diff --git a/trading_system/trade_recommender.py b/trading_system/trade_recommender.py
index 29604fc..f83a6dd 100644
--- a/trading_system/trade_recommender.py
+++ b/trading_system/trade_recommender.py
@@ -347,10 +347,21 @@ class TradeRecommender:
                 reasons.append("4H周期共振确认")
         
         # 推荐系统：默认不再输出“逆4H趋势”的推荐（用户反馈方向不对的主要来源）
-        # 如果未来需要放开，可做成配置项 ALLOW_COUNTER_TREND_RECOMMENDATIONS。
+        # 与交易策略一致：使用 BLOCK_LONG_WHEN_4H_DOWN / BLOCK_SHORT_WHEN_4H_UP 控制
+        block_long_4h_down = bool(config.TRADING_CONFIG.get("BLOCK_LONG_WHEN_4H_DOWN", False))
+        block_short_4h_up = bool(config.TRADING_CONFIG.get("BLOCK_SHORT_WHEN_4H_UP", True))
         if direction and trend_4h and trend_4h in ("up", "down"):
-            if (direction == 'BUY' and trend_4h == 'down') or (direction == 'SELL' and trend_4h == 'up'):
-                reasons.append("❌ 逆4H趋势，跳过推荐")
+            if block_long_4h_down and direction == 'BUY' and trend_4h == 'down':
+                reasons.append("❌ 4H趋势下跌，禁止开多（BLOCK_LONG_WHEN_4H_DOWN=true），跳过推荐")
+                return {
+                    'should_trade': False,
+                    'direction': direction,
+                    'reason': ', '.join(reasons) if reasons else '逆趋势',
+                    'strength': max(0, signal_strength - 2),
+                    'trend_4h': trend_4h
+                }
+            if block_short_4h_up and direction == 'SELL' and trend_4h == 'up':
+                reasons.append("❌ 4H趋势上涨，禁止开空（BLOCK_SHORT_WHEN_4H_UP=true），跳过推荐")
                 return {
                     'should_trade': False,
                     'direction': direction,