diff --git a/.vala_skill_hashes b/.vala_skill_hashes
index db60d5c..5432899 100644
--- a/.vala_skill_hashes
+++ b/.vala_skill_hashes
@@ -14,4 +14,4 @@ user-feedback-collector c0320451bf7ea0ce3d8ceaa603ae0a7b55c373c048363a5142258a4c
 user-feedback-data-source a95eb9142f3019fd193c46f89147dc7e0bf01dfe250202565a86f8bc52f37b13
 user-feedback-processor 61783a8e9f03a973c187b359a87749ad1993dc71f8364b0a853d8b3ff64c75e8
 feishu-group-msg-sync 1b581de76d419e6a33db0836125efc16ef2c972013fcae6f08c03aa7e2276445
-feishu-feedback-sync 5a3c470b3508b9683ee917712ffdfacb5f429b4e03a3f75dee837c19a840a7b8
+feishu-feedback-sync f00631ca2f9ed68c139b6dd0b08992bc937576db27c001aac72a3edb3a2e108e
diff --git a/data/last_wechat_sync_id b/data/last_wechat_sync_id
index 86868c5..27c71ca 100644
--- a/data/last_wechat_sync_id
+++ b/data/last_wechat_sync_id
@@ -1 +1 @@
-1630
+1647
diff --git a/memory/.dreams/events.jsonl b/memory/.dreams/events.jsonl
index a76a3cb..d38f305 100644
--- a/memory/.dreams/events.jsonl
+++ b/memory/.dreams/events.jsonl
@@ -16,3 +16,6 @@
 {"type":"memory.recall.recorded","timestamp":"2026-05-21T10:38:19.153Z","query":"crontab 注释 每分钟 归纳分类 P0分发 步骤","resultCount":4,"results":[{"path":"memory/2026-05-09.md","startLine":17,"endLine":37,"score":1},{"path":"memory/2026-04-17.md","startLine":1,"endLine":23,"score":1},{"path":"memory/2026-04-10.md","startLine":44,"endLine":68,"score":1},{"path":"memory/2026-04-30.md","startLine":116,"endLine":142,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-05-22T02:03:49.934Z","query":"10点 汇总 问题反馈 小葵小葵群 发送消息","resultCount":5,"results":[{"path":"memory/2026-05-06.md","startLine":61,"endLine":86,"score":1},{"path":"memory/2026-04-30.md","startLine":116,"endLine":142,"score":1},{"path":"memory/2026-04-30.md","startLine":177,"endLine":205,"score":1},{"path":"memory/2026-04-30.md","startLine":198,"endLine":224,"score":1},{"path":"memory/2026-04-30.md","startLine":134,"endLine":166,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-05-22T02:16:39.747Z","query":"刘新玉 问题反馈 2026年5月 最近工作 需求","resultCount":8,"results":[{"path":"memory/2026-05-07.md","startLine":189,"endLine":209,"score":1},{"path":"memory/2026-05-06.md","startLine":61,"endLine":86,"score":1},{"path":"memory/2026-04-30.md","startLine":116,"endLine":142,"score":1},{"path":"memory/2026-04-30.md","startLine":177,"endLine":205,"score":1},{"path":"memory/2026-04-30.md","startLine":198,"endLine":224,"score":1},{"path":"memory/2026-04-30.md","startLine":134,"endLine":166,"score":1},{"path":"memory/2026-04-30.md","startLine":73,"endLine":102,"score":1},{"path":"memory/2026-04-30.md","startLine":95,"endLine":120,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-05-25T02:22:57.258Z","query":"小葵小葵群 问题反馈 发送消息 定时任务 5月23日","resultCount":1,"results":[{"path":"memory/2026-04-18.md","startLine":1,"endLine":5,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-05-25T02:22:57.259Z","query":"crontab 定时 上午10点 反馈 群发","resultCount":5,"results":[{"path":"memory/2026-05-21.md","startLine":58,"endLine":77,"score":1},{"path":"memory/2026-05-09.md","startLine":17,"endLine":37,"score":1},{"path":"memory/2026-05-21.md","startLine":35,"endLine":64,"score":1},{"path":"memory/2026-05-21.md","startLine":1,"endLine":26,"score":1},{"path":"memory/2026-05-21.md","startLine":22,"endLine":42,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-05-25T07:11:25.527Z","query":"微信反馈 全链路 cron 采集 整理 归纳 分发","resultCount":3,"results":[{"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/2026-05-22.md","startLine":129,"endLine":158,"score":1}]}
diff --git a/memory/.dreams/short-term-recall.json b/memory/.dreams/short-term-recall.json
index ba6798b..9ce57c3 100644
--- a/memory/.dreams/short-term-recall.json
+++ b/memory/.dreams/short-term-recall.json
@@ -1,6 +1,6 @@
 {
   "version": 1,
-  "updatedAt": "2026-05-22T02:16:39.747Z",
+  "updatedAt": "2026-05-25T07:11:25.527Z",
   "entries": {
     "memory:memory/2026-04-18.md:1:5": {
       "key": "memory:memory/2026-04-18.md:1:5",
@@ -9,24 +9,26 @@
       "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": 5,
+      "recallCount": 6,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 5,
+      "totalScore": 6,
       "maxScore": 1,
       "firstRecalledAt": "2026-04-30T03:47:21.989Z",
-      "lastRecalledAt": "2026-05-07T03:19:39.321Z",
+      "lastRecalledAt": "2026-05-25T02:22:57.258Z",
       "queryHashes": [
         "353f9765c086",
         "a6b740c99377",
         "9625ed0029fd",
         "f865295b9ac7",
-        "42fe8210f22c"
+        "42fe8210f22c",
+        "81f7a2647922"
       ],
       "recallDays": [
         "2026-04-30",
         "2026-05-06",
-        "2026-05-07"
+        "2026-05-07",
+        "2026-05-25"
       ],
