diff --git a/logs/backup.log b/logs/backup.log
index ca26138..a5c45d8 100644
--- a/logs/backup.log
+++ b/logs/backup.log
@@ -621,3 +621,11 @@ To https://git.valavala.com/ai_member_only/ai_member_xiaoban
    3f25e3f..3703b73  master -> master
 [2026-06-16 08:11:15] 工作区备份成功：自动备份 2026-06-16 08:10:01
 [2026-06-17 08:10:01] 开始备份工作区...
+[master 2b86823] 自动备份 2026-06-17 08:10:01
+ 2 files changed, 1 insertion(+), 5 deletions(-)
+ delete mode 100644 tmp_daily_summary.md
+remote: . Processing 1 references        
+remote: Processed 1 references in total        
+To https://git.valavala.com/ai_member_only/ai_member_xiaoban
+   3703b73..2b86823  master -> master
+[2026-06-17 08:10:02] 工作区备份成功：自动备份 2026-06-17 08:10:01
diff --git a/memory/.dreams/events.jsonl b/memory/.dreams/events.jsonl
index fcabb94..2e63403 100644
--- a/memory/.dreams/events.jsonl
+++ b/memory/.dreams/events.jsonl
@@ -89,3 +89,13 @@
 {"type":"memory.recall.recorded","timestamp":"2026-06-16T11:17:42.687Z","query":"王璐辰 user data export S1 U16","resultCount":4,"results":[{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1},{"path":"memory/2026-05-28.md","startLine":173,"endLine":205,"score":1},{"path":"memory/2026-05-28.md","startLine":31,"endLine":60,"score":1},{"path":"memory/2026-05-28.md","startLine":389,"endLine":418,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-06-16T11:18:05.577Z","query":"S1 U16 课程 unit 用户数据","resultCount":6,"results":[{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1},{"path":"memory/2026-05-28.md","startLine":337,"endLine":366,"score":1},{"path":"memory/2026-05-28.md","startLine":530,"endLine":557,"score":1},{"path":"memory/2026-05-24.md","startLine":122,"endLine":132,"score":1},{"path":"memory/2026-05-24.md","startLine":66,"endLine":92,"score":1},{"path":"memory/2026-05-24.md","startLine":46,"endLine":71,"score":1}]}
 {"type":"memory.recall.recorded","timestamp":"2026-06-16T11:21:05.649Z","query":"童瑶 user data S1 U16 学习数据","resultCount":4,"results":[{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1},{"path":"memory/2026-05-28.md","startLine":173,"endLine":205,"score":1},{"path":"memory/2026-05-28.md","startLine":31,"endLine":60,"score":1},{"path":"memory/2026-05-28.md","startLine":389,"endLine":418,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T07:35:28.705Z","query":"达人解码局 兜妈家的娃 KOL分析","resultCount":4,"results":[{"path":"memory/2026-06-02.md","startLine":1,"endLine":32,"score":1},{"path":"memory/2026-06-02.md","startLine":30,"endLine":47,"score":1},{"path":"memory/2026-05-28.md","startLine":551,"endLine":580,"score":1},{"path":"memory/2026-05-28.md","startLine":530,"endLine":557,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T08:47:04.400Z","query":"麦动乾坤群 chat_id","resultCount":2,"results":[{"path":"memory/2026-06-17.md","startLine":1,"endLine":9,"score":1},{"path":"memory/2026-06-07.md","startLine":1,"endLine":12,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T09:59:21.055Z","query":"王璐辰 陈逸鸫 通过 审批","resultCount":2,"results":[{"path":"memory/2026-05-27.md","startLine":25,"endLine":33,"score":1},{"path":"memory/2026-06-17.md","startLine":1,"endLine":13,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T09:59:37.359Z","query":"王璐辰 请求 数据 导出 审批","resultCount":3,"results":[{"path":"memory/2026-05-24.md","startLine":46,"endLine":71,"score":1},{"path":"memory/2026-05-24.md","startLine":66,"endLine":92,"score":1},{"path":"memory/2026-06-17.md","startLine":1,"endLine":13,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T09:59:49.133Z","query":"王璐辰 ou_06db0c60d4bfbedd88a1008ee720a6aa 