diff --git a/memory/.dreams/events.jsonl b/memory/.dreams/events.jsonl
index 537b19c..b33c018 100644
--- a/memory/.dreams/events.jsonl
+++ b/memory/.dreams/events.jsonl
@@ -35,3 +35,5 @@
 {"type":"memory.recall.recorded","timestamp":"2026-06-03T02:09:30.724Z","query":"小葵小葵群 chat_id 用户反馈发送","resultCount":1,"results":[{"path":"memory/2026-04-18.md","startLine":1,"endLine":5,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-06-05T02:12:53.027Z","query":"今天用户反馈发送 飞书微信 小葵小葵群","resultCount":6,"results":[{"path":"memory/2026-05-07.md","startLine":142,"endLine":175,"score":1},{"path":"memory/2026-05-07.md","startLine":86,"endLine":116,"score":1},{"path":"memory/2026-05-07.md","startLine":73,"endLine":91,"score":1},{"path":"memory/2026-05-07.md","startLine":46,"endLine":78,"score":1},{"path":"memory/2026-05-07.md","startLine":23,"endLine":50,"score":1},{"path":"memory/2026-05-07.md","startLine":1,"endLine":28,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-06-17T10:48:17.775Z","query":"微信 P0 实时告警 detect_p0_wechat crash","resultCount":5,"results":[{"path":"memory/2026-05-26.md","startLine":1,"endLine":24,"score":1},{"path":"memory/2026-05-25.md","startLine":21,"endLine":42,"score":1},{"path":"memory/2026-05-25.md","startLine":38,"endLine":44,"score":1},{"path":"memory/2026-05-27.md","startLine":22,"endLine":43,"score":1},{"path":"memory/2026-05-22.md","startLine":129,"endLine":158,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-18T02:18:32.754Z","query":"小葵小葵群 发送消息 定时任务 crontab","resultCount":1,"results":[{"path":"memory/2026-04-18.md","startLine":1,"endLine":5,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-18T02:18:46.478Z","query":"小葵小葵群 发送 消息 机制 定时 心跳","resultCount":1,"results":[{"path":"memory/2026-04-18.md","startLine":1,"endLine":5,"score":1}]}
diff --git a/memory/.dreams/short-term-recall.json b/memory/.dreams/short-term-recall.json
index f172cc0..6d56283 100644
--- a/memory/.dreams/short-term-recall.json
+++ b/memory/.dreams/short-term-recall.json
@@ -1,6 +1,6 @@
 {
   "version": 1,
-  "updatedAt": "2026-06-17T10:48:17.775Z",
+  "updatedAt": "2026-06-18T02:18:46.478Z",
   "entries": {
     "memory:memory/2026-04-18.md:1:5": {
       "key": "memory:memory/2026-04-18.md:1:5",
@@ -9,13 +9,13 @@
       "endLine": 5,
       "source": "memory",
       "snippet": "# 2026-04-18 工作日志 ## 术语共识 [李若松确认] 术语「飞书反馈消息数据库」默认指代用户反馈收集技能中的飞书内部测试反馈MySQL数据表 `vala_test.lark_group_message`，存储「内容测试问题反馈」群（oc_fabff7672e62a9ced7b326ee4a286c26）的同步消息数据。",
-      "recallCount": 11,
+      "recallCount": 13,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 11,
+      "totalScore": 13,
       "maxScore": 1,
       "firstRecalledAt": "2026-04-30T03:47:21.989Z",
-      "lastRecalledAt": "2026-06-03T02:09:30.724Z",
+      "lastRecalledAt": "2026-06-18T02:18:46.478Z",
       "queryHashes": [
         "353f9765c086",
         "a6b740c99377",
@@ -27,7 +27,9 @@
         "3fe44d618bf6",
         "06538386c796",
         "ce7929958572",
-        "ffaa95d422fd"
+        "ffaa95d422fd",
+        "663bcfbafe9e",
+        "34b2a25926fb"
       ],
       "recallDays": [
         "2026-04-30",
@@ -38,7 +40,8 @@
         "2026-05-27",
         "2026-05-28",
         "2026-06-02",
-        "2026-06-03"
+        "2026-06-03",
+        "2026-06-18"
       ],
       "conceptTags": [
         "vala-test.lark-group-message",
diff --git a/output/daily_feedback/ai_descriptions_feishu_2026-06-17.json b/output/daily_feedback/ai_descriptions_feishu_2026-06-17.json
new file mode 100644
index 0000000..ade5f97
--- /dev/null
+++ b/output/daily_feedback/ai_descriptions_feishu_2026-06-17.json
@@ -0,0 +1,45 @@
+{
+  "date": "2026-06-17",
+  "descriptions": [
+    {
+      "index": 1,
+      "description": "APP端进入磨耳朵功能时频繁发生闪退"
+    },
+    {
+      "index": 2,
+      "description": "iOS端退款后季度包权限未自动关闭，导致用户无法购买新的季度包。"
+    },
+    {
+      "index": 3,
+      "description": "荣耀平板上应用无法正相关人员用，当前仅能通过手动安装APK临时解决"
+    },
+    {
+      "index": 4,
+      "description": "相关人员排查图片中的异相关人员现，确认属相关人员用宝内部优化，非产品问题。"
+    },
+    {
+      "index": 5,
+      "description": "APP端用户报名7天内可自助退款，退款后季包取消，年包升级功能是否因此受影响存在疑问"
+    },
+    {
+      "index": 6,
+      "description": "应用宝渠道的应用安装时提示“优化中”无法完成安装，部分安卓设备可能无法直接安装APK文件。"
+    },
+    {
+      "index": 7,