       "conceptTags": [
         "vala-test.lark-group-message",
@@ -697,18 +699,20 @@
       "endLine": 37,
       "source": "memory",
       "snippet": "- 修复：改为 `sort_tag = 9999999999 - int(dt.timestamp())` 实现日期降序 - ⚠️ 不足：飞书 Wiki V2 API 创建节点时 `sort_tag` 参数可能被忽略（API 返回均为 null） - 兜底方案：按日期由近到远的顺序依次创建子文档，利用 `node_create_time` 自然排序 - 所有旧文档已删除并按正确顺序重建（5月8日→5月7日→4月28日），5月6日需手动创建 ### 飞书分发消息 `<at>` 标签修复 - 根因：`dispatch_summary_to_chat` 中两步打架——第一步 `re.sub` 注入 HTML `<at>` 文本，第二步 `content_parts` 用正确 `{\"tag\":\"at\"}` 格式插入 - 修复：删除 `re.sub` 注入原始 HTML 标签的代码，仅保留富文本 at tag ### 废弃定时任务的 crontab 清理 - 已删除 xiaokui crontab 中 `*/5 * * * *` 的「飞书问题反馈同步每分钟」任务（含 wrapper 脚本调用） - 该任务每分钟执行一次打开 MySQL 连接/查询/返回存在潜在连接泄漏风险 ### 5月9日补跑问题 - 5月9日10:00定时任务因 `IndentationError` 失败（凌晨08:10自动备份 `c3c8dbb` 损坏了脚本） - 修复：从上游版本恢复被清空的步骤4-7逻辑 + 模块常量 - 手动补跑5月8日数据（8条反馈，1个P0）成功 ## 2026-05-09 工作日志",
-      "recallCount": 1,
+      "recallCount": 2,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 1,
+      "totalScore": 2,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-21T10:38:19.153Z",
-      "lastRecalledAt": "2026-05-21T10:38:19.153Z",
+      "lastRecalledAt": "2026-05-25T02:22:57.259Z",
       "queryHashes": [
-        "2f315a9f8529"
+        "2f315a9f8529",
+        "ae62541246a4"
       ],
       "recallDays": [
-        "2026-05-21"
+        "2026-05-21",
+        "2026-05-25"
       ],
       "conceptTags": [
         "备份",
@@ -751,6 +755,223 @@
         "openclaw/credentials/xiaokui",
         "分钟"
       ]
+    },
+    "memory:memory/2026-05-21.md:58:77": {
+      "key": "memory:memory/2026-05-21.md:58:77",
+      "path": "memory/2026-05-21.md",
+      "startLine": 58,
+      "endLine": 77,
+      "source": "memory",
+      "snippet": "- 每天 10:00-10:01 自动清空去重，配合全量分发 2. ✅ crontab 每分钟执行：`* * * * * python3 detect_p0_realtime.py` 3. ✅ 步骤 4-6 不做每分钟恢复（增量改造成本高，日汇总实时性需求弱） ### AI 归纳流程修复 [刘新玉需求] ### 背景 - 5/15 问题描述出现严重退化：问题一变成\"可以在这里Po问题\"（元指令文本），问题二变成\"图片 (1/1)\" - 根因：(1) 关键词模式只能覆盖约 8 类症状，不匹配时退化到首条消息原文 (2) AI 归纳靠心跳触发，5/15 当天漏执行 ### 完成事项 1. ✅ 新建 `scripts/ai_summarize_feedback.py`： - 读取 `cluster_context_{date}.json`，调用 DeepSeek API（deepseek-v4-pro）生成精炼问题描述 - 保存 `ai_descriptions_{date}.json` → 调用 `--apply-ai` 回写到知识库 - 回写后自动清理 context 文件 2. ✅ crontab 每天 10:05 执行（在 10:00 全量同步之后） 3. ✅ HEARTBEAT.md 移除 AI 归纳任务（已由 crontab 接管） 4. ✅ 扩展 `generate_problem_description()` 关键词覆盖： - 新增：语音识别/判分、内容/命名缺失、后台弹窗残留、网络/VPN、热更/打包/测试包 - 新增：后台",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T02:22:57.259Z",
+      "lastRecalledAt": "2026-05-25T02:22:57.259Z",
+      "queryHashes": [
+        "ae62541246a4"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "网络",
+        "00-10",
+        "detect-p0-realtime.py",
+        "4-6",
+        "5/15",
+        "1/1",
+        "scripts/ai-summarize-feedback.py",
+        "cluster-context"
+      ]
+    },
+    "memory:memory/2026-05-21.md:35:64": {
+      "key": "memory:memory/2026-05-21.md:35:64",
+      "path": "memory/2026-05-21.md",
+      "startLine": 35,
+      "endLine": 64,
+      "source": "memory",
+      "snippet": "5. ✅ 未启用步骤 4-6 每分钟执行（理由同刘新玉确认） ### 调度总览（更新后） ``` 每 5 分钟 → 群消息同步入 MySQL 每分钟 → P0 实时检测 + 增量推送 每分钟 → 反馈数据实时导出到表格 每天 10:00 → 全量七步处理 + 全量分发 每天 10:05 → AI 归纳（DeepSeek 生成描述 → 回写文档） ``` # 2026-05-21 工作日志 ## P0 实时检测与推送 [刘新玉需求] ### 背景 - 原有两个每分钟 crontab 任务已被注释（5/11），因为每次全量重跑浪费资源且 P0 会重复推送 - 刘新玉要求做真正的增量 P0 实时分发 ### 完成事项 1. ✅ 新建 `scripts/detect_p0_realtime.py`（~200行）： - 复用 `sync_feishu_feedback.py` 的聚类逻辑 + `priority_classifier.py` 的优先级判定 - 查询最近 2 小时消息 → 聚类 → 判定 P0 → 去重（簇签名 MD5）→ 推送 - 去重状态存在 `tmp/p0_dispatched_state.json`，24 小时自动过期 - 每天 10:00-10:01 自动清空去重，配合全量分发 2. ✅ crontab 每分钟执行：`* * * * * python3 detect_p0_realtime.py` 3. ✅ 步骤 4-6 不做每分钟恢复（增量改造成本高，日汇总实时性需求弱） ### AI 归纳流程修复 [刘新玉需求]",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T02:22:57.259Z",
+      "lastRecalledAt": "2026-05-25T02:22:57.259Z",
+      "queryHashes": [
+        "ae62541246a4"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "4-6",
+        "5/11",
+        "scripts/detect-p0-realtime.py",
+        "sync-feishu-feedback.py",
+        "priority-classifier.py",
+        "tmp/p0-dispatched-state.json",
+        "00-10",
+        "detect-p0-realtime.py"
+      ]
+    },
+    "memory:memory/2026-05-21.md:1:26": {
+      "key": "memory:memory/2026-05-21.md:1:26",
+      "path": "memory/2026-05-21.md",
+      "startLine": 1,
+      "endLine": 26,
+      "source": "memory",