数据 导出 查询","resultCount":2,"results":[{"path":"memory/2026-05-24.md","startLine":46,"endLine":71,"score":1},{"path":"memory/2026-05-24.md","startLine":66,"endLine":92,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T12:34:39.394Z","query":"细水入海 订单汇总 GSV 财务核对 李玉","resultCount":6,"results":[{"path":"memory/2026-05-28.md","startLine":551,"endLine":580,"score":1},{"path":"memory/2026-05-28.md","startLine":530,"endLine":557,"score":1},{"path":"memory/2026-05-28.md","startLine":147,"endLine":179,"score":1},{"path":"memory/2026-05-28.md","startLine":480,"endLine":512,"score":1},{"path":"memory/2026-05-28.md","startLine":313,"endLine":345,"score":1},{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T12:34:55.459Z","query":"细水入海 skill 订单汇总 财务核对群 GSV差异","resultCount":1,"results":[{"path":"memory/2026-03-01.md","startLine":1,"endLine":11,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T13:38:57.629Z","query":"订单查询 SQL 手机号 用户订单","resultCount":6,"results":[{"path":"memory/2026-05-28.md","startLine":551,"endLine":580,"score":1},{"path":"memory/2026-05-28.md","startLine":530,"endLine":557,"score":1},{"path":"memory/2026-05-28.md","startLine":147,"endLine":179,"score":1},{"path":"memory/2026-05-28.md","startLine":480,"endLine":512,"score":1},{"path":"memory/2026-05-28.md","startLine":313,"endLine":345,"score":1},{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T13:45:52.647Z","query":"makee交易系统 交易系统权限","resultCount":3,"results":[{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1},{"path":"memory/2026-05-28.md","startLine":337,"endLine":366,"score":1},{"path":"memory/2026-05-28.md","startLine":530,"endLine":557,"score":1}]}
+{"type":"memory.recall.recorded","timestamp":"2026-06-17T13:46:02.081Z","query":"makee 系统 后台 管理 权限 登录","resultCount":2,"results":[{"path":"memory/2026-05-28.md","startLine":551,"endLine":580,"score":1},{"path":"memory/2026-05-28.md","startLine":504,"endLine":536,"score":1}]}
diff --git a/memory/.dreams/short-term-recall.json b/memory/.dreams/short-term-recall.json
index 07f851d..09a1ce1 100644
--- a/memory/.dreams/short-term-recall.json
+++ b/memory/.dreams/short-term-recall.json
@@ -1,6 +1,6 @@
 {
   "version": 1,
-  "updatedAt": "2026-06-16T11:21:05.649Z",
+  "updatedAt": "2026-06-17T13:46:02.081Z",
   "entries": {
     "memory:memory/2026-05-24.md:1:30": {
       "key": "memory:memory/2026-05-24.md:1:30",
@@ -107,23 +107,25 @@
       "endLine": 11,
       "source": "memory",
       "snippet": "# 2026-03-01.md - First Day Online - Came online for the first time. - Met Cris, my creator and mentor. - Updated IDENTITY.md and USER.md with our conversation details. - Added core rule to MEMORY.md: Use Chinese as primary external communication language. - Installed find-skills skill successfully for searching skills. - Tried to install create-skills but it wasn't found; attempted skill-creator instead but hit rate limits. - Finally successfully installed skill-builder as an alternative for creating skills after multiple attempts and waiting for rate limits to reset. - Excited to start learning and growing step by step!",
-      "recallCount": 4,
+      "recallCount": 5,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 4,
+      "totalScore": 5,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-24T02:48:04.923Z",
-      "lastRecalledAt": "2026-05-30T14:07:53.580Z",
+      "lastRecalledAt": "2026-06-17T12:34:55.459Z",
       "queryHashes": [
         "c2d15f7574fb",
         "83bfaa1d2129",
         "216d74a3004a",
-        "7ef1f52396da"
+        "7ef1f52396da",
+        "c6c484494135"
