diff --git a/backend/app/crypto_agent/crypto_agent.py b/backend/app/crypto_agent/crypto_agent.py
index b81e84a..8786147 100644
--- a/backend/app/crypto_agent/crypto_agent.py
+++ b/backend/app/crypto_agent/crypto_agent.py
@@ -984,12 +984,26 @@ class CryptoAgent:
             position_value = margin * leverage if isinstance(margin, (int, float)) else 'N/A'
             position_value_display = f"${position_value:,.2f}" if isinstance(position_value, (int, float)) else "N/A"
 
+            # 从市场信号中获取入场方式
+            best_signal = self._get_best_signal_from_market(market_signal)
+            entry_type = best_signal.get('entry_type', 'market') if best_signal else 'market'
+            entry_type_text = '现价单' if entry_type == 'market' else '挂单等待'
+            entry_type_icon = '⚡' if entry_type == 'market' else '⏳'
+
+            # 根据入场方式显示不同的价格信息
+            if entry_type == 'market':
+                price_display = f"💵 **入场价**: ${current_price:,.2f} (现价)"
+            else:
+                entry_price = best_signal.get('entry_zone', current_price) if best_signal else current_price
+                price_display = f"💵 **挂单价**: ${entry_price:,.2f} (等待)"
+
             content_parts = [
                 f"{action_icon} **操作**: {decision_text} ({action_text})",
+                f"{entry_type_icon} **入场方式**: {entry_type_text}",
                 f"{position_display.replace(' ', ': **')} | 📈 信心度: **{confidence}%**",
                 f"",
                 f"💰 **持仓价值**: {position_value_display}",
-                f"💵 **入场价**: ${current_price:,.2f}",
+                price_display,
             ]
 
             if stop_loss:
@@ -997,14 +1011,12 @@ class CryptoAgent:
             if take_profit:
                 content_parts.append(f"🎯 **止盈价**: ${take_profit}")
 
+            # 简洁的决策理由和风险分析（各1句话）
             content_parts.append(f"")
-            content_parts.append(f"📝 **决策理由**:")
-            content_parts.append(f"{reasoning}")
+            content_parts.append(f"📝 **决策**: {reasoning}")
 
             if risk_analysis:
-                content_parts.append(f"")
-                content_parts.append(f"⚠️ **风险分析**:")
-                content_parts.append(f"{risk_analysis}")
+                content_parts.append(f"⚠️ **风险**: {risk_analysis}")
 
             content_parts.append(f"")
             content_parts.append(f"💼 模拟交易已执行")
diff --git a/backend/app/crypto_agent/trading_decision_maker.py b/backend/app/crypto_agent/trading_decision_maker.py
index c64f714..651f8c5 100644
--- a/backend/app/crypto_agent/trading_decision_maker.py
+++ b/backend/app/crypto_agent/trading_decision_maker.py
@@ -136,8 +136,8 @@ class TradingDecisionMaker:
   "position_size": "heavy/medium/light",
   "quantity": 1200,
   "confidence": 0-100,
-  "reasoning": "决策理由",
-  "risk_analysis": "风险分析",
+  "reasoning": "简洁的决策理由（1句话，15字以内）",
+  "risk_analysis": "核心风险点（1句话，15字以内）",
   "stop_loss": 65500,
   "take_profit": 67500,
   "notes": "其他说明"
@@ -151,12 +151,20 @@ class TradingDecisionMaker:
 - **position_size** 和 **quantity** 必须匹配（heavy 对应最大保证金金额）
 - **入场方式由市场信号决定**，你只需要根据市场信号的 `entry_type` 来执行交易
 
+## 输出简洁性要求（重要！）
+- **reasoning（决策理由）**：用1句话说清楚决策原因，不超过15个字
+  - ❌ 错误示例："由于市场信号显示强劲的上升趋势，且当前可用杠杆空间充足，因此决定开仓做多"
+  - ✅ 正确示例："A级信号，上升趋势明确，空间充足"
+- **risk_analysis（风险分析）**：用1句话指出核心风险，不超过15个字
+  - ❌ 错误示例："需要注意市场波动性增加可能带来的潜在亏损风险，同时关注止损位的设置"
+  - ✅ 正确示例："关注波动风险，止损设好"
+
 ## 注意事项
 1. **安全第一**：宁可错过机会，也不要冒过大风险
 2. **遵守杠杆限制**：总杠杆永远不超过 20 倍
 3. **理性决策**：不要被 FOMO 情绪左右
 4. **灵活应变**：根据市场变化调整策略
-5. **记录决策**：清晰记录决策理由，便于复盘
+5. **简洁输出**：决策理由和风险分析必须简明扼要
 
 记住：你是交易执行者，不是市场分析师。市场分析已经完成了，你只需要根据分析结果和当前状态做出理性的交易决策！
 """
diff --git a/backend/app/main.py b/backend/app/main.py
index 8cfb7b4..2c5b703 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -189,22 +189,31 @@ async def price_monitor_loop():
                         # 处理挂单成交事件
                         if event_type == 'order_filled':
                             side_text = "做多" if result.get('side') == 'long' else "做空"
+                            side_icon = '🟢' if result.get('side') == 'long' else '🔴'
                             grade = result.get('signal_grade', 'N/A')
 
-                            message = f"""✅ 挂单成交
+                            title = f"✅ 挂单成交 - {result.get('symbol')}"
 
-交易对: {result.get('symbol')}
-方向: {side_text}
-等级: {grade}
-挂单价: ${result.get('entry_price', 0):,.2f}
-成交价: ${result.get('filled_price', 0):,.2f}
-仓位: ${result.get('quantity', 0):,.0f}
-止损: ${result.get('stop_loss', 0):,.2f}
-止盈: ${result.get('take_profit', 0):,.2f}"""
+                            content_parts = [
+                                f"{side_icon} **方向**: {side_text}",
+                                f"",
+                                f"⭐ **信号等级**: {grade}",
+                                f"",
+                                f"💰 **挂单价**: ${result.get('entry_price', 0):,.2f}",
+                                f"🎯 **成交价**: ${result.get('filled_price', 0):,.2f}",
+                                f"📊 **持仓价值**: ${result.get('quantity', 0):,.0f}",
+                                f"",
+                                f"🛑 **止损价**: ${result.get('stop_loss', 0):,.2f}",
+                                f"🎯 **止盈价**: ${result.get('take_profit', 0):,.2f}"
+                            ]
+
+                            content = "\n".join(content_parts)
 
                             # 发送通知
-                            await feishu.send_text(message)
-                            await telegram.send_message(message)
+                            await feishu.send_card(title, content, "blue")
+                            if telegram:
+                                message = f"{title}\n\n{content}"
+                                await telegram.send_message(message)
                             logger.info(f"后台监控触发挂单成交: {result.get('order_id')} | {symbol}")
                             continue