+      "snippet": "# 2026-05-21 工作日志 ## P0 实时检测与推送 [刘新玉需求] ### 背景 - 原有两个每分钟 crontab 任务已被注释（5/11），因为每次全量重跑浪费资源且 P0 会重复推送 - 刘新玉要求做真正的增量 P0 实时分发 ### 完成事项 1. ✅ 新建 `scripts/detect_p0_realtime.py`（~200行）： - 复用 `sync_feishu_feedback.py` 的聚类逻辑 + `priority_classifier.py` 的优先级判定 - 查询最近 2 小时消息 → 聚类 → 判定 P0 → 去重（簇签名 MD5）→ 推送 - 去重状态存在 `tmp/p0_dispatched_state.json`，24 小时自动过期 - 每天 10:00-10:01 自动清空去重，配合全量分发 2. ✅ crontab 每分钟执行：`* * * * * python3 detect_p0_realtime.py` 3. ✅ 步骤 4-6 不做每分钟恢复（增量改造成本高，日汇总实时性需求弱） ### AI 归纳流程修复 [刘新玉需求] ### 背景 - 5/15 问题描述出现严重退化：问题一变成\"可以在这里Po问题\"（元指令文本），问题二变成\"图片 (1/1)\" - 根因：(1) 关键词模式只能覆盖约 8 类症状，不匹配时退化到首条消息原文 (2) AI 归纳靠心跳触发，5/15 当天漏执行 ### 完成事项 1. ✅ 新建 `scripts/ai_summarize_feedback.py`：",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T02:22:57.259Z",
+      "lastRecalledAt": "2026-05-25T02:22:57.259Z",
+      "queryHashes": [
+        "ae62541246a4"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "5/11",
+        "scripts/detect-p0-realtime.py",
+        "sync-feishu-feedback.py",
+        "priority-classifier.py",
+        "tmp/p0-dispatched-state.json",
+        "00-10",
+        "detect-p0-realtime.py",
+        "4-6"
+      ]
+    },
+    "memory:memory/2026-05-21.md:22:42": {
+      "key": "memory:memory/2026-05-21.md:22:42",
+      "path": "memory/2026-05-21.md",
+      "startLine": 22,
+      "endLine": 42,
+      "source": "memory",
+      "snippet": "- 根因：(1) 关键词模式只能覆盖约 8 类症状，不匹配时退化到首条消息原文 (2) AI 归纳靠心跳触发，5/15 当天漏执行 ### 完成事项 1. ✅ 新建 `scripts/ai_summarize_feedback.py`： - 读取 `cluster_context_{date}.json`，调用 DeepSeek API（deepseek-v4-pro）生成精炼问题描述 - 保存 `ai_descriptions_{date}.json` → 调用 `--apply-ai` 回写到知识库 - 回写后自动清理 context 文件 2. ✅ crontab 每天 10:05 执行（在 10:00 全量同步之后） 3. ✅ HEARTBEAT.md 移除 AI 归纳任务（已由 crontab 接管） 4. ✅ 扩展 `generate_problem_description()` 关键词覆盖： - 新增：语音识别/判分、内容/命名缺失、后台弹窗残留、网络/VPN、热更/打包/测试包 - 新增：后台加载场景识别 - 5/15 验证：问题一从\"可以在这里Po问题\"→\"语音识别不准确（对话表达，只识别成错误内容）\"；问题二从\"图片 (1/1)\"→\"后台加载提示/弹窗未自动消失，持续显示 需确认是否因 VPN/网络代理导致\" 5. ✅ 未启用步骤 4-6 每分钟执行（理由同刘新玉确认） ### 调度总览（更新后） ``` 每 5 分钟 → 群消息同步入 MySQL 每分钟 → P0 实时检测 + 增量推送 每分钟 → 反馈",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T02:22:57.259Z",
+      "lastRecalledAt": "2026-05-25T02:22:57.259Z",
+      "queryHashes": [
+        "ae62541246a4"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "网络",
+        "5/15",
+        "scripts/ai-summarize-feedback.py",
+        "cluster-context",
+        "deepseek-v4-pro",
+        "ai-descriptions",
+        "apply-ai",
+        "heartbeat.md"
+      ]
+    },
+    "memory:memory/2026-05-25.md:21:42": {
+      "key": "memory:memory/2026-05-25.md:21:42",
+      "path": "memory/2026-05-25.md",
+      "startLine": 21,
+      "endLine": 42,
+      "source": "memory",
+      "snippet": "- `update_summary_doc_as_children()` 默认 title_prefix 从 `\"\"` 改为 `\"飞书-\"` - `create_child_doc()` 日期提取兼容 `飞书-` / `微信-` 前缀 - `dispatch_summary_to_chat()` 消息标题和链接同步更新 - `get_today_doc_obj_token()`、`--apply-ai` 路径、步骤7分发 的标题格式全部更新 ### 补跑历史数据 - 飞书 5/22（3条）、5/23（1条）AI归纳回写成功 + 自动分发到群聊 - 飞书 5/24：当天无飞书群新数据，跳过 - 微信 5/22（23条）、5/23（13条）、5/24（29条）AI归纳回写成功 + 自动分发 ### 知识库文档重命名 - 13个飞书历史文档（5/6-5/23）从 `{date} 问题反馈` 重命名为 `飞书-{date} 用户反馈问题归纳` ## 新增逻辑：飞书/微信文档标题渠道区分 - [刘新玉需求] 飞书文档标题加 `飞书-` 前缀以便与微信区分 - 飞书格式：`飞书-{date} 用户反馈问题归纳` - 微信格式：保持 `微信-{date} 问题反馈`（由 `sync_wechat_feedback.py` 传入 `title_prefix=\"微信-\"`） - `update_summary_doc_as_children()` 默认 `title_prefix=\"飞书-\"`，微信调用时显式覆盖为 `\"微信-\"` - `create_child_doc()` 日期提取已兼",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T07:11:25.527Z",
+      "lastRecalledAt": "2026-05-25T07:11:25.527Z",
+      "queryHashes": [
+        "1e9d4a024a31"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "update-summary-doc-as-children",
+        "title-prefix",
+        "create-child-doc",
+        "dispatch-summary-to-chat",
+        "get-today-doc-obj-token",
+        "apply-ai",
+        "5/22",
+        "5/23"
+      ]
+    },
+    "memory:memory/2026-05-25.md:38:44": {
+      "key": "memory:memory/2026-05-25.md:38:44",
+      "path": "memory/2026-05-25.md",
+      "startLine": 38,
+      "endLine": 44,
+      "source": "memory",
+      "snippet": "- `update_summary_doc_as_children()` 默认 `title_prefix=\"飞书-\"`，微信调用时显式覆盖为 `\"微信-\"` - `create_child_doc()` 日期提取已兼容两种前缀（strip `飞书-` 或 `微信-` 再解析） ## 注意事项 - 今天（5/25）的反馈数据将在明天 10:00 正常走全流程 - `ai_summarize_feedback.py` 中 `apply_descriptions` 修复后需注意：微信渠道需要 `--date` 参数，飞书渠道 `--date` 可选",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T07:11:25.527Z",
+      "lastRecalledAt": "2026-05-25T07:11:25.527Z",
+      "queryHashes": [
+        "1e9d4a024a31"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "update-summary-doc-as-children",
+        "title-prefix",
+        "create-child-doc",
+        "5/25",
+        "ai-summarize-feedback.py",
+        "apply-descriptions",
+        "默认",
+        "覆盖"
+      ]
+    },
+    "memory:memory/2026-05-22.md:129:158": {
+      "key": "memory:memory/2026-05-22.md:129:158",
+      "path": "memory/2026-05-22.md",
+      "startLine": 129,
