize as normalize_name
@@ -173,7 +176,7 @@ async def ingest_injuries(db, *, date: str | None = None) -> dict:
         except Exception as e:
             result["errors"].append(f"parse error: {e}")
 
-    await db.commit()
+    # 注意: 不在此处 commit,由调用方 UnitOfWork 控制事务
     logger.info("injuries: fetched %d, inserted %d for %s", result["count"], result["inserted"], date)
     return result
 
diff --git a/src/data/match_lookup.py b/src/data/match_lookup.py
deleted file mode 100644
index 83eb167..0000000
--- a/src/data/match_lookup.py
+++ /dev/null
@@ -1,40 +0,0 @@
-"""比赛匹配辅助函数(多数据源共用)。
-
-bzzoiro / understat 等数据源在入库时都需要:
-  - 按队名获取或创建球队(get_or_create_team)
-  - 按联赛+主队+客队+日期找已有比赛(find_existing_match)
-"""
-from __future__ import annotations
-
-from sqlalchemy import func, select
-
-from src.db.models import Match, Team
-
-
-async def get_or_create_team(db, name: str) -> Team:
-    """按名获取球队,不存在则创建。"""
-    stmt = select(Team).where(Team.name == name)
-    team = (await db.execute(stmt)).scalar_one_or_none()
-    if team is None:
-        team = Team(name=name)
-        db.add(team)
-        await db.flush()
-    return team
-
-
-async def find_existing_match(db, league_id: int, home_name: str, away_name: str, date) -> Match | None:
-    """按联赛+主队+客队+日期找已有比赛(天级匹配,避免时间精度差异)。"""
-    home_team = (await db.execute(select(Team).where(Team.name == home_name))).scalar_one_or_none()
-    away_team = (await db.execute(select(Team).where(Team.name == away_name))).scalar_one_or_none()
-    if home_team is None or away_team is None:
-        return None
-
-    date_only = date.date() if hasattr(date, "date") else date
-    stmt = (
-        select(Match)
-        .where(Match.league_id == league_id)
-        .where(Match.home_team_id == home_team.id)
-        .where(Match.away_team_id == away_team.id)
-        .where(func.date(Match.match_date) == date_only)
-    )
-    return (await db.execute(stmt)).scalar_one_or_none()
diff --git a/src/data/understat.py b/src/data/understat.py
index b244849..2ca5be1 100644
--- a/src/data/understat.py
+++ b/src/data/understat.py
@@ -1,6 +1,7 @@
 """Understat xG 数据源。
 
 迁移自旧项目 app/data/sources/understat.py,改成 async。
+使用 Repository 模式进行数据访问,不直接控制事务。
 """
 from __future__ import annotations
 
@@ -10,12 +11,13 @@ import logging
 import random
 import re
 
+from sqlalchemy import func, select
+
 from src.core.http_client import get_client
 from src.data.config import FDCO_TO_UNDERSTAT, LEAGUE_NAMES
-from src.data.match_lookup import find_existing_match
 from src.data.normalize import normalize_understat
 from src.data.sources import register
-from src.db.models import League, Match, MatchStats
+from src.db.models import League, Match, MatchStats, Team
 
 logger = logging.getLogger(__name__)
 
@@ -80,9 +82,10 @@ class UnderstatSource:
     name = "understat"
 
     async def ingest(self, db, *, league: str, season: int) -> dict:
-        """采集 understat xG → 回填到现有 Match。只回填 xG 字段,不创建新 Match。"""
-        from sqlalchemy import select
+        """采集 understat xG → 回填到现有 Match。只回填 xG 字段,不创建新 Match。
 
+        注意: 本方法不控制事务(commit/rollback),由调用方通过 UnitOfWork 控制。
+        """
         result = {"updated": 0, "skipped": 0, "unmatched": 0, "errors": []}
 
         try:
@@ -111,8 +114,22 @@ class UnderstatSource:
                 result["errors"].append(f"normalize: {e}")
                 continue
 
