diff --git a/data/last_wechat_sync_id b/data/last_wechat_sync_id
index 2907ff5..b67470f 100644
--- a/data/last_wechat_sync_id
+++ b/data/last_wechat_sync_id
@@ -1 +1 @@
-1583
+1600
diff --git a/output/daily_feedback/ai_descriptions_feishu_2026-05-22.json b/output/daily_feedback/ai_descriptions_feishu_2026-05-22.json
new file mode 100644
index 0000000..8cc8de5
--- /dev/null
+++ b/output/daily_feedback/ai_descriptions_feishu_2026-05-22.json
@@ -0,0 +1,17 @@
+{
+  "date": "2026-05-22",
+  "descriptions": [
+    {
+      "index": 1,
+      "description": "语音识别功能无法正相关人员用"
+    },
+    {
+      "index": 2,
+      "description": "后台无法查看到用户的相关数据"
+    },
+    {
+      "index": 3,
+      "description": "无明确问题"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/ai_descriptions_wechat_2026-05-22.json b/output/daily_feedback/ai_descriptions_wechat_2026-05-22.json
new file mode 100644
index 0000000..d33bf6f
--- /dev/null
+++ b/output/daily_feedback/ai_descriptions_wechat_2026-05-22.json
@@ -0,0 +1,97 @@
+{
+  "date": "2026-05-22",
+  "descriptions": [
+    {
+      "index": 1,
+      "description": "iPad第8代在“我的飞船”和商店购买环节出现持续闪退。"
+    },
+    {
+      "index": 2,
+      "description": "用户在飞船和商店购买道具时出现闪退。"
+    },
+    {
+      "index": 3,
+      "description": "无明确问题"
+    },
+    {
+      "index": 4,
+      "description": "无明确问题"
+    },
+    {
+      "index": 5,
+      "description": "无明确问题"
+    },
+    {
+      "index": 6,
+      "description": "无明确问题"
+    },
+    {
+      "index": 7,
+      "description": "无明确问题"
+    },
+    {
+      "index": 8,
+      "description": "无明确问题"
+    },
+    {
+      "index": 9,
+      "description": "无明确问题"
+    },
+    {
+      "index": 10,
+      "description": "在手机端英语学习关卡中，语音识别功能无法正相关人员别用户语音。"
+    },
+    {
+      "index": 11,
+      "description": "用户上传视频和图片后，后台未显示相关用户数据。"
+    },
+    {
+      "index": 12,
+      "description": "无明确问题"
+    },
+    {
+      "index": 13,
+      "description": "小相关人员熏听过相关人员间部分没有声音"
+    },
+    {
+      "index": 14,
+      "description": "无明确问题"
+    },
+    {
+      "index": 15,
+      "description": "无明确问题"
+    },
+    {
+      "index": 16,
+      "description": "无明确问题"
+    },
+    {
+      "index": 17,
+      "description": "鸿蒙系统上每次进入课相关人员时较长，且更新后仍然没有声音。"
+    },
+    {
+      "index": 18,
+      "description": "无明确问题"
+    },
+    {
+      "index": 19,
+      "description": "无明确问题"
+    },
+    {
+      "index": 20,
+      "description": "无明确问题"
+    },
+    {
+      "index": 21,
+      "description": "无明确问题"
+    },
+    {
+      "index": 22,
+      "description": "无明确问题"
+    },
+    {
+      "index": 23,
+      "description": "无明确问题"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/cluster_context_2026-05-22.json b/output/daily_feedback/cluster_context_2026-05-22.json
index 534238f..b8e4e6f 100644
--- a/output/daily_feedback/cluster_context_2026-05-22.json
+++ b/output/daily_feedback/cluster_context_2026-05-22.json
@@ -1,215 +1,40 @@
 {
   "date": "2026-05-22",
-  "total_clusters": 4,
+  "total_clusters": 3,
   "clusters": [
     {
       "index": 1,
-      "cluster_id": "om_x100b6fdc17bcbcb4c3bcdc77e58cf57",
+      "cluster_id": "5130924141315022719",
       "location": {
         "端": "未知",
         "环节": "未知",
-        "课程": "4-4",
-        "角色/组件": "音频、组件、UI、数据"
+        "课程": "",
+        "角色/组件": ""
       },
-      "priority": "P1",
+      "priority": "P2",
       "priority_detail": "",
-      "category": "声音/音频类",
-      "conclusion": "**当前问题排查结论：** 非问题，设计如此",
+      "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": "童瑶",
-          "content": "@庞鸿潇 @毋益飞 Hello，U13-15交叉测改已完成，已部署到灰度。",
+          "sender": "瓦拉英语-萌萌老师（早10晚7）",
+          "content": "13850883867  语音识别不进去",
           "msg_type": "text",