+      "endLine": 158,
+      "source": "memory",
+      "snippet": "- 步骤2：姓氏 + 1个中文字符模式匹配，排除内容词白名单（文件/资源/游戏/动画/设计等50+词） - 替换为\"相关人员\" ### 修复效果（簇 #7） | 修复前 | 修复后 | |--------|--------| | \"角色江涛的spine动画中，眼睛设计应为睁开但实际显示为闭眼。\" | \"Spine动画中角色眼睛呈现闭眼状态，与设计不符。\" | ## 刘新玉 - 反馈流程完整概览（5/22 12:00） ### 全链路三层架构 ``` 采集层 → 每5分钟(飞书群同步) / 每分钟(微信群导出+P0检测) 汇总层 → 每天 10:00(飞书) 10:02(微信) 聚类+归纳+写入知识库 AI层 → 每天 10:05(飞书) 10:07(微信) DeepSeek生成描述+回写+分发群聊 ``` ### 时间线 | 时间 | 飞书 | 微信 | |------|------|------| | 10:00 | sync_feishu_feedback (占位符,不分发) | — | | 10:02 | — | sync_wechat_feedback (占位符,不分发) | | 10:05 | ai_summarize_feedback (回写+分发) | — | | 10:07 | — | ai_summarize_feedback --channel wechat (回写+分发) | ## 刘新玉 - 微信反馈同步系统搭建（5/22 下午） ### 背景 刘新玉要求微信用户反馈流程与飞书一致（收集→整理→归纳→分发），之前微信只有 M",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-05-25T07:11:25.527Z",
+      "lastRecalledAt": "2026-05-25T07:11:25.527Z",
+      "queryHashes": [
+        "1e9d4a024a31"
+      ],
+      "recallDays": [
+        "2026-05-25"
+      ],
+      "conceptTags": [
+        "文件/资源/游戏/动画/设计等50",
+        "5/22",
+        "sync-feishu-feedback",
+        "sync-wechat-feedback",
+        "ai-summarize-feedback",
+        "步骤",
+        "姓氏",
+        "中文"
+      ]
     }
   }
 }
diff --git a/memory/2026-05-25.md b/memory/2026-05-25.md
new file mode 100644
index 0000000..43342c8
--- /dev/null
+++ b/memory/2026-05-25.md
@@ -0,0 +1,43 @@
+# 2026-05-25 工作日志
+
+## 刘新玉 - 飞书反馈群发 & AI归纳修复
+
+### 问题排查
+- 刘新玉询问 5/23-25 上午10点是否向「小葵小葵」群发送了问题反馈 → 确认未发送
+- 根因：5/22 修改了 `sync_feishu_feedback_wrapper.sh`，把 `--dispatch-mode all` 换成了 `--skip-dispatch`
+- 副因：AI归纳脚本 `ai_summarize_feedback.py` 在 5/23、5/24 崩溃（`NameError: name 'subprocess' is not defined`），导致归纳结果未能回写到知识库
+
+### 修复内容
+
+**1. `scripts/sync_feishu_feedback_wrapper.sh`**
+- `--skip-dispatch` → `--dispatch-mode all`，恢复每日10:00向群聊发送问题归纳
+
+**2. `scripts/ai_summarize_feedback.py`**
+- 添加 `import subprocess`（修复 `apply_descriptions` 崩溃）
+- 微信渠道 `--apply-ai` 子进程调用补充 `--date` 参数（之前被 subprocess 报错掩盖）
+
+**3. `skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py`**
+- 飞书文档标题从 `{date} 问题反馈` 改为 `飞书-{date} 用户反馈问题归纳`
+- `update_summary_doc_as_children()` 默认 title_prefix 从 `""` 改为 `"飞书-"`
+- `create_child_doc()` 日期提取兼容 `飞书-` / `微信-` 前缀
+- `dispatch_summary_to_chat()` 消息标题和链接同步更新
+- `get_today_doc_obj_token()`、`--apply-ai` 路径、步骤7分发 的标题格式全部更新
+
+### 补跑历史数据
+- 飞书 5/22（3条）、5/23（1条）AI归纳回写成功 + 自动分发到群聊
+- 飞书 5/24：当天无飞书群新数据，跳过
+- 微信 5/22（23条）、5/23（13条）、5/24（29条）AI归纳回写成功 + 自动分发
+
+### 知识库文档重命名
+- 13个飞书历史文档（5/6-5/23）从 `{date} 问题反馈` 重命名为 `飞书-{date} 用户反馈问题归纳`
+
+## 新增逻辑：飞书/微信文档标题渠道区分
+- [刘新玉需求] 飞书文档标题加 `飞书-` 前缀以便与微信区分
+- 飞书格式：`飞书-{date} 用户反馈问题归纳`
+- 微信格式：保持 `微信-{date} 问题反馈`（由 `sync_wechat_feedback.py` 传入 `title_prefix="微信-"`）
+- `update_summary_doc_as_children()` 默认 `title_prefix="飞书-"`，微信调用时显式覆盖为 `"微信-"`
+- `create_child_doc()` 日期提取已兼容两种前缀（strip `飞书-` 或 `微信-` 再解析）
+
+## 注意事项
+- 今天（5/25）的反馈数据将在明天 10:00 正常走全流程
+- `ai_summarize_feedback.py` 中 `apply_descriptions` 修复后需注意：微信渠道需要 `--date` 参数，飞书渠道 `--date` 可选
diff --git a/output/daily_feedback/ai_descriptions_feishu_2026-05-24.json b/output/daily_feedback/ai_descriptions_feishu_2026-05-24.json
new file mode 100644
index 0000000..19c5522
--- /dev/null
+++ b/output/daily_feedback/ai_descriptions_feishu_2026-05-24.json
@@ -0,0 +1,13 @@
+{
+  "date": "2026-05-24",
+  "descriptions": [
+    {
+      "index": 1,
+      "description": "希沃学习机更新后熏听功能无法使用"
+    },
+    {
+      "index": 2,
+      "description": "在指定课相关人员放音频时出现故障。"
+    }
+  ]
+}
\ 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
index d33bf6f..d116c32 100644
--- a/output/daily_feedback/ai_descriptions_wechat_2026-05-22.json
+++ b/output/daily_feedback/ai_descriptions_wechat_2026-05-22.json
@@ -3,11 +3,11 @@
   "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。"
+      "description": "iPad第8代上，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。"
+      "description": "用户在我的飞船和商店购买物品时出现闪退。"
     },
     {
       "index": 3,
@@ -39,11 +39,11 @@
     },
     {
       "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。"
+      "description": "语音识别功能出现无法识别语音的问题"
     },
     {
       "index": 11,
-      "description": "用户上传视频和图片后，后台未显示相关用户数据。"
+      "description": "用户在客户端反馈问题，但后台未显示其数据。"
     },
     {
       "index": 12,
@@ -51,7 +51,7 @@
     },
     {
       "index": 13,
-      "description": "小相关人员熏听过相关人员间部分没有声音"
+      "description": "小相关人员熏听功能播放时中间部分无声音"
     },
     {
       "index": 14,
@@ -67,7 +67,7 @@
     },
     {
       "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。"
+      "description": "鸿蒙系统端，每次进入课相关人员载时间较长，且更新后仍无声音。"
     },
     {
       "index": 18,