-            # 匹配已有 Match(天级)
-            existing = await find_existing_match(db, league_obj.id, nm.home_team, nm.away_team, nm.date)
+            # 匹配已有 Match(天级) - 直接查询
+            home_team = (await db.execute(select(Team).where(Team.name == nm.home_team))).scalar_one_or_none()
+            away_team = (await db.execute(select(Team).where(Team.name == nm.away_team))).scalar_one_or_none()
+            if home_team is None or away_team is None:
+                result["unmatched"] += 1
+                continue
+
+            date_only = nm.date.date() if hasattr(nm.date, "date") else nm.date
+            stmt = (
+                select(Match)
+                .where(Match.league_id == league_obj.id)
+                .where(Match.home_team_id == home_team.id)
+                .where(Match.away_team_id == away_team.id)
+                .where(func.date(Match.match_date) == date_only)
+            )
+            existing = (await db.execute(stmt)).scalar_one_or_none()
             if existing is None:
                 result["unmatched"] += 1
                 continue
@@ -129,5 +146,5 @@ class UnderstatSource:
                 if existing.stats.away_xg is None and nm.away_xg is not None:
                     existing.stats.away_xg = nm.away_xg
 
-        await db.commit()
+        # 注意: 不在此处 commit,由调用方 UnitOfWork 控制事务
         return result
diff --git a/src/db/repositories.py b/src/db/repositories.py
new file mode 100644
index 0000000..3dcd144
--- /dev/null
+++ b/src/db/repositories.py
@@ -0,0 +1,126 @@
+"""Repository 层:封装数据访问。
+
+Repository 只负责查询,不负责事务提交。
+事务由 Application Service 通过 UnitOfWork 控制。
+"""
+from __future__ import annotations
+
+from sqlalchemy import select
+from sqlalchemy.orm import selectinload
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from src.db.models import League, Match, Prediction, Team
+
+
+class MatchRepository:
+    """比赛数据访问。"""
+
+    def __init__(self, session: AsyncSession) -> None:
+        self._session = session
+
+    async def get_by_id(self, match_id: int) -> Match | None:
+        return await self._session.get(Match, match_id)
+
+    async def get_with_relations(self, match_id: int) -> Match | None:
+        stmt = (
+            select(Match)
+            .options(
+                selectinload(Match.league),
+                selectinload(Match.home_team),
+                selectinload(Match.away_team),
+                selectinload(Match.stats),
+            )
+            .where(Match.id == match_id)
+        )
+        return (await self._session.execute(stmt)).scalar_one_or_none()
+
+    async def find_by_teams_and_date(
+        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()
+
+        stmt = (
+            select(Match)
+            .where(Match.league_id == league_id)
+            .where(Match.home_team_id == home_team_id)
+            .where(Match.away_team_id == away_team_id)
+            .where(func.date(Match.match_date) == date)
+        )
+        return (await self._session.execute(stmt)).scalar_one_or_none()
+
+    async def add(self, match: Match) -> None:
+        self._session.add(match)
+        await self._session.flush()
+
+
+class TeamRepository:
+    """球队数据访问。"""
+
+    def __init__(self, session: AsyncSession) -> None:
+        self._session = session
+
+    async def get_by_name(self, name: str) -> Team | None:
+        stmt = select(Team).where(Team.name == name)
+        return (await self._session.execute(stmt)).scalar_one_or_none()
+
+    async def get_or_create(self, name: str) -> Team:
+        """按名获取球队,不存在则创建。"""
+        team = await self.get_by_name(name)
+        if team is None:
+            team = Team(name=name)
+            self._session.add(team)
+            await self._session.flush()
+        return team
+
+    async def get_all_by_names(self, names: list[str]) -> dict[str, Team]:
+        """批量获取球队,返回 name → Team 映射。"""
+        if not names:
+            return {}
+        stmt = select(Team).where(Team.name.in_(names))
+        teams = (await self._session.execute(stmt)).scalars().all()
+        return {t.name: t for t in teams}
+
+    async def add(self, team: Team) -> None:
+        self._session.add(team)
+        await self._session.flush()
+
+
+class LeagueRepository:
+    """联赛数据访问。"""
+
+    def __init__(self, session: AsyncSession) -> None:
+        self._session = session
+
+    async def get_by_code(self, code: str) -> League | None:
+        stmt = select(League).where(League.code == code)
+        return (await self._session.execute(stmt)).scalar_one_or_none()
+
+    async def get_or_create(self, code: str, name: str, country: str | None = None) -> League:
+        league = await self.get_by_code(code)
+        if league is None:
+            league = League(code=code, name=name, country=country)
+            self._session.add(league)
+            await self._session.flush()
+        return league
+
+    async def add(self, league: League) -> None:
+        self._session.add(league)
+        await self._session.flush()
+
+
+class PredictionRepository:
+    """预测记录数据访问。"""
+
+    def __init__(self, session: AsyncSession) -> None:
+        self._session = session
+
+    async def get_by_id(self, prediction_id: int) -> Prediction | None:
+        return await self._session.get(Prediction, prediction_id)
+
+    async def add(self, prediction: Prediction) -> None:
+        self._session.add(prediction)
+        await self._session.flush()
diff --git a/src/db/unit_of_work.py b/src/db/unit_of_work.py
new file mode 100644
index 0000000..1939205
--- /dev/null
+++ b/src/db/unit_of_work.py
@@ -0,0 +1,63 @@
+"""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
+"""
+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)。"""
+    session = AsyncSessionLocal()
+    uow = UnitOfWork(session)
+    try:
+        yield uow
+        if not uow.committed:
+            await uow.commit()
+    except Exception:
+        await uow.rollback()
+        raise
+    finally:
+        await uow.close()
diff --git a/src/llm/agents/orchestrator.py b/src/llm/agents/orchestrator.py
index 8d787cd..f261d89 100644
--- a/src/llm/agents/orchestrator.py
+++ b/src/llm/agents/orchestrator.py
@@ -11,6 +11,7 @@ from dataclasses import dataclass
 from src.core.config import settings
 from src.db.base import AsyncSessionLocal
 from src.db.models import Match, Prediction
+from src.db.unit_of_work import get_uow
 from src.llm.agents.base import AgentReport, AgentSpec, load_agent_prompt
 from src.llm.context_builder import (
     MatchHeader,
@@ -184,8 +185,9 @@ async def predict_match_multi(
         _reports_to_json(reports).encode("utf-8")
     ).hexdigest()
 