           "media_url": "",
-          "time": "2026-05-21 12:09:00"
+          "time": "2026-05-22 15:25:41"
         },
         {
-          "sender": "毋益飞",
-          "content": "是可以准备发布了嘛？",
-          "msg_type": "text",
+          "sender": "嘿哈",
+          "content": "这个是具体哪一关呢\n  ↳ 回复 瓦拉英语-萌萌老师（早10晚7）: 13850883867  语音识别不进去",
+          "msg_type": "link",
           "media_url": "",
-          "time": "2026-05-21 12:18:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "@童瑶 童瑶老师，U13的单词和句子界面是空的，这是没配知识点吗",
-          "msg_type": "post_text",
-          "media_url": "",
-          "time": "2026-05-21 19:02:00"
-        },
-        {
-          "sender": "童瑶",
-          "content": "@俞凯歌 稍等 我看下\n这是 某个具体互动吗？",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 19:07:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "每个关卡这里点开都能看相关的知识点，按lesson维度的，现在应该U13每个关卡点开都是空的",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 19:08:00"
-        },
-        {
-          "sender": "童瑶",
-          "content": "@俞凯歌 这个在问了哈，暂时不知道配置流程～",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 19:16:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "@童瑶 童瑶老师，看图选词的学习流程里应该有跟读吗，文本引导上说是有朗读的，但实际没有",
-          "msg_type": "post_text",
-          "media_url": "",
-          "time": "2026-05-21 20:56:00"
-        },
-        {
-          "sender": "童瑶",
-          "content": "@俞凯歌 不应该",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:13:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "@童瑶 那这个引导语需要调整吗",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:14:00"
-        },
-        {
-          "sender": "童瑶",
-          "content": "@俞凯歌 这个引导语是大模型生的。可能是AI解析的问题，我重刷一下json吧",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:18:00"
-        },
-        {
-          "sender": "胡陈辰",
-          "content": "媒体文件: 948c19411de7.png",
-          "msg_type": "image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/948c19411de7.png",
-          "time": "2026-05-21 21:30:00"
-        },
-        {
-          "sender": "胡陈辰",
-          "content": "媒体文件: 6378ea9b936a.mov",
-          "msg_type": "media",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/video/2026-05-21/6378ea9b936a.mov",
-          "time": "2026-05-21 21:30:00"
-        },
-        {
-          "sender": "胡陈辰",
-          "content": "@@刘彦江 改一下",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:30:00"
-        },
-        {
-          "sender": "刘彦江",
-          "content": "@胡陈辰 好的，收到",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 22:20:00"
-        },
-        {
-          "sender": "胡陈辰",
-          "content": "单独说tv或television都会错，4-4",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:31:00"
-        },
-        {
-          "sender": "童瑶",
-          "content": "@俞凯歌@陈瑞娇  1213313 看图选词 和 1213408 对话组句 好了，推到灰度了",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:31:00"
-        },
-        {
-          "sender": "胡陈辰",
-          "content": "媒体文件: c4432d393f0e.png",
-          "msg_type": "image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/c4432d393f0e.png",
-          "time": "2026-05-21 21:46:00"
-        },
-        {
-          "sender": "陈瑞娇",
-          "content": "@童瑶 老师，U13-4，对话组句，1213408，题干是不是多了“（音频）”？",
-          "msg_type": "post_text",
-          "media_url": "",
-          "time": "2026-05-21 21:03:00"
-        },
-        {
-          "sender": "陈瑞娇",
-          "content": "@童瑶 老师，U13-4，听力选择，1213406，没有配重点句是吗？",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:08:00"
-        },
-        {
-          "sender": "童瑶",
-          "content": "@陈瑞娇 对的，应该是选配。",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:14:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "图片 (2/2)",