diff --git a/output/daily_feedback/ai_descriptions_wechat_2026-05-23.json b/output/daily_feedback/ai_descriptions_wechat_2026-05-23.json
index f983591..41d047e 100644
--- a/output/daily_feedback/ai_descriptions_wechat_2026-05-23.json
+++ b/output/daily_feedback/ai_descriptions_wechat_2026-05-23.json
@@ -3,27 +3,27 @@
   "descriptions": [
     {
       "index": 1,
-      "description": "相关人员反馈在使用过相关人员页面会自动跳回。"
+      "description": "用户反馈在使用过相关人员出现页面自动跳回的问题。"
     },
     {
       "index": 2,
-      "description": "无明确问题"
+      "description": "游戏运行中自动跳出"
     },
     {
       "index": 3,
-      "description": "在点击继续按钮后游戏发生闪退。"
+      "description": "点击继续后游戏闪退"
     },
     {
       "index": 4,
-      "description": "家长反馈游戏出现闪退问题"
+      "description": "多名家长反馈游戏出现闪退问题"
     },
     {
       "index": 5,
-      "description": "游戏在进入关卡时出现闪退"
+      "description": "进入关卡时出现闪退"
     },
     {
       "index": 6,
-      "description": "在l2s2u14第五节课的知识巩固练习中，从第一道题目开始持续发出警报声。"
+      "description": "L2S2U14第五节课的知识巩固环节中，从第一道题开始持续出现警报声。"
     },
     {
       "index": 7,
@@ -31,15 +31,15 @@
     },
     {
       "index": 8,
-      "description": "在L2S2U14第五节课的知识巩固环节中，从第一道题开始持续出现警报声。"
+      "description": "在L2S2U14第五节课的知识巩固环节，从第一道题开始持续响起警报声。"
     },
     {
       "index": 9,
-      "description": "iPad端磨耳朵功能听几秒就闪退，更新后仍出现该问题。"
+      "description": "在磨耳朵功能中播放音频时，几秒后出现闪退，更新至最新版本后问题依旧。"
     },
     {
       "index": 10,
-      "description": "学员在使用磨耳朵功能时频繁闪退。"
+      "description": "学员在使用磨耳朵功能时一直闪退。"
     },
     {
       "index": 11,
@@ -47,11 +47,11 @@
     },
     {
       "index": 12,
-      "description": "在iPad端进入瓦拉英语app上课时没有声音，但其他应用声音正常。"
+      "description": "iPad端打开瓦拉英语应用后无声音，设备音量已调至最大且其他应用声音正常。"
     },
     {
       "index": 13,
-      "description": "iPad端进入应用后无声音，其他应用有声音且应用内音量已开启。"
+      "description": "iPad端进入应用后无声音，但其他应用有声音且应用内音量已开启。"
     }
   ]
 }
\ No newline at end of file
diff --git a/output/daily_feedback/ai_descriptions_wechat_2026-05-24.json b/output/daily_feedback/ai_descriptions_wechat_2026-05-24.json
new file mode 100644
index 0000000..aba01c2
--- /dev/null
+++ b/output/daily_feedback/ai_descriptions_wechat_2026-05-24.json
@@ -0,0 +1,121 @@
+{
+  "date": "2026-05-24",
+  "descriptions": [
+    {
+      "index": 1,
+      "description": "磨耳朵功能在部分设备上出现闪退"
+    },
+    {
+      "index": 2,
+      "description": "希沃端更新后，用户仍无法使用熏听功能。"
+    },
+    {
+      "index": 3,
+      "description": "希沃设备更新后熏听功能仍无法使用"
+    },
+    {
+      "index": 4,
+      "description": "希沃设备无法打开熏听功能"
+    },
+    {
+      "index": 5,
+      "description": "希沃设备上无法打开磨耳朵功能"
+    },
+    {
+      "index": 6,
+      "description": "无明确问题"
+    },
+    {
+      "index": 7,
+      "description": "无明确问题"
+    },
+    {
+      "index": 8,
+      "description": "用户使用语音播放功能时无声音"
+    },
+    {
+      "index": 9,
+      "description": "华为MatePad在10:00-10:10期间对话小喇叭不出声音。"
+    },
+    {
+      "index": 10,
+      "description": "无明确问题"
+    },
+    {
+      "index": 11,
+      "description": "测试群中两名测试人员反馈的是同一个用户的问题"
+    },
+    {
+      "index": 12,
+      "description": "无明确问题"
+    },
+    {
+      "index": 13,
+      "description": "无明确问题"
+    },
+    {
+      "index": 14,
+      "description": "无明确问题"
+    },
+    {
+      "index": 15,
+      "description": "用户上传日志后游戏无法使用，需排查并预估修复时长以告知用户。"
+    },
+    {
+      "index": 16,
+      "description": "无明确问题"
+    },
+    {
+      "index": 17,
+      "description": "无明确问题"
+    },
+    {
+      "index": 18,
+      "description": "某个课相关人员播放音频时出现问题"
+    },
+    {
+      "index": 19,
+      "description": "无明确问题"
+    },
+    {
+      "index": 20,
+      "description": "无明确问题"
+    },
+    {
+      "index": 21,
+      "description": "后台系统查看电话号码时显示异常，需要执行转发操作才能正相关人员看。"
+    },
+    {
+      "index": 22,
+      "description": "在iPad端进入L2-U0-1关卡时出现闪退。"
+    },
+    {
+      "index": 23,
+      "description": "在进入线上课堂上课时，应用频繁自动退出，导致无法完成课程。"
+    },
+    {
+      "index": 24,
+      "description": "无明确问题"
+    },
+    {
+      "index": 25,
+      "description": "无明确问题"
+    },
+    {
+      "index": 26,
+      "description": "应用更新后，在完成阅读和课后习题环节点击按钮时需要多次操作才能响应，且相关人员有闪烁光干扰。"
+    },
+    {
+      "index": 27,
+      "description": "在华为MatePad端知识巩固环节，答完题后需要多次点击“我说完了”按钮才能推进。"
+    },
+    {
+      "index": 28,
+      "description": "无明确问题"
+    },
+    {
+      "index": 29,
+      "description": "无明确问题"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/cluster_context_2026-05-24.json b/output/daily_feedback/cluster_context_2026-05-24.json
new file mode 100644
index 0000000..2680d24
--- /dev/null
+++ b/output/daily_feedback/cluster_context_2026-05-24.json
@@ -0,0 +1,66 @@
+{
+  "date": "2026-05-24",
+  "total_clusters": 2,
+  "clusters": [
+    {
+      "index": 1,