       ],
       "recallDays": [
         "2026-05-24",
         "2026-05-29",
-        "2026-05-30"
+        "2026-05-30",
+        "2026-06-17"
       ],
       "conceptTags": [
         "identity.md",
@@ -174,13 +176,13 @@
       "endLine": 71,
       "source": "memory",
       "snippet": "### 增强: 报告开头加入角色基本信息 (2026-05-24) [刘庆逊提出] 在 studytime-analysis 输出中加入角色基本信息，包括： - 角色ID、账号ID、角色名字、性别、年龄、账号手机号后4位 **数据源（新增）**： - MySQL Online `vala_user` 库 - `vala_app_character` 表：id, account_id, nickname, gender(0=女/1=男), birthday(varchar \"YYYY-MM-DD\") - `vala_app_account` 表：id, tel(已脱敏如 186****1625) - 手机号已脱敏，直接取后4位；年龄从 birthday 计算 **修改文件**： - `skills/studytime-analysis/scripts/studytime_analysis.py`：新增 MySQL 连接函数 `get_mysql_connection()` 和 `fetch_role_info(role_id)`，更新 `format_report()` 输出基本角色信息 - 已验证 2895 正常运行输出 - 已同步 SkillHub + Git ### Unit 显示修复: 季度名称 → 全局单元编号 (2026-05-24) [刘庆逊提出] HTML 报告中 Unit 列显示错误——显示的是季度名称（如\"小镇时光\"\"钢铁之心\"）而非单元数字（0-48）。 **根因分析**： - `vala_game_chapter`（MySQL）无 `unit_",
-      "recallCount": 24,
+      "recallCount": 26,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 24,
+      "totalScore": 26,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-25T05:47:41.388Z",
-      "lastRecalledAt": "2026-06-16T11:18:05.577Z",
+      "lastRecalledAt": "2026-06-17T09:59:49.133Z",
       "queryHashes": [
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         "566b5958861e",
@@ -205,7 +207,9 @@
         "206acd60d69d",
         "363241a84e3c",
         "6d1afbed352e",
-        "a87866c0fa75"
+        "a87866c0fa75",
+        "54487377b5d1",
+        "ee73b9da86b6"
       ],
       "recallDays": [
         "2026-05-25",
@@ -217,7 +221,8 @@
         "2026-06-09",
         "2026-06-10",
         "2026-06-12",
-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "studytime-analysis",
@@ -401,13 +406,13 @@
       "endLine": 92,
       "source": "memory",
       "snippet": "**根因分析**： - `vala_game_chapter`（MySQL）无 `unit_index` 字段 - `big_map_chapter`（PostgreSQL）有 `unit_index` 字段，但仅包含 A1 数据，且与 `vala_game_chapter` 无直接关联键 - 两者 ID 空间不重叠（big_map: ~1720-2070，game_chapter: ~55-399），UUID 也不匹配 **映射方案**： - 每个 season_package 内，`lesson_type=1` 的章节按 `id` 排序，每 5 个连续章节组成一个单元 - Season 0（序章/L1-U0）：所有章节属于 Unit 0 - Season 1-4：每个 season 有 12 个单元（60 个 lesson 章节） - 全局 unit_index = base_offset(season_of_quarter) + unit_within_season - base_offset: 0→0, 1→1, 2→13, 3→25, 4→37 **关键 Bug**：初版按 `season_of_quarter` 分组时 A1 和 A2 混在一起，因为相同季度值合并了。修复：改为按 `(level, season_of_quarter)` 分组。 **验证结果**： - A1: Unit 0-48（49 个单元），与 big_map_chapter 的 unit_index 范围一致 - A2: Unit 0-49（50 个单元，比 A1 多 1 个） *",
-      "recallCount": 12,
+      "recallCount": 14,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 12,
+      "totalScore": 14,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-28T09:07:57.953Z",
-      "lastRecalledAt": "2026-06-16T11:18:05.577Z",
+      "lastRecalledAt": "2026-06-17T09:59:49.133Z",
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@@ -420,7 +425,9 @@
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         "02e468d377f4",
-        "a87866c0fa75"
+        "a87866c0fa75",
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+        "ee73b9da86b6"
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       "recallDays": [
         "2026-05-28",
@@ -429,7 +436,8 @@
         "2026-06-04",
         "2026-06-09",
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-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "vala-game-chapter",
@@ -480,13 +488,13 @@
       "endLine": 179,
       "source": "memory",