-          "msg_type": "post_image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/64847e2ae97d_img1.png",
-          "time": "2026-05-21 19:14:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "图片 (1/2)",
-          "msg_type": "post_image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/64847e2ae97d_img0.png",
-          "time": "2026-05-21 19:14:00"
-        },
-        {
-          "sender": "毋益飞",
-          "content": "灰度",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 19:14:00"
-        },
-        {
-          "sender": "黄挥伟",
-          "content": "灰度还是测试服？",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 19:14:00"
-        },
-        {
-          "sender": "胡陈辰",
-          "content": "@毋益飞 这个spine有bug，江涛设计的时候不是闭眼睛的，现在都是闭着眼皮子",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 21:46:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "@童瑶 老师麻烦看下U13-3的看图选词是不是没有配置图片呢，这边前端说是资源不存在，我在后台组件数据里也没看到有图",
-          "msg_type": "post_text",
-          "media_url": "",
-          "time": "2026-05-21 19:14:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "@童瑶 这个问题现在好了，可能是灰度部署的问题",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 19:35:00"
+          "time": "2026-05-22 15:30:15"
         }
       ]
     },
     {
       "index": 2,
-      "cluster_id": "om_x100b6fd9b05920a4c3171b8fed2c5ec",
+      "cluster_id": "6910690797229207606",
       "location": {
         "端": "未知",
         "环节": "未知",
@@ -222,73 +47,24 @@
       "conclusion": "**当前问题排查结论：** 暂无结论排查中",
       "messages": [
         {
-          "sender": "李雷",
-          "content": "媒体文件: a8c55e4a3670.png",
-          "msg_type": "image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/a8c55e4a3670.png",
-          "time": "2026-05-21 18:34:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "重名了，一个ogg,一个mp3",
-          "msg_type": "text",
+          "sender": "瓦拉英语-萌萌老师（早10晚7）",
+          "content": "[聊天记录] 春暖花开和瓦拉英语-萌萌老师（早10晚7）\n春暖花开: [视频]\n春暖花开: [图片]",
+          "msg_type": "link",
           "media_url": "",
-          "time": "2026-05-21 18:35:00"
+          "time": "2026-05-22 15:25:42"
         },
         {
-          "sender": "庞鸿潇",
-          "content": "se_Spaceship_TV_Food删除此ogg",
-          "msg_type": "text",
+          "sender": "嘿哈",
+          "content": "这个让用户上传一下日志吧，我们这边后台没看到用户的数据\n  ↳ 回复 瓦拉英语-萌萌老师（早10晚7）: <msg><appmsg appid=\"\" sdkver=\"0\"><title>春暖花开和瓦拉英语-萌萌老师（早10晚7）</title><des></des><action></action><type>19</type><showtype>0</showtype><soundtype>0</soundtype><m...",
+          "msg_type": "link",
           "media_url": "",
-          "time": "2026-05-21 18:39:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "媒体文件: f28f74c5528a.png",
-          "msg_type": "image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/f28f74c5528a.png",
-          "time": "2026-05-21 18:39:00"
-        },
-        {
-          "sender": "庞鸿潇",
-          "content": "这块的资源管理是张骜和策划们",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 18:41:00"
-        },
-        {
-          "sender": "俞凯歌",
-          "content": "图片 (1/1)",
-          "msg_type": "post_image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/3416a57a950b_img0.png",
-          "time": "2026-05-21 19:02:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "ogg是张骜提的",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 18:40:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "@庞鸿潇  这资源是谁来管理的？",
-          "msg_type": "post_text",
-          "media_url": "",
-          "time": "2026-05-21 18:35:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "图片 (1/1)",
-          "msg_type": "post_image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/7b06e2ff359e_img0.png",
-          "time": "2026-05-21 18:35:00"