+      "cluster_id": "3591769221135985013",
+      "location": {
+        "端": "iPad",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": ""
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "版本/更新类",
+      "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": "学而思学习机，ipad第8代，希沃",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-05-24 09:04:27"
+        },
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "[聊天记录] 群聊\n瓦拉英语-露露班班（早10晚7）: [图片]\n瓦拉英语-露露班班（早10晚7）: \"嘿哈：\n[图片]\"\n------\n老师明天帮忙看一下这个问题~希沃用户更新以后还是不能用熏听@八哥-16619720408",
+          "msg_type": "link",
+          "media_url": "",
+          "time": "2026-05-24 09:16:10"
+        }
+      ]
+    },
+    {
+      "index": 2,
+      "cluster_id": "2411814739772183318",
+      "location": {
+        "端": "未知",
+        "环节": "未知",
+        "课程": "",
+        "角色/组件": "音频"
+      },
+      "priority": "P2",
+      "priority_detail": "",
+      "category": "声音/音频类",
+      "conclusion": "**当前问题排查结论：** 暂无结论排查中",
+      "messages": [
+        {
+          "sender": "瓦拉英语-露露班班（早10晚7）",
+          "content": "15801057762",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-05-24 11:11:36"
+        },
+        {
+          "sender": "kevin",
+          "content": "@瓦拉英语-露露班班（早10晚7）  我看了一下日志，家长现在除了那一个Lesson在播放音频时有问题，其他地方的音频播放有问题么？",
+          "msg_type": "text",
+          "media_url": "",
+          "time": "2026-05-24 12:21:19"
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/output/daily_feedback/wechat_cluster_context_2026-05-22.json b/output/daily_feedback/wechat_cluster_context_2026-05-22.json
deleted file mode 100644
index 924d902..0000000
--- a/output/daily_feedback/wechat_cluster_context_2026-05-22.json
+++ /dev/null
@@ -1,374 +0,0 @@
-{
-  "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/wechat_cluster_context_2026-05-23.json b/output/daily_feedback/wechat_cluster_context_2026-05-23.json
deleted file mode 100644
index 03df8ae..0000000
--- a/output/daily_feedback/wechat_cluster_context_2026-05-23.json
+++ /dev/null
@@ -1,224 +0,0 @@
-{
-  "date": "2026-05-23",
-  "clusters": [
-    {
-      "index": 1,
-      "cluster_id": "8441240940423675003",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-萌萌老师（早10晚7）",
-          "content": "[聊天记录] 杨仁杰和瓦拉英语-萌萌老师（早10晚7）\n杨仁杰: 老师咋回事？怎么会自动跳出来？\n杨仁杰: [视频]\n杨仁杰: 怎么会自动跳回页面",
-          "msg_type": "link",
-          "time": "2026-05-23 11:43:52",
-          "message_id": "8441240940423675003",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 2,
-      "cluster_id": "7403154215325403826",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-萌萌老师（早10晚7）",
-          "content": "自动跳出",
-          "msg_type": "text",
-          "time": "2026-05-23 11:43:54",
-          "message_id": "7403154215325403826",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 3,
-      "cluster_id": "9215154558022165575",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "kevin",
-          "content": "闪退了，我看视频里刚才是点了继续，让玩家点一下重新开始试下可以么？",
-          "msg_type": "text",
-          "time": "2026-05-23 12:19:56",
-          "message_id": "9215154558022165575",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 4,
-      "cluster_id": "33811248640670477",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-萌萌老师（早10晚7）",
-          "content": "今天3个家长同时反馈闪退问题",
-          "msg_type": "text",
-          "time": "2026-05-23 12:30:44",
-          "message_id": "33811248640670477",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 5,
-      "cluster_id": "1807430087784852384",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "嘿哈",
-          "content": "都是进关卡的时候闪退么？",
-          "msg_type": "text",
-          "time": "2026-05-23 12:51:07",
-          "message_id": "1807430087784852384",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 6,
-      "cluster_id": "162451098176753907",
-      "message_count": 4,
-      "messages": [
-        {
-          "sender": "瓦拉英语-尼克老师",
-          "content": "家长反馈收不到验证码，重启了手机了，垃圾信箱里也没有，手机号：17316870109",
-          "msg_type": "text",
-          "time": "2026-05-23 13:27:42",
-          "message_id": "162451098176753907",
-          "quote_message_id": ""
-        },
-        {
-          "sender": "瓦拉英语-尼克老师",
-          "content": "好了，能收到了\n  ↳ 回复 瓦拉英语-尼克老师: 家长反馈收不到验证码，重启了手机了，垃圾信箱里也没有，手机号：17316870109",
-          "msg_type": "link",
-          "time": "2026-05-23 15:08:20",
-          "message_id": "1910598157981946028",
-          "quote_message_id": "162451098176753907"
-        },
-        {
-          "sender": "瓦拉英语-露露班班（早10晚7）",
-          "content": "l2s2u14第五节课知识巩固这里，从第一道题开始一直响，一直有警报声，辛苦老师看看18504518695",
-          "msg_type": "text",
-          "time": "2026-05-23 15:28:47",