+      "description": "提供给用户的两种下载方式链接均无法正相关人员载"
+    },
+    {
+      "index": 8,
+      "description": "相关人员提供的班主任APK链接在打开时提示找不到数据，但同一应用在应用宝搜索正常。"
+    },
+    {
+      "index": 9,
+      "description": "在荣耀已停售型号学习机上安装应用后，界面显示仍不正常。"
+    },
+    {
+      "index": 10,
+      "description": "讯飞学习机序章第1节知识巩固环节，用户读完单词后语音识别功能一直无法识别。"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/ai_descriptions_wechat_2026-06-17.json b/output/daily_feedback/ai_descriptions_wechat_2026-06-17.json
new file mode 100644
index 0000000..c346cc2
--- /dev/null
+++ b/output/daily_feedback/ai_descriptions_wechat_2026-06-17.json
@@ -0,0 +1,145 @@
+{
+  "date": "2026-06-17",
+  "descriptions": [
+    {
+      "index": 1,
+      "description": "荣耀平板使用产品功能时出现异常，目前只能通过安装APK临时解决"
+    },
+    {
+      "index": 2,
+      "description": "某相关人员频中有一句中相关人员有声音，需要确认是否为设计意图。"
+    },
+    {
+      "index": 3,
+      "description": "无明确问题"
+    },
+    {
+      "index": 4,
+      "description": "望远鲸设备上进入应用和做题过相关人员出现闪退和卡顿"
+    },
+    {
+      "index": 5,
+      "description": "在望远鲸设备上，入门测试环节出现闪退，且上课过相关人员存在卡顿现象。"
+    },
+    {
+      "index": 6,
+      "description": "在希沃V1设备投屏到电视的情况下，跟读功能可正相关人员音，但进入核心互动对话环节时无法收音。"
+    },
+    {
+      "index": 7,
+      "description": "相关人员询问投屏问题能否解决"
+    },
+    {
+      "index": 8,
+      "description": "无明确问题"
+    },
+    {
+      "index": 9,
+      "description": "无明确问题"
+    },
+    {
+      "index": 10,
+      "description": "视频播放至最后几秒时，画面下相关人员现了不应该显示的小字"
+    },
+    {
+      "index": 11,
+      "description": "应用宝上的某个优化是否属相关人员团队负责相关人员"
+    },
+    {
+      "index": 12,
+      "description": "用户在APP端进入磨耳朵功能时频繁闪退。"
+    },
+    {
+      "index": 13,
+      "description": "提供给班主相关人员APK下载链接跳转到了应用宝，且相关人员未发送过该链接，疑似链接分发错误。"
+    },
+    {
+      "index": 14,
+      "description": "无明确问题"
+    },
+    {
+      "index": 15,
+      "description": "季度包退款后购买年包，季包仍到账且无法升级课程"
+    },
+    {
+      "index": 16,
+      "description": "无明确问题"
+    },
+    {
+      "index": 17,
+      "description": "无明确问题"
+    },
+    {
+      "index": 18,
+      "description": "学员app内退款后季包被取消，能否进行年包升级"
+    },
+    {
+      "index": 19,
+      "description": "无明确问题"
+    },
+    {
+      "index": 20,
+      "description": "端内退款功能调用的接口需要确认并抓取"
+    },
+    {
+      "index": 21,
+      "description": "后台系统的数据库中未找到对应的退款记录"
+    },
+    {
+      "index": 22,
+      "description": "无明确问题"
+    },
+    {
+      "index": 23,
+      "description": "安卓设备通过应用宝安装APK时，应用宝显示优化界面导致无法完成安装。"
+    },
+    {
+      "index": 24,
+      "description": "自己的APK下载链接在点击时会跳转到应用宝"
+    },
+    {
+      "index": 25,
+      "description": "用户反馈通过提供的两种下载方式均无法完成下载。"
+    },
+    {
+      "index": 26,
+      "description": "测试用的APK链接打开后显示找不到数据，但在应用宝搜索正常。"
+    },
+    {
+      "index": 27,
+      "description": "在荣耀部分已停止维护的特定型号设备上，用户反馈应用界面仍无法正相关人员示"
+    },
+    {
+      "index": 28,
+      "description": "无明确问题"
+    },
+    {
+      "index": 29,
+      "description": "无明确问题"
+    },
+    {
+      "index": 30,
+      "description": "无明确问题"
+    },
+    {
+      "index": 31,
+      "description": "游戏过相关人员界面卡死，无法继续操作。"
+    },
+    {
+      "index": 32,
+      "description": "无明确问题"
+    },
+    {
+      "index": 33,
+      "description": "无明确问题"
+    },
+    {
+      "index": 34,
+      "description": "无明确问题"
+    },
+    {
+      "index": 35,
+      "description": "讯飞学习机上序章第1节知识巩固的语音识别功能无法识别用户朗读的单词。"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/cluster_context_2026-06-17.json b/output/daily_feedback/cluster_context_2026-06-17.json
new file mode 100644
index 0000000..9390785
--- /dev/null
+++ b/output/daily_feedback/cluster_context_2026-06-17.json
@@ -0,0 +1,743 @@
+{
+  "date": "2026-06-17",
+  "total_clusters": 10,
+  "clusters": [
+    {
+      "index": 1,
+      "_idx": 1,
+      "cluster_id": "566140067672295157",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "其他问题",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "我找下荣耀的人看看能不能排查出问题，目前除了让他在平板上装APK，没啥好办法\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: <?xml version=\"1.0\"?>\n<msg>\n\t<appmsg>\n\t\t<title><![CDATA[@其实我是喷🔥龙那现在荣耀平板这个怎么可以解决一下呢老师]]></title>\n\t\t<des />\n\t\t<type>57</type>\n\t\t<appattach>\n\t\t\t<cdnthumbaeskey />\n...",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 00:35:09"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "@其实我是喷🔥龙老师，这个学员刚刚录制了视频辛苦看下\n  ↳ 回复 其实我是喷🔥龙: 我找下荣耀的人看看能不能排查出问题，目前除了让他在平板上装APK，没啥好办法",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:04:49"