+          "time": "2026-05-22 15:49:32"
         }
       ]
     },
     {
       "index": 3,
-      "cluster_id": "om_x100b6fda5dfa0cacb2073a87f1cf262",
+      "cluster_id": "41336832943457695",
       "location": {
         "端": "未知",
         "环节": "未知",
@@ -298,65 +74,21 @@
       "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",
+      "conclusion": "**当前问题排查结论：** 已上传日志，排查中",
       "messages": [
         {
-          "sender": "庞鸿潇",
-          "content": "如果一定要删除一个的话",
+          "sender": "嘿哈",
+          "content": "让用户上传一下日志吧",
           "msg_type": "text",
           "media_url": "",
-          "time": "2026-05-21 18:40:00"
+          "time": "2026-05-22 18:31:50"
         },
         {
-          "sender": "庞鸿潇",
-          "content": "对 删除这个ogg,我刚测试 这个出现的时候调用的是mp3",
-          "msg_type": "text",
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "上传日志了，但后面的又不知道咋滴好了，看看是否还需要排查@八哥-16619720408\n  ↳ 回复 嘿哈: 让用户上传一下日志吧",
+          "msg_type": "link",
           "media_url": "",
-          "time": "2026-05-21 18:40:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "15号刚又提了mp3版本的",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 18:40:00"
-        },
-        {
-          "sender": "李雷",
-          "content": "好的。",
-          "msg_type": "text",
-          "media_url": "",
-          "time": "2026-05-21 18:41:00"
-        }
-      ]
-    },
-    {
-      "index": 4,
-      "cluster_id": "om_x100b6fc4400fd4a8b4a73ed21077578_img0",
-      "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": "俞凯歌",
-          "content": "图片 (1/1)",
-          "msg_type": "post_image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/73ed21077578_img0.png",
-          "time": "2026-05-21 20:56:00"
-        },
-        {
-          "sender": "陈瑞娇",
-          "content": "图片 (1/1)",
-          "msg_type": "post_image",
-          "media_url": "https://static.valavala.com/vala_llm/user_feedback/image/2026-05-21/31ca6d304d46_img0.png",
-          "time": "2026-05-21 21:03:00"
+          "time": "2026-05-22 18:51:50"
         }
       ]
     }
diff --git a/output/daily_feedback/wechat_cluster_context_2026-05-22.json b/output/daily_feedback/wechat_cluster_context_2026-05-22.json
new file mode 100644
index 0000000..924d902
--- /dev/null
+++ b/output/daily_feedback/wechat_cluster_context_2026-05-22.json
@@ -0,0 +1,374 @@
+{
+  "date": "2026-05-22",
+  "clusters": [
+    {
+      "index": 1,
+      "cluster_id": "2363445500650133937",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "[聊天记录] 子曦和瓦拉英语-花花班班（早10晚7-周末休息）\n子曦: [图片]\n子曦: 型号名称就是iPad第8代呀\n子曦: 有什么问题呢？\n子曦: 花花，孩子今天在ipad上玩瓦拉的时候还是一直闪退呀\n子曦: 上次技术有说怎么回事吗？\n瓦拉英语-花花班班（早10晚7-周末休息）: 是在哪里会闪退？\n子曦: 我的飞船，还有商店买东西的时候",
+          "msg_type": "link",
+          "time": "2026-05-22 08:52:11",
+          "message_id": "2363445500650133937",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 2,
+      "cluster_id": "3769962404899794338",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "用户在我的飞船，还有商店买东西的时候会闪退，老师看下",
+          "msg_type": "text",
+          "time": "2026-05-22 08:53:36",
+          "message_id": "3769962404899794338",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 3,
+      "cluster_id": "2150662586849427253",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "Yin",
+          "content": "今天热更后会解决",
+          "msg_type": "text",
+          "time": "2026-05-22 08:54:18",
+          "message_id": "2150662586849427253",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 4,
+      "cluster_id": "7368862018140071137",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
+          "content": "好的👌🏻",
+          "msg_type": "text",
+          "time": "2026-05-22 09:33:55",