-          "message_id": "5851835343249778394",
-          "quote_message_id": "1910598157981946028"
-        },
-        {
-          "sender": "瓦拉英语-露露班班（早10晚7）",
-          "content": "@八哥-16619720408 飞老师帮忙康一下~\n  ↳ 回复 瓦拉英语-露露班班（早10晚7）: l2s2u14第五节课知识巩固这里，从第一道题开始一直响，一直有警报声，辛苦老师看看18504518695",
-          "msg_type": "link",
-          "time": "2026-05-23 21:14:20",
-          "message_id": "2450191818325443699",
-          "quote_message_id": "5851835343249778394"
-        }
-      ]
-    },
-    {
-      "index": 7,
-      "cluster_id": "5889408573570537634",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-露露班班（早10晚7）",
-          "content": "[视频] 6秒 size:250131",
-          "msg_type": "video",
-          "time": "2026-05-23 15:27:29",
-          "message_id": "5889408573570537634",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 8,
-      "cluster_id": "8150493951688367882",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-露露班班（早10晚7）",
-          "content": "l2s2u14第五节课知识巩固这里，从第一道题开始一直响，一直有警报声，辛苦老师看看",
-          "msg_type": "text",
-          "time": "2026-05-23 15:28:22",
-          "message_id": "8150493951688367882",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 9,
-      "cluster_id": "4874918122647974152",
-      "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] 梓和瓦拉英语-花花班班（早10晚7-周末休息）\n梓: 磨耳朵还没修复好吗 今天听几秒就闪退\n梓: 已经更新了 还是不行呀\n梓: 上传日志了 一直闪退",
-          "msg_type": "link",
-          "time": "2026-05-23 21:11:02",
-          "message_id": "4874918122647974152",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 10,
-      "cluster_id": "7583318155474556541",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-花花班班（早10晚7-周末休息）",
-          "content": "15502161686学员磨耳朵一直闪退，已经上传日志，辛苦老师看下",
-          "msg_type": "text",
-          "time": "2026-05-23 21:11:53",
-          "message_id": "7583318155474556541",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 11,
-      "cluster_id": "6793596556087042134",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-露露班班（早10晚7）",
-          "content": "@瓦拉场务-糖果果 范老师康一下~",
-          "msg_type": "text",
-          "time": "2026-05-23 21:14:05",
-          "message_id": "6793596556087042134",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 12,
-      "cluster_id": "8967033133875647681",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-尼克老师",
-          "content": "[聊天记录] 瓦拉英语-尼克老师和慧\n慧: 今天瓦拉英语进去怎么没声音\n慧: 我的设备把声音调到最大了，别的app打开都有声音\n慧: 设置里面也调了声音音量\n慧: 进去瓦拉上课就是没声音，咋回事呢？\n瓦拉英语-尼克老师: [图片]\n瓦拉英语-尼克老师: 您看一下这个声音啥的都开了吗\n慧: 这里我看了，都开到最大\n瓦拉英语-尼克老师: 您是什么设备呀\n慧: iPad\n慧: 而且今天进入app也慢，回答问题后还挺卡的，一直没声音\n慧: [视频]\n慧: 要重装吗\n慧: 我记得试用品时有一次是进不去也是重装了\n慧: 我重装了，进入时也是比平时慢很多，就是屏幕灰蓝色啥也没有的那个界面停了很久才出来字，我记得以前不这样\n慧: 我看我iPad内存也没满呢\n慧: 还是没声音\n慧: [视频]\n慧: [视频]\n慧: [视频]\n慧: [图片]\n慧: [图片]\n慧: 今天进去就不对头感觉",
-          "msg_type": "link",
-          "time": "2026-05-23 22:35:15",
-          "message_id": "8967033133875647681",
-          "quote_message_id": ""
-        }
-      ]
-    },
-    {
-      "index": 13,
-      "cluster_id": "3385828892636608939",
-      "message_count": 1,
-      "messages": [
-        {
-          "sender": "瓦拉英语-尼克老师",
-          "content": "问题：用户反馈进去app没有声音，打开其他app有声音，端内音量都是打开的\r设备型号：ipad\r已经引导用户上传日志",
-          "msg_type": "text",
-          "time": "2026-05-23 22:35:16",
-          "message_id": "3385828892636608939",
-          "quote_message_id": ""
-        }
-      ]
-    }
-  ]
-}
\ No newline at end of file
diff --git a/scripts/__pycache__/ai_summarize_feedback.cpython-312.pyc b/scripts/__pycache__/ai_summarize_feedback.cpython-312.pyc
index a515803..48301d9 100644
Binary files a/scripts/__pycache__/ai_summarize_feedback.cpython-312.pyc 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 9514f33..2e0b647 100644
--- a/scripts/ai_summarize_feedback.py
+++ b/scripts/ai_summarize_feedback.py
@@ -11,7 +11,7 @@ crontab:
   5 10 * * * python3 .../ai_summarize_feedback.py >> /var/log/xiaokui_ai_summarize.log 2>&1
 """
 
-import sys, os, json, argparse, re, urllib.request
+import sys, os, json, argparse, re, subprocess, urllib.request
 from datetime import datetime, date, timedelta
 
 # === 配置 ===
@@ -250,8 +250,9 @@ def apply_descriptions(date_str, descriptions, channel="feishu"):
     env["HOME"] = "/root"
     env["PATH"] = "/root/.nvm/versions/node/v24.14.0/bin:" + env.get("PATH", "")
     
+    cmd = ["python3", sync_script, "--date", date_str, "--apply-ai", desc_path]
     result = subprocess.run(
-        ["python3", sync_script, "--apply-ai", desc_path],
+        cmd,
         capture_output=True, text=True, timeout=60, env=env
     )
     
diff --git a/scripts/sync_feishu_feedback_wrapper.sh b/scripts/sync_feishu_feedback_wrapper.sh
index 5ec6fa4..8e70f91 100755