+        }
+      ]
+    },
+    {
+      "index": 2,
+      "_idx": 2,
+      "cluster_id": "3879660896734758345",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "其他问题",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "kevin",
+          "content": "这个么？",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:05:18"
+        },
+        {
+          "sender": "kevin",
+          "content": "[图片] 5d9ea13f1c7089e496c654d0071fd031 size:29960",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 17:05:18"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "这是应用宝的内部优化吧，不是我们的吧",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:06:39"
+        }
+      ]
+    },
+    {
+      "index": 3,
+      "_idx": 3,
+      "cluster_id": "1337521210118911098",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "启动/运行异常",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[视频] 10秒 size:2107786",
+          "msg_type": "video",
+          "media_url": "",
+          "time": "2026-06-17 17:08:12"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "17754657100用户从APP中进入磨耳朵，经常闪退，老师看下",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:09:17"
+        },
+        {
+          "sender": "kevin",
+          "content": "@八哥-16619720408  马上就可以更新成原生磨耳朵了吧？\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: 17754657100用户从APP中进入磨耳朵，经常闪退，老师看下",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:10:05"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "这里老师，先引导用户小程序使用吧\n  ↳ 回复 八哥-16619720408: 各位老师，同步一个消息，目前APP本身的磨耳朵功能适配问题较多，暂时无法进行很好的解决，刚才和ks还有研发大佬讨论一下，后续会由产品新出一个方案使用原生unity重新制作一个磨耳朵的版本，后续关于APP内用户反馈的磨耳朵的问题，先引导用户使用小程序来使用磨耳朵功能吧。如果有小程序磨耳朵的问题还是正常反馈。",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:10:03"
+        }
+      ]
+    },
+    {
+      "index": 4,
+      "_idx": 4,
+      "cluster_id": "4337049426514560547",
+      "location": {
+        "端": "iOS",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "其他问题",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "目前定的是下个版本",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:10:20"
+        },
+        {
+          "sender": "kevin",
+          "content": "[OK] 哦",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:10:59"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "599退款成功了？",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:15:42"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "是怎么操作的，仅退款么？看起来用户的季度包权限没有关闭啊",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:16:53"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "仅退款的用户，他已经有一个包了，没有办法再增加4个季度包",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:19:10"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "所以他到底是退货退款还是仅退款",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:22:49"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "我看了一下这个用户是ios的订单",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:24:44"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "看起来是这个订单",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:25:03"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "[图片] b615bd967ef2e22ba1c50e115b3a56ce size:48603",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 17:25:03"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "可能得看一下ios退款的调用是不是有问题了",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:25:17"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "https://a.app.qq.com/o/simple.jsp?pkgname=com.makee.PlanetVala",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:55:47"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "这个链接是咱们给到班主任的发给用户的apk么@八哥-16619720408 ，如果是的话，这个我点击跳转的是应用宝\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: https://a.app.qq.com/o/simple.jsp?pkgname=com.makee.PlanetVala",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:58:39"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "我搜了我的聊天记录我没有发过这个连接啊\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: https://a.app.qq.com/o/simple.jsp?pkgname=com.makee.PlanetVala",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:03:56"
+        },
+        {