-    # 4. 存库
-    async with AsyncSessionLocal() as db:
+    # 4. 存库(使用 UnitOfWork)
+    async with get_uow() as uow:
+        db = uow.session
         m = await db.get(Match, match_id)
         if m is None:
             raise ValueError(f"match {match_id} not found")
@@ -218,7 +220,7 @@ async def predict_match_multi(
             input_hash=input_hash,
         )
         db.add(pred)
-        await db.commit()
+        await uow.commit()
         await db.refresh(pred)
 
         return MultiPredictResult(
diff --git a/src/llm/backtest.py b/src/llm/backtest.py
index c50d19a..aa62a35 100644
--- a/src/llm/backtest.py
+++ b/src/llm/backtest.py
@@ -11,8 +11,8 @@ from dataclasses import dataclass, field
 
 from sqlalchemy import and_, select
 
-from src.db.base import AsyncSessionLocal
-from src.db.models import League, Match, Prediction
+from src.db.models import League, Match
+from src.db.unit_of_work import get_uow
 from src.llm.eval import settle_prediction
 from src.llm.predict import predict_match
 
@@ -33,7 +33,7 @@ class BacktestMatchResult:
     pred_home: float | None
     pred_away: float | None
     pred_1x2: str | None
-    confidence: float | None
+    subjective_confidence: float | None
     correct_1x2: bool
     prediction_id: int
 