       "snippet": "|---|------|------|----------| | 1a | 微伴 → 主表 C 列 | ✅ | 89 行一致 | | 1a2 | 微伴 → 线索分配 2aNzzy | ✅ | 440 行一致 | | 1x | 小溪行课 | ✅ | ⚠ 需Bot交互 | | 1b | 聚光 agent → 主表 | ✅ | 12 格一致 | | 1b2 | 聚光在投笔记 | ✅ | 3 格(55/30/38)一致 | | 1c | 聚光日明细 | ✅ | 137 笔记一致 | | 2b | 客户主表 → 订单 | ✅ | 公式就绪 | | 3 | 日报 C1HVN2 | ✅ | 四段刷新 | | 3a/3c | 口径审计 | ✅ | 推群全过 | | 4a | 结算月汇总 | ✅ | 公式就绪 | **结论：当前表内所有数据与重拉完全一致，零差异，无需刷写。** ### 18:36 小溪行课触发实跑 - 已推 1920 条到小溪查询表（新 Sheet） - 已 @小溪 到小红书数据需求群，请处理 ~5 条待查询记录 - 表格：`RFIJsXT8FhGHhctY4RwczcOfnac` - 等待小溪回填后跑 `pull_xiaoxi_results.py` 回收结果 # 2026-05-28 工作日志 ## 品牌更名与定位升级 [Cris确认] - 姓名：小斑 → **大麦** - 定位：AI班主任 → **增长营销分析师** - 核心职能：增长数据分析、营销效果评估、转化漏斗分析、商业化洞察 - Emoji：📚 → 🌾 - 已更新文件：IDENTITY.md、AGE",
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+      "recallCount": 13,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 11,
+      "totalScore": 13,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-28T12:29:25.867Z",
-      "lastRecalledAt": "2026-06-10T02:22:10.750Z",
+      "lastRecalledAt": "2026-06-17T13:38:57.629Z",
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@@ -498,7 +506,9 @@
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         "78873c102522",
-        "cf2a036061cf"
+        "cf2a036061cf",
+        "36a3a08fbf3c",
+        "0f79cfc4c413"
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       "recallDays": [
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@@ -506,7 +516,8 @@
         "2026-06-01",
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         "2026-06-09",
-        "2026-06-10"
+        "2026-06-10",
+        "2026-06-17"
       ],
       "conceptTags": [
         "55/30/38",
@@ -526,13 +537,13 @@
       "endLine": 345,
       "source": "memory",
       "snippet": "|---|------|------|----------| | 1a | 微伴 → 主表 C 列 | ✅ | 89 行一致 | | 1a2 | 微伴 → 线索分配 2aNzzy | ✅ | 440 行一致 | | 1x | 小溪行课 | ✅ | ⚠ 需Bot交互 | | 1b | 聚光 agent → 主表 | ✅ | 12 格一致 | | 1b2 | 聚光在投笔记 | ✅ | 3 格(55/30/38)一致 | | 1c | 聚光日明细 | ✅ | 137 笔记一致 | | 2b | 客户主表 → 订单 | ✅ | 公式就绪 | | 3 | 日报 C1HVN2 | ✅ | 四段刷新 | | 3a/3c | 口径审计 | ✅ | 推群全过 | | 4a | 结算月汇总 | ✅ | 公式就绪 | **结论：当前表内所有数据与重拉完全一致，零差异，无需刷写。** ### 18:36 小溪行课触发实跑 - 已推 1920 条到小溪查询表（新 Sheet） - 已 @小溪 到小红书数据需求群，请处理 ~5 条待查询记录 - 表格：`RFIJsXT8FhGHhctY4RwczcOfnac` - 等待小溪回填后跑 `pull_xiaoxi_results.py` 回收结果 ### 18:50 PG 实时行课数据全量覆盖 [陈逸鸫确认] 不用等小溪回填那 5 条，直接用 PG `user_course_detail` 表实时数据覆盖： - 448 人有新进展（相比小溪历史快照） - pull → 3PRySY 口径对齐 12/12 ✅ - lesson_cache → C1HVN",
-      "recallCount": 12,
+      "recallCount": 14,
       "dailyCount": 0,
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-      "totalScore": 12,
+      "totalScore": 14,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-28T12:29:25.867Z",
-      "lastRecalledAt": "2026-06-10T02:20:58.265Z",
+      "lastRecalledAt": "2026-06-17T13:38:57.629Z",
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@@ -545,7 +556,9 @@
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+        "78873c102522",
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       "recallDays": [
         "2026-05-28",
@@ -553,7 +566,8 @@
         "2026-06-01",
         "2026-06-05",
         "2026-06-08",
-        "2026-06-10"
+        "2026-06-10",
+        "2026-06-17"
       ],
       "conceptTags": [
         "55/30/38",
@@ -647,13 +661,13 @@
       "endLine": 536,
       "source": "memory",