+          "sender": "丹咪尼🌹",
+          "content": "[图片] 0c61f67d9b67e3908bbd1ab55ef7b133 size:10738",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 18:04:33"
+        }
+      ]
+    },
+    {
+      "index": 5,
+      "_idx": 5,
+      "cluster_id": "6701556867846442221",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "其他问题",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "王虹茗",
+          "content": "app里怎么能支持仅退款呢，这是个bug吧？",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:19:54"
+        },
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "学员app里面报名的，7天内可以直接app上面操作退款的，退款以后季包就没有了，那么年包就能升级吧？我之前有两个用户就是这样升级的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:21:45"
+        }
+      ]
+    },
+    {
+      "index": 6,
+      "_idx": 6,
+      "cluster_id": "3348093639619616434",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": "UI"
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "UI显示类",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[聊天记录] 稳稳的幸福和瓦拉英语-花花班主任（早10晚7）\n稳稳的幸福: 安装包不行，跟刚才发你的视频一样，说你们在优化\n稳稳的幸福: 这个问题再解决不了，我们还是退课吧\n瓦拉英语-花花班主任（早10晚7）: [图片]\n瓦拉英语-花花班主任（早10晚7）: \"安装包不行，跟刚才发你的视频一样，说你们在优化\"\n------\n这个界面截图给我一下\n稳稳的幸福: [图片]\n瓦拉英语-花花班主任（早10晚7）: \"[图片]\"\n------\n那再试试这个呢\n稳稳的幸福: 正在试着\n稳稳的幸福: [图片]\n稳稳的幸福: 大约多长时间。\n稳稳的幸福: [图片]",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:44:30"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "这个录像是应用宝内部优化，不是我们，所以看看应用宝是不是最新版本，其他的设备应用宝都是正常的。\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: <msg><appmsg><title>稳稳的幸福和瓦拉英语-花花班主任（早10晚7）</title><type>19</type><url>https://support.weixin.qq.com/cgi-bin/mmsupport-bin/readtemplate?t=page/favorite_record__...",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:49:24"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "@其实我是喷🔥龙老师这个学员安装问题大概什么时候可以解决下，家长想退课了",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:45:23"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "咱们给他APK的链接了么\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: @其实我是喷🔥龙老师这个学员安装问题大概什么时候可以解决下，家长想退课了",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:46:46"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "他的应用宝是最新版本么",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:46:59"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "另外就是给用户apk的链接，在浏览器上直接下载安装",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:49:43"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "给过了",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:49:51"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[图片] 36a885fc2d51111f3313d0ffac80fa1c",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 17:50:05"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "显示这个界面",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:50:15"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[图片] 4026c59a57f6570bb2f8c38b29198890",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 17:56:55"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "但是我怀疑他的设备没有办法直接安装apk\n  ↳ 回复 瓦拉英语-花花班主任（早10晚7）: 25984982255687221@openim:\n<?xml version=\"1.0\"?>\n<msg>\n\t<img aeskey=\"c885af326c22549cc1cb23d58eca1848\" encryver=\"0\" cdnthumbaeskey=\"\" cdnthumburl=\"\" cdnthumbleng...",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:00:01"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "试一下吧，18年发行的设备，很老了\n  ↳ 回复 八哥-16619720408: <msg><appmsg appid=\"\" sdkver=\"0\"><title>但是我怀疑他的设备没有办法直接安装apk</title><des></des><action></action><type>57</type><showtype>0</showtype><soundtype>0</soundtype><me...",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:01:09"
+        }
+      ]
+    },
+    {
+      "index": 7,
+      "_idx": 7,
+      "cluster_id": "8204473995338763349",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "其他问题",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "不是啊",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:54:23"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "@瓦拉英语-花花班班 给用户的链接发群里看一眼",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:55:01"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[图片] 099bc1dccc8f386b84c9fd734e571485",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 17:55:52"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "这两种下载方式都发给家长了，全都无法下载",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:56:03"