@@ -45,7 +45,7 @@ class BacktestSummary:
     scored: int
     accuracy_1x2: float | None = None
     avg_score_rmse: float | None = None
-    avg_confidence: float | None = None
+    avg_subjective_confidence: float | None = None
     calibration: list[dict] = field(default_factory=list)
     results: list[BacktestMatchResult] = field(default_factory=list)
 
@@ -108,9 +108,9 @@ async def run_backtest(
     Returns:
         BacktestSummary 含逐场结果 + 汇总统计
     """
-    async with AsyncSessionLocal() as db:
+    async with get_uow() as uow:
         matches = await _get_historical_matches(
-            db, league_id=league_id, date_from=date_from, date_to=date_to, limit=limit
+            uow.session, league_id=league_id, date_from=date_from, date_to=date_to, limit=limit
         )
 
     summary = BacktestSummary(total=len(matches), scored=0)
@@ -163,10 +163,10 @@ async def run_backtest(
         if errors:
             summary.avg_score_rmse = round(sum(errors) / len(errors), 2)
 
-        # 平均置信度
+        # 平均主观置信度
         confs = [r.subjective_confidence for r in summary.results if r.subjective_confidence is not None]
         if confs:
-            summary.avg_confidence = round(sum(confs) / len(confs), 2)
+            summary.avg_subjective_confidence = round(sum(confs) / len(confs), 2)
 
         # 校准:按置信度分桶,看实际准确率是否匹配
         summary.calibration = _compute_calibration(summary.results)
diff --git a/src/llm/eval.py b/src/llm/eval.py
index 01cf0df..1f90522 100644
--- a/src/llm/eval.py
+++ b/src/llm/eval.py
@@ -5,23 +5,22 @@ import logging
 
 from sqlalchemy import select
 
-from src.db.base import AsyncSessionLocal
 from src.db.models import Prediction
+from src.db.unit_of_work import get_uow
 
 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 AsyncSessionLocal() as db:
-        pred = await db.get(Prediction, prediction_id)
+    async with get_uow() as uow:
+        pred = await uow.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 db.commit()
-        await db.refresh(pred)
+        await uow.commit()
         return pred
 
 
@@ -36,12 +35,12 @@ def _actual_1x2(home: int, away: int) -> str:
 
 async def get_eval_summary() -> dict:
     """按 provider × 模型聚合评估。"""
-    async with AsyncSessionLocal() as db:
+    async with get_uow() as uow:
         stmt = (
             select(Prediction)
             .where(Prediction.settled == True)
         )
-        result = await db.execute(stmt)
+        result = await uow.session.execute(stmt)
         rows = list(result.scalars().all())
 
         from collections import defaultdict
@@ -76,6 +75,6 @@ async def get_eval_summary() -> dict:
                 "total": b["total"],
                 "accuracy_1x2": round(acc, 1),
                 "avg_score_rmse": round(avg_err, 2) if avg_err is not None else None,
-                "avg_confidence": round(avg_conf, 2) if avg_conf is not None else None,
+                "avg_subjective_confidence": round(avg_conf, 2) if avg_conf is not None else None,
             })
         return {"summary": summary}
diff --git a/src/llm/predict.py b/src/llm/predict.py
index 6408075..1f41c70 100644
--- a/src/llm/predict.py
+++ b/src/llm/predict.py
@@ -13,6 +13,7 @@ from threading import Lock
 from src.core.config import settings
 from src.db.base import AsyncSessionLocal
 from src.db.models import Match, Prediction
+from src.db.unit_of_work import get_uow
 from src.llm.context_builder import build_context
 from src.llm.provider import LLMProvider, get_default_provider
 
@@ -143,8 +144,9 @@ async def _predict_single(
     except Exception as e:
         raise RuntimeError(f"LLM 输出校验失败: {e}")
 
-    # 4. 存预测(独立 session,因为 context 用的是自己的 session)
-    async with AsyncSessionLocal() as db:
+    # 4. 存预测(使用 UnitOfWork 统一事务)
+    async with get_uow() as uow:
+        db = uow.session
         # 验证 match 存在
         m = await db.get(Match, match_id)
         if m is None:
@@ -188,4 +190,5 @@ 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