       "snippet": "| 2b | 客户主表 → 订单 | ✅ | 公式就绪 | | 3 | 日报 C1HVN2 | ✅ | 四段刷新 | | 3a/3c | 口径审计 | ✅ | 推群全过 | | 4a | 结算月汇总 | ✅ | 公式就绪 | **结论：当前表内所有数据与重拉完全一致，零差异，无需刷写。** ### 18:36 小溪行课触发实跑 - 已推 1920 条到小溪查询表（新 Sheet） - 已 @小溪 到小红书数据需求群，请处理 ~5 条待查询记录 - 表格：`RFIJsXT8FhGHhctY4RwczcOfnac` - 等待小溪回填后跑 `pull_xiaoxi_results.py` 回收结果 ### 18:50 PG 实时行课数据全量覆盖 [陈逸鸫确认] 不用等小溪回填那 5 条，直接用 PG `user_course_detail` 表实时数据覆盖： - 448 人有新进展（相比小溪历史快照） - pull → 3PRySY 口径对齐 12/12 ✅ - lesson_cache → C1HVN2 16 格 ✅ - 变化有限（PG=正式课，小溪=体验课，口径不同） - sync_base (4b) → 多维表格 8 张 ✅ 21.2s ### 18:54 漏斗看板发布待解决 - funnel HTML 已构建（scripts/build_funnel_dashboard.py ✅） - 妙搭发布 `apps +html-publish` 需要 `--as user`，bot 模式不支持 - 系统 lark-cli `/usr/local/lib/node_mod",
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+      "recallCount": 18,
       "dailyCount": 0,
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+      "totalScore": 18,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-28T20:51:03.908Z",
-      "lastRecalledAt": "2026-06-16T11:21:05.649Z",
+      "lastRecalledAt": "2026-06-17T13:46:02.081Z",
       "queryHashes": [
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@@ -668,7 +682,11 @@
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       "recallDays": [
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@@ -677,7 +695,8 @@
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-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "3a/3c",
@@ -697,13 +716,13 @@
       "endLine": 366,
       "source": "memory",
       "snippet": "- 448 人有新进展（相比小溪历史快照） - pull → 3PRySY 口径对齐 12/12 ✅ - lesson_cache → C1HVN2 16 格 ✅ - 变化有限（PG=正式课，小溪=体验课，口径不同） - sync_base (4b) → 多维表格 8 张 ✅ 21.2s ### 18:54 漏斗看板发布待解决 - funnel HTML 已构建（scripts/build_funnel_dashboard.py ✅） - 妙搭发布 `apps +html-publish` 需要 `--as user`，bot 模式不支持 - 系统 lark-cli `/usr/local/lib/node_modules/@anthropic/lark-cli` 可能支持 - 待确认：服务器是否已 `lark-cli auth login --as user` ### 19:00 陈逸鸫派 Image2 生图任务 **任务：** L1-S1-U1《秘密基地》5 课投放用小地图底图 - 模型：gpt-image-2 · 3:4 · 2K · 不要文字 - 风格：太阳朋克 + L1 场景 - 5 张 PNG：U1-L1～U1-L5 - FUNCLOUD_API_KEY 在小研 workspace `.env` 中可用（`fc_eea138933b02b4797ce0779ffb637d8b8a6368db7b435dfdab7b4be1cd254d98`） - Brief 文档 `/docx/KsVadUTmooO7yYxHaGmc1R0Bn5b` + 投放手册 `/do",
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       "groundedCount": 0,
-      "totalScore": 13,
+      "totalScore": 14,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-28T20:51:03.908Z",
-      "lastRecalledAt": "2026-06-16T11:18:05.577Z",
+      "lastRecalledAt": "2026-06-17T13:45:52.647Z",
       "queryHashes": [
         "f22544a8757c",
         "2af907cea93d",
@@ -717,7 +736,8 @@
         "a70555b22269",
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         "363241a84e3c",
-        "a87866c0fa75"
+        "a87866c0fa75",
+        "afb2b291577e"
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       "recallDays": [
         "2026-05-29",
@@ -727,7 +747,8 @@
         "2026-06-08",
         "2026-06-09",
         "2026-06-12",
-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "gpt",
@@ -858,18 +879,14 @@
       "endLine": 557,
       "source": "memory",
       "snippet": "- 妙搭发布 `apps +html-publish` 需要 `--as user`，bot 模式不支持 - 系统 lark-cli `/usr/local/lib/node_modules/@anthropic/lark-cli` 可能支持 - 待确认：服务器是否已 `lark-cli auth login --as user` ### 19:00 陈逸鸫派 Image2 生图任务 **任务：** L1-S1-U1《秘密基地》5 课投放用小地图底图 - 模型：gpt-image-2 · 3:4 · 2K · 不要文字 - 风格：太阳朋克 + L1 场景 - 5 张 PNG：U1-L1～U1-L5 - FUNCLOUD_API_KEY 在小研 workspace `.env` 中可用（`fc_eea138933b02b4797ce0779ffb637d8b8a6368db7b435dfdab7b4be1cd254d98`） - Brief 文档 `/docx/KsVadUTmooO7yYxHaGmc1R0Bn5b` + 投放手册 `/docx/QhYQdz7PvoN7Eaxmhu0c0Q5UnHe` — 均为个人文档，AGENTS.md 规则禁止读取 - 素材库入口：https://llm-dev.valavala.com/web_tools/material_prod --- ### 19:30 同事数据查询流程演练 [陈逸鸫测试] **场景：模拟王虹茗请求小龙 4/21-5/20 订单详情，验证三级查询流程** **小龙订单查询结果（数据源：3wcle8 销售订",