+        }
+      ]
+    },
+    {
+      "index": 8,
+      "_idx": 8,
+      "cluster_id": "441113945490805034",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": "UI"
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "UI显示类",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "而且显示找不到数据",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:58:45"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "这个地址不是我发的。",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:58:57"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "辛苦给个对的\n  ↳ 回复 八哥-16619720408: 这个地址不是我发的。",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 17:59:18"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "但是我在应用宝搜索是正常的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:59:00"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "@Constance啊 班主任的apk链接哪儿来的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:59:12"
+        }
+      ]
+    },
+    {
+      "index": 9,
+      "_idx": 9,
+      "cluster_id": "3592041222549084831",
+      "location": {
+        "端": "移动端",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": "UI"
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "UI显示类",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "https://static.valavala.com/vala_apk/webapk/vala_41.apk\n这才是咱们的官网地址",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 17:59:37"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "@瓦拉英语-花花班班 更新一下你的链接，让用户试试这个\n  ↳ 回复 八哥-16619720408: https://static.valavala.com/vala_apk/webapk/vala_41.apk\n这才是咱们的官网地址",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:00:19"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "所有对外服务端的老师统一一下apk链接\n  ↳ 回复 八哥-16619720408: https://static.valavala.com/vala_apk/webapk/vala_41.apk\n这才是咱们的官网地址",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:03:32"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "@瓦拉英语-花花班班 老师用这个试试，目前这个是最后的办法，荣耀的其他设备、应用宝这些我们查了都是对的\n  ↳ 回复 八哥-16619720408: https://static.valavala.com/vala_apk/webapk/vala_41.apk\n这才是咱们的官网地址",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:12:12"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "好的👌🏻",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:01:50"
+        },
+        {
+          "sender": "Constance啊",
+          "content": "之前飞哥给的\n  ↳ 回复 其实我是喷🔥龙: @Constance啊 班主任的apk链接哪儿来的",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:01:53"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "[苦涩]啊？",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:02:02"
+        },
+        {
+          "sender": "Constance啊",
+          "content": "就上次荣耀出问题的时候",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:02:22"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "丹丹下午刚给我的链接",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:02:43"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "@丹咪尼🌹 你给的链接哪儿来的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:03:12"
+        },
+        {
+          "sender": "Constance啊",
+          "content": "应用宝的链接吗，很早之前威哥给的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:04:45"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "应用宝的连接是对的，没错",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:05:29"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "所以我们用apk应该用哪个更保险一些",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:05:54"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "是不是官网风险更低",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:06:05"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "没有应用宝风险低，官网包提审的时候更新会慢一点。\n  ↳ 回复 其实我是喷🔥龙: 是不是官网风险更低",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:07:18"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "应用宝是覆盖率更高的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:06:22"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "但是上面的那个应用宝的链接我点开是不可用的",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:07:38"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "试试呢",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:07:43"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "你是鸿蒙5.0的系统吧",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:07:58"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "不是，4.3",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:08:05"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "[图片] 34de0684932ba73c913dce55a3386143 size:461869",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 18:08:39"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "[图片] 563371894675b84d9f84d8465eaf2869 size:368806",