+          "message_id": "7368862018140071137",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 5,
+      "cluster_id": "73423638800780598",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "[聊天记录] yanping 和瓦拉英语-露露班班（早10晚7）\nyanping: [视频]\nyanping: [视频]\nyanping: [视频]\nyanping: [视频]\nyanping: [图片]\nyanping: [图片]\nyanping: [图片]",
+          "msg_type": "link",
+          "time": "2026-05-22 14:27:56",
+          "message_id": "73423638800780598",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 6,
+      "cluster_id": "2655471957426195456",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "这问题今天更新了，可以让用户今天更新一下再试试",
+          "msg_type": "text",
+          "time": "2026-05-22 14:29:02",
+          "message_id": "2655471957426195456",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 7,
+      "cluster_id": "5682674597726308368",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "好的 跟鸿蒙没有关系哈~",
+          "msg_type": "text",
+          "time": "2026-05-22 14:29:33",
+          "message_id": "5682674597726308368",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 8,
+      "cluster_id": "1949184769440814002",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "是的",
+          "msg_type": "text",
+          "time": "2026-05-22 14:30:04",
+          "message_id": "1949184769440814002",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 9,
+      "cluster_id": "6790702273800852648",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "[表情]",
+          "msg_type": "sticker",
+          "time": "2026-05-22 14:32:53",
+          "message_id": "6790702273800852648",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 10,
+      "cluster_id": "5130924141315022719",
+      "message_count": 2,
+      "messages": [
+        {
+          "sender": "瓦拉英语-萌萌老师（早10晚7）",
+          "content": "13850883867  语音识别不进去",
+          "msg_type": "text",
+          "time": "2026-05-22 15:25:41",
+          "message_id": "5130924141315022719",
+          "quote_message_id": ""
+        },
+        {
+          "sender": "嘿哈",
+          "content": "这个是具体哪一关呢\n  ↳ 回复 瓦拉英语-萌萌老师（早10晚7）: 13850883867  语音识别不进去",
+          "msg_type": "link",
+          "time": "2026-05-22 15:30:15",
+          "message_id": "3270648814816425293",
+          "quote_message_id": "5130924141315022719"
+        }
+      ]
+    },
+    {
+      "index": 11,
+      "cluster_id": "6910690797229207606",
+      "message_count": 2,
+      "messages": [
+        {
+          "sender": "瓦拉英语-萌萌老师（早10晚7）",
+          "content": "[聊天记录] 春暖花开和瓦拉英语-萌萌老师（早10晚7）\n春暖花开: [视频]\n春暖花开: [图片]",
+          "msg_type": "link",
+          "time": "2026-05-22 15:25:42",
+          "message_id": "6910690797229207606",
+          "quote_message_id": ""
+        },
+        {
+          "sender": "嘿哈",
+          "content": "这个让用户上传一下日志吧，我们这边后台没看到用户的数据\n  ↳ 回复 瓦拉英语-萌萌老师（早10晚7）: <msg><appmsg appid=\"\" sdkver=\"0\"><title>春暖花开和瓦拉英语-萌萌老师（早10晚7）</title><des></des><action></action><type>19</type><showtype>0</showtype><soundtype>0</soundtype><m...",
+          "msg_type": "link",
+          "time": "2026-05-22 15:49:32",
+          "message_id": "8022412149113145970",
+          "quote_message_id": "6910690797229207606"
+        }
+      ]
+    },
+    {
+      "index": 12,
+      "cluster_id": "7249717168758573160",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "[视频] 45秒 size:1936392",
+          "msg_type": "video",
+          "time": "2026-05-22 17:30:19",
+          "message_id": "7249717168758573160",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 13,
+      "cluster_id": "7931056464421076120",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "小程序熏听中间部分没声音了",
+          "msg_type": "text",
+          "time": "2026-05-22 17:31:21",