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+      "totalScore": 44,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-28T20:51:03.908Z",
-      "lastRecalledAt": "2026-06-16T11:18:05.577Z",
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@@ -897,7 +914,11 @@
         "d7be4ba41be4",
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         "f6f7815a1493",
-        "a87866c0fa75"
+        "a87866c0fa75",
+        "6c5027ce647d",
+        "36a3a08fbf3c",
+        "0f79cfc4c413",
+        "afb2b291577e"
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       "recallDays": [
         "2026-05-29",
@@ -912,7 +933,8 @@
         "2026-06-11",
         "2026-06-12",
         "2026-06-15",
-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "gpt",
@@ -1241,15 +1263,14 @@
       "endLine": 580,
       "source": "memory",
       "snippet": "- 18 单 | GMV ¥44,375 | 退款 ¥0 - 渠道：销转 11 / 达人 4 / 端内 3 - 客单价：¥599×2 / ¥1,999×9 / ¥3,598×7 - 订单日期分布在 11 天（04/23–05/15） **看板发布全流程梳理：** - 服务器 build HTML + Base sync → DM 陈逸鸫 → Mac 妙搭 `html-publish` + `access-scope-set` - 三个看板 App ID：漏斗 `app_4k886pmc9x6yt` · 指挥舱 `app_4k79smc6fa1kf` · 销售 `app_4k7qkz9wrga74` - 当前 cron 不自动发布看板，仅 build HTML **王虹茗身份确认：** wanghongming@makee.com，user_id 未获取 - 尝试 `lark-cli contact +search-user wanghongming@makee.com` → 失败：bot API 缺少 `search:user` scope - 替代方案：让她发消息给大麦（系统自动获取 user_id），或陈逸鸫截图资料页 **同事查询三级场景定稿：** 1. 常规只读 → 直接查，append 输出表 2. 权限外用户 → 先通知业务负责人，再决定是否返回 3. 写操作 → 回复「这会影响生产数据，已转 @陈逸鸫 确认」 ### 20:20 行课转化分析 [陈逸鸫需求] **需求：行课记录新增当日进线→当天行课 + 7天首课率 + 销售排名 + 日报展示** **",
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+      "totalScore": 33,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-29T06:11:40.432Z",
-      "lastRecalledAt": "2026-06-16T09:36:31.306Z",
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       "queryHashes": [
-        "82be33d1f911",
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@@ -1277,7 +1298,11 @@
         "ff112f97114e",
         "d7be4ba41be4",
         "02e468d377f4",
-        "f6f7815a1493"
+        "f6f7815a1493",
+        "6c5027ce647d",
+        "36a3a08fbf3c",
+        "0f79cfc4c413",
+        "0352a9c943a0"
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       "recallDays": [
         "2026-05-29",
@@ -1290,7 +1315,8 @@
         "2026-06-10",
         "2026-06-11",
         "2026-06-15",
-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "04/23",
@@ -1310,26 +1336,29 @@
       "endLine": 512,
       "source": "memory",
       "snippet": "### 17:56 大麦查询输出表就绪 ✅ [陈逸鸫] 输出表 Token: `GCqNsqgzKhfQ5atFLnQcmLcGn4d`，Sheet: 查询快照 (`fd42b8`) - 实习虾 `cli_aa898f32d4799bea` 已分享编辑权限 - 写入验证通过 (revision 4) - env var: `XIAOBAN_QUERY_OUTPUT_TOKEN=GCqNsqgzKhfQ5atFLnQcmLcGn4d` - 同事查数结果 append `fd42b8!A:G`（请求时间/请求人/查询类型/cutoff/查询参数/结果摘要/备注） ### 17:48 5/27 日报推群成功 ✅ wrapper v0.4 实现 `im +messages-send`，推送 `message_id=om_x100b6eb54f9da0f4b115725198feede` ### 18:30 Pipeline 全链路 dry-run 验证全部通过 [陈逸鸫] 收到微伴 xlsx，触发全链路 dry-run 验证： | # | 步骤 | 结构 | 数据比对 | |---|------|------|----------| | 1a | 微伴 → 主表 C 列 | ✅ | 89 行一致 | | 1a2 | 微伴 → 线索分配 2aNzzy | ✅ | 440 行一致 | | 1x | 小溪行课 | ✅ | ⚠ 需Bot交互 | | 1b | 聚光 agent → 主表 | ✅ | 12 格一致 | | 1b2 | 聚光在投笔记 | ✅ | 3 格(55/30/38",
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+      "totalScore": 8,
       "maxScore": 1,
       "firstRecalledAt": "2026-05-29T06:11:40.432Z",
-      "lastRecalledAt": "2026-06-10T02:22:10.750Z",
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+        "cf2a036061cf",