+          "msg_type": "image",
+          "media_url": "",
+          "time": "2026-06-17 18:09:00"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "这个是我手机上应用宝的搜索\n  ↳ 回复 其实我是喷🔥龙: <msg><img aeskey=\"8b1f380e816d6c98ba10351601a5d950\" encryver=\"1\" cdnthumbaeskey=\"8b1f380e816d6c98ba10351601a5d950\" cdnthumburl=\"305f020100044b30490201000204f629...",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:09:08"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "@瓦拉英语-花花班主任（早10晚7） 刚刚也测试了应用宝的apk链接，也是正常的，所以最终可能结论会是用户的设备限制",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:19:16"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[聊天记录] 稳稳的幸福和瓦拉英语-花花班主任（早10晚7）\n稳稳的幸福: [图片]\n稳稳的幸福: 还是这个样子",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 18:24:52"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "用户显示还是不行",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:25:57"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "他的小袁学习机用新的apk链接嘞？",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:26:32"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "荣耀那边帮不上忙，这个型号不售卖也不维护了，并不能帮我们联调",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:26:57"
+        },
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "嗯嗯我让她再试试学习机",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:31:03"
+        },
+        {
+          "sender": "其实我是喷🔥龙",
+          "content": "辛苦～",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 18:31:22"
+        }
+      ]
+    },
+    {
+      "index": 10,
+      "_idx": 10,
+      "cluster_id": "6643356208725562858",
+      "location": {
+        "端": "移动端",
+        "环节": "知识巩固",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "语音识别/判分类",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "瓦拉英语-益达老师",
+          "content": "[视频] 41秒 size:5367162",
+          "msg_type": "video",
+          "media_url": "",
+          "time": "2026-06-17 21:24:01"
+        },
+        {
+          "sender": "瓦拉英语-益达老师",
+          "content": "用户手机号：18588628209，讯飞学习机，家长反馈序章第1节知识巩固语音识别功能有问题，读完单词一直识别不了，辛苦老师们帮忙查看一下是什么原因～",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 21:24:06"
+        },
+        {
+          "sender": "嘿哈",
+          "content": "这个上传一下日志吧，得雷哥明天看一下了\n  ↳ 回复 瓦拉英语-益达老师: 用户手机号：18588628209，讯飞学习机，家长反馈序章第1节知识巩固语音识别功能有问题，读完单词一直识别不了，辛苦老师们帮忙查看一下是什么原因～",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 21:25:00"
+        },
+        {
+          "sender": "瓦拉英语-益达老师",
+          "content": "用户21:39已上传日志，辛苦老师们明天帮忙看下～\n  ↳ 回复 瓦拉英语-益达老师: 用户手机号：18588628209，讯飞学习机，家长反馈序章第1节知识巩固语音识别功能有问题，读完单词一直识别不了，辛苦老师们帮忙查看一下是什么原因～",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-06-17 21:41:23"
+        },
+        {
+          "sender": "瓦拉英语-益达老师",
+          "content": "好的，我引导用户上传一下～",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-06-17 21:26:21"
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/飞书反馈_2026-06-18.xlsx b/output/daily_feedback/飞书反馈_2026-06-18.xlsx
new file mode 100644
index 0000000..72bfdc7
Binary files /dev/null and b/output/daily_feedback/飞书反馈_2026-06-18.xlsx differ
diff --git a/scripts/__pycache__/ai_summarize_feedback.cpython-312.pyc b/scripts/__pycache__/ai_summarize_feedback.cpython-312.pyc
new file mode 100644
index 0000000..aaf9473
Binary files /dev/null and b/scripts/__pycache__/ai_summarize_feedback.cpython-312.pyc differ
diff --git a/scripts/ai_summarize_feedback.py b/scripts/ai_summarize_feedback.py
index 1ae182b..45114fe 100644
--- a/scripts/ai_summarize_feedback.py
+++ b/scripts/ai_summarize_feedback.py
@@ -387,7 +387,7 @@ def dispatch_summary_to_group(date_str, summary_md, channel="feishu"):
     token = json.loads(urllib.request.urlopen(req, timeout=10).read())["tenant_access_token"]
     
     # 构建 post 消息
-    label_prefix = "" if date_str.startswith(("微信-", "飞书-")) else "飞书-"
+    label_prefix = "微信-" if channel == "wechat" else "飞书-"
     title = f"📋 {label_prefix}{date_str} 用户反馈问题归纳"
     
     content_parts = []