--- a/scripts/sync_feishu_feedback_wrapper.sh
+++ b/scripts/sync_feishu_feedback_wrapper.sh
@@ -18,7 +18,7 @@ log "=== 每日全量分发开始 ==="
 YESTERDAY=$(date -d "yesterday" +%Y-%m-%d)
 
 cd /root/.openclaw/workspace-xiaokui
-python3 skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py --date "$YESTERDAY" --steps 7 --ai-placeholders --skip-dispatch >> "$LOG_FILE" 2>&1
+python3 skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py --date "$YESTERDAY" --steps 7 --ai-placeholders --dispatch-mode all >> "$LOG_FILE" 2>&1
 
 log "=== 每日全量分发结束 ==="
 exit 0
diff --git a/skills/feishu-feedback-sync/scripts/__pycache__/sync_feishu_feedback.cpython-312.pyc b/skills/feishu-feedback-sync/scripts/__pycache__/sync_feishu_feedback.cpython-312.pyc
index cdb538b..9cd3ca6 100644
Binary files a/skills/feishu-feedback-sync/scripts/__pycache__/sync_feishu_feedback.cpython-312.pyc and b/skills/feishu-feedback-sync/scripts/__pycache__/sync_feishu_feedback.cpython-312.pyc differ
diff --git a/skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py b/skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py
index e1dc461..81db450 100755
--- a/skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py
+++ b/skills/feishu-feedback-sync/scripts/sync_feishu_feedback.py
@@ -1150,7 +1150,7 @@ def apply_ai_descriptions_to_doc(obj_token, descriptions_data):
 def get_today_doc_obj_token():
     """获取今天日期对应的子文档 obj_token。"""
     today_str = datetime.now().strftime("%Y-%m-%d")
-    doc_title = f"{today_str} 问题反馈"
+    doc_title = f"飞书-{today_str} 用户反馈问题归纳"
     children = list_child_nodes()
     if doc_title in children:
         return children[doc_title]["obj_token"]
@@ -1215,8 +1215,12 @@ def create_child_doc(title):
     # 飞书Wiki按sort_tag升序排列子节点，因此日期越新sort_tag越小（排在前面）
     sort_tag = int(time.time())  # 默认当前时间
     try:
-        # 标题格式如：2026-05-08 问题反馈
+        # 标题格式如：飞书-2026-05-08 用户反馈问题归纳
         date_str = title.split(" ")[0]
+        for prefix in ["飞书-", "微信-"]:
+            if date_str.startswith(prefix):
+                date_str = date_str[len(prefix):]
+                break
         dt = datetime.strptime(date_str, "%Y-%m-%d")
         # 用大基数减去时间戳：日期越新时间戳越大，减后值越小 → 排在前面
         sort_tag = 9999999999 - int(dt.timestamp())
@@ -1273,11 +1277,11 @@ def _delete_child_node(obj_token):
     return False
 
 
-def update_summary_doc_as_children(day_summaries, title_prefix=""):
+def update_summary_doc_as_children(day_summaries, title_prefix="飞书-"):
     """
     将各日期的归纳结果写入「用户反馈问题汇总」的子文档中。
     day_summaries: dict, key=日期字符串(如'2026-05-06'), value=summary markdown 字符串
-    title_prefix: 可选标题前缀，如 "微信-" 用于区分渠道
+    title_prefix: 可选标题前缀，默认 "飞书-"，微信渠道传入 "微信-"
     
     逻辑：
     1. 列出已有子文档
@@ -1291,7 +1295,7 @@ def update_summary_doc_as_children(day_summaries, title_prefix=""):
     lock_path = "/tmp/xiaokui_summary_create.lock"
     
     for day in sorted(day_summaries.keys(), reverse=True):
-        title = f"{title_prefix}{day} 问题反馈"
+        title = f"{title_prefix}{day} 用户反馈问题归纳"
         content = day_summaries[day]
         
         # 加锁：整个检查+创建+写入流程串行化，彻底避免并发冲突
@@ -1449,7 +1453,7 @@ def dispatch_summary_to_chat(day_label, summary_text, p0_only=False, doc_url=Non
     
     # 构建富文本消息（post 格式）
     # P0 @跟在标题行后面，不放单独段落
-    title = f"📋 {day_label} 用户反馈问题归纳"
+    title = f"📋 飞书-{day_label} 用户反馈问题归纳"
     
     # 飞书 post 消息不支持 HTML 标签的 at，需要用富文本 tag
     # 把归纳内容按 P0/P1/P2/P3 段落拆分，P0 标题行后追加 at tag
@@ -1482,7 +1486,7 @@ def dispatch_summary_to_chat(day_label, summary_text, p0_only=False, doc_url=Non
     summary_doc_url = doc_url or f"https://makee-interactive.feishu.cn/wiki/{SUMMARY_PARENT_NODE}"
     content_parts.append([
         {"tag": "text", "text": "\n📄 详细文档："},
-        {"tag": "a", "text": f"{day_label} 问题反馈", "href": summary_doc_url}
+        {"tag": "a", "text": f"飞书-{day_label} 用户反馈问题归纳", "href": summary_doc_url}
     ])
     
     post_content = json.dumps({
@@ -1569,7 +1573,7 @@ def main():
             print(f"   🔄 替换 #{idx}: {placeholder} → {desc[:50]}...")
 
         # 获取文档并覆盖写入（通过文件避免 shell 转义问题）
-        title = f"{target_date} 问题反馈"
+        title = f"飞书-{target_date} 用户反馈问题归纳"
         nodes = list_child_nodes()
         if title not in nodes:
             print(f"❌ 未找到文档: {title}")
@@ -1703,7 +1707,7 @@ def main():
                 print(f"   [{day}] 无P0问题，跳过分发")
                 continue
             # 获取当天子文档链接
-            child_title = f"{day} 问题反馈"
+            child_title = f"飞书-{day} 用户反馈问题归纳"
             child_info = child_nodes.get(child_title, {})
             child_node_token = child_info.get("node_token", SUMMARY_PARENT_NODE)
             child_url = f"https://makee-interactive.feishu.cn/wiki/{child_node_token}"