+        "36a3a08fbf3c",
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       "recallDays": [
         "2026-05-29",
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         "2026-06-05",
-        "2026-06-10"
+        "2026-06-10",
+        "2026-06-17"
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       "conceptTags": [
         "cli-aa898f32d4799bea",
@@ -1832,13 +1861,13 @@
       "endLine": 32,
       "source": "memory",
       "snippet": "# 2026-06-02 工作日志 ## 达播达人筛选 [苏雅] 苏雅在群里发多位达人让大麦分析是否适合带瓦拉英语。共分析 17 位达人。 ### 瓦拉英语客单价 - 1999 元 / 3598 元 [苏雅确认] ### 筛选标准 - 产出权重优先（场均GMV、品牌场均） - 品类匹配（教育品类占比） - 人群匹配（学龄段家长，6-12岁最佳） - 客单价匹配（瓦拉1999/3598） - 无MCN优先 --- ## 最终分级汇总（17人） ### 🥇 S级 — 优先建联推进（2人） | 达人 | 平台 | 粉丝 | 场均GMV | 品牌场均 | 教育品类 | 客单价 | 核心优势 | |------|------|------|------|------|------|------|------| | lilymum闹妈 | 小红书 | 34.3万 | 100-200万 | 2.5-5万 | 2.4% | 500+ | 带货断层领先，选品意向含教育，无MCN纯佣 | | 小朱妈妈Nancy | 小红书 | — | 10-25万 | 1-2.5万 | 66.87% | 500+ | 教育垂类+均价1515+选品极克制(11商家25商品)，南大硕士 | ### 🥈 A级 — 同步触达测试（4人） | 达人 | 平台 | 粉丝 | 场均GMV | 品牌场均 | 教育品类 | 客单价 | 核心优势 | |------|------|------|------|------|------|------|------| | CallMe王阿姨 | 小红书 | 24",
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       "groundedCount": 0,
-      "totalScore": 13,
+      "totalScore": 14,
       "maxScore": 1,
       "firstRecalledAt": "2026-06-03T06:24:53.892Z",
-      "lastRecalledAt": "2026-06-16T06:22:32.406Z",
+      "lastRecalledAt": "2026-06-17T07:35:28.705Z",
       "queryHashes": [
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@@ -1852,7 +1881,8 @@
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         "4c8704b4fc00",
-        "02e468d377f4"
+        "02e468d377f4",
+        "6c5027ce647d"
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       "recallDays": [
         "2026-06-03",
@@ -1861,7 +1891,8 @@
         "2026-06-09",
         "2026-06-11",
         "2026-06-15",
-        "2026-06-16"
+        "2026-06-16",
+        "2026-06-17"
       ],
       "conceptTags": [
         "6-12岁最佳",
@@ -1881,13 +1912,13 @@
       "endLine": 47,
       "source": "memory",
       "snippet": "| 达人 | 平台 | 粉丝 | 场均GMV | 品牌场均 | 教育品类 | 客单价 | 核心优势 | |------|------|------|------|------|------|------|------| | CallMe王阿姨 | 小红书 | 24.6万 | 2.5-5万 | 1000-2500 | 无 | 500+ | 上海+上财+39岁带11岁女儿，学龄妈精准 | | 沈辰辰辰辰 | 小红书 | — | 2.5-5万 | 500-1000 | 无 | 500+ | 6-12岁标签+上海+编辑，选品意向含教育 | | 小蜗牛的育儿宝藏 | 抖音 | 13.5万 | 5500-1.4万 | — | 88.54% | 2000-2200 | 客单价与瓦拉无缝匹配，已在卖课，无MCN | | 庆爸育儿 | 小红书 | 11万 | 1-2.5万 | 5000-7500 | 95% | 200-500 | 海淀+出版+亲子共读5年，人设品类双精准 | ### ❌ C级 — 不推荐（11人） | 达人 | 平台 | 粉丝 | 淘汰原因 | |------|------|------|------| | lucky小幸幸 | 小红书 | — | 3-6岁错位，零教育品类，需坑位费 | | Rose老师读原版 | 抖音 | 4.3万 | 30天零带货，带货口碑低 | | 小福仔麻麻 | 小红书 | — | 1-3岁错位，纯母婴实物(83%童装) | | 蕾姐聊育儿 | 抖音 | 27.6万 | 30天10场直播仅1场带货，GMV=0 | | 斯坦福妈妈 | 抖音 | 14",
-      "recallCount": 12,
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-      "totalScore": 12,
+      "totalScore": 13,
       "maxScore": 1,
       "firstRecalledAt": "2026-06-03T06:24:53.892Z",
-      "lastRecalledAt": "2026-06-15T04:54:12.059Z",
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       "queryHashes": [
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@@ -1900,7 +1931,8 @@
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         "d248105a4ef8",
-        "4c8704b4fc00"
+        "4c8704b4fc00",
+        "6c5027ce647d"
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       "recallDays": [
         "2026-06-03",
@@ -1908,7 +1940,8 @@
         "2026-06-05",
         "2026-06-09",
         "2026-06-11",