+          "message_id": "7931056464421076120",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 14,
+      "cluster_id": "4979927331710588507",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "一_FVision",
+          "content": "[表情]",
+          "msg_type": "sticker",
+          "time": "2026-05-22 17:43:36",
+          "message_id": "4979927331710588507",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 15,
+      "cluster_id": "2950674357002298586",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "[视频] 9秒 size:1980801",
+          "msg_type": "video",
+          "time": "2026-05-22 18:29:34",
+          "message_id": "2950674357002298586",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 16,
+      "cluster_id": "8964067901196184455",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "[视频] 14秒 size:3221054",
+          "msg_type": "video",
+          "time": "2026-05-22 18:29:41",
+          "message_id": "8964067901196184455",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 17,
+      "cluster_id": "1408831576341741317",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "15801057762 鸿蒙系统 一个是每次进课程 时间比较久 还有一个就是更新以后还是没有声音 辛苦老师看看",
+          "msg_type": "text",
+          "time": "2026-05-22 18:30:17",
+          "message_id": "1408831576341741317",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 18,
+      "cluster_id": "5542887041629275237",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "@八哥-16619720408 ",
+          "msg_type": "text",
+          "time": "2026-05-22 18:30:21",
+          "message_id": "5542887041629275237",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 19,
+      "cluster_id": "41336832943457695",
+      "message_count": 2,
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "让用户上传一下日志吧",
+          "msg_type": "text",
+          "time": "2026-05-22 18:31:50",
+          "message_id": "41336832943457695",
+          "quote_message_id": ""
+        },
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "上传日志了，但后面的又不知道咋滴好了，看看是否还需要排查@八哥-16619720408\n  ↳ 回复 嘿哈: 让用户上传一下日志吧",
+          "msg_type": "link",
+          "time": "2026-05-22 18:51:50",
+          "message_id": "6726272738825565829",
+          "quote_message_id": "41336832943457695"
+        }
+      ]
+    },
+    {
+      "index": 20,
+      "cluster_id": "7475998704480161406",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "",
+          "content": "\"糖果老师@美奇创想\"邀请\"赵一凡@美奇创想\"加入了群聊",
+          "msg_type": "system",
+          "time": "2026-05-22 18:32:43",
+          "message_id": "7475998704480161406",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 21,
+      "cluster_id": "3735881311323343775",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "上传一下吧",
+          "msg_type": "text",
+          "time": "2026-05-22 18:52:03",
+          "message_id": "3735881311323343775",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 22,
+      "cluster_id": "3648522232385568610",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "传好了",
+          "msg_type": "text",
+          "time": "2026-05-22 18:52:12",
+          "message_id": "3648522232385568610",
+          "quote_message_id": ""
+        }
+      ]
+    },
+    {
+      "index": 23,
+      "cluster_id": "6473833492162153020",
+      "message_count": 1,
+      "messages": [
+        {
+          "sender": "嘿哈",
+          "content": "好",
+          "msg_type": "text",
+          "time": "2026-05-22 18:52:17",
+          "message_id": "6473833492162153020",
+          "quote_message_id": ""
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/飞书反馈_2026-05-23.xlsx b/output/daily_feedback/飞书反馈_2026-05-23.xlsx
new file mode 100644
index 0000000..a378ef9
Binary files /dev/null and b/output/daily_feedback/飞书反馈_2026-05-23.xlsx differ