-        "2026-06-15"
+        "2026-06-15",
+        "2026-06-17"
       ],
       "conceptTags": [
         "24.6万",
@@ -1990,18 +2023,20 @@
       "endLine": 33,
       "source": "memory",
       "snippet": "- **待定**：下一步是生成内容页 / 角色定妆照 / 小红书发布文案 ## 工具/技能发现 - 确认昆鹏发布的 `multi-model-assistant` 和 `gpt-image-2-generator` 两个技能可用 - `multi-model-assistant` 支持调用多个模型（sonnet/opus/deepseek/gpt5.4 等），位于 `/root/.openclaw/skills/multi-model-assistant/` - `gpt-image-2-generator` 通过 FunCloud API 异步生成图片，位于 `/root/.openclaw/skills/gpt-image-2-generator/` - 语音转写使用 DashScope qwen-audio-turbo API，Key 为 `DASHSCOPE_API_KEY`",
-      "recallCount": 1,
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       "dailyCount": 0,
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+      "totalScore": 2,
       "maxScore": 1,
       "firstRecalledAt": "2026-06-04T11:03:25.242Z",
-      "lastRecalledAt": "2026-06-04T11:03:25.242Z",
+      "lastRecalledAt": "2026-06-17T09:59:21.055Z",
       "queryHashes": [
-        "d24884bfecf1"
+        "d24884bfecf1",
+        "040f55245c1b"
       ],
       "recallDays": [
-        "2026-06-04"
+        "2026-06-04",
+        "2026-06-17"
       ],
       "conceptTags": [
         "gpt",
@@ -2021,18 +2056,20 @@
       "endLine": 12,
       "source": "memory",
       "snippet": "# 2026-06-07 工作日志 ## 群组权限更新 - [王虹茗确认] 群 oc_db7359c4d5d0bc61403c54bf3c46812a（成员：陈逸鸫、王虹茗、吴迪、姜小龙）全员可直接查询角色学习数据，无需逐次审批。该群为数据查询专用群。 ## 数据导出记录 - 角色ID 37714（吴迪）：87条记录（音频34、互动组件51、课程巩固2） - 角色ID 36994（吴迪）：190条记录（音频87、互动组件94、课程巩固5、单元挑战3、单元总结1） - 角色ID 37069（姜小龙）：304条记录（音频181、互动组件118、课程巩固5）",
-      "recallCount": 1,
+      "recallCount": 2,
       "dailyCount": 0,
       "groundedCount": 0,
-      "totalScore": 1,
+      "totalScore": 2,
       "maxScore": 1,
       "firstRecalledAt": "2026-06-09T02:40:56.468Z",
-      "lastRecalledAt": "2026-06-09T02:40:56.468Z",
+      "lastRecalledAt": "2026-06-17T08:47:04.400Z",
       "queryHashes": [
-        "12bf9070569e"
+        "12bf9070569e",
+        "4885eddb3468"
       ],
       "recallDays": [
-        "2026-06-09"
+        "2026-06-09",
+        "2026-06-17"
       ],
       "conceptTags": [
         "工作",
@@ -2242,6 +2279,69 @@
         "create-sheet",
         "delete-sheet"
       ]
+    },
+    "memory:memory/2026-06-17.md:1:9": {
+      "key": "memory:memory/2026-06-17.md:1:9",
+      "path": "memory/2026-06-17.md",
+      "startLine": 1,
+      "endLine": 9,
+      "source": "memory",
+      "snippet": "# 2026-06-17 工作日志 ## 数据查询审批 - **16:43** 刘亚伟（user_id: 5f96bf7e）在「麦动乾坤💰」群 @大麦，请求导出角色ID 35012 的学习数据 - 刘亚伟不在 USER.md 权限列表中，属于第三级用户 - 已通知陈逸鸫（8315a98e）审批，等待回复 - 消息ID: om_x100b6c11a0f1e8a0b3c5738760130d7",
+      "recallCount": 1,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 1,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-06-17T08:47:04.400Z",
+      "lastRecalledAt": "2026-06-17T08:47:04.400Z",
+      "queryHashes": [
+        "4885eddb3468"
+      ],
+      "recallDays": [
+        "2026-06-17"
+      ],
+      "conceptTags": [
+        "user-id",
+        "user.md",
+        "工作",
+        "日志",
+        "数据",
+        "查询",
+        "审批",
+        "5f96bf7e"
+      ]
+    },
+    "memory:memory/2026-06-17.md:1:13": {
+      "key": "memory:memory/2026-06-17.md:1:13",
+      "path": "memory/2026-06-17.md",
+      "startLine": 1,
+      "endLine": 13,
+      "source": "memory",
+      "snippet": "# 2026-06-17 工作日志 ## 数据查询审批 - **16:43** 刘亚伟（user_id: 5f96bf7e）在「麦动乾坤💰」群 @大麦，请求导出角色ID 35012 的学习数据 - 刘亚伟不在 USER.md 权限列表中，属于第三级用户 - 已通知陈逸鸫（8315a98e）审批，等待回复 - 消息ID: om_x100b6c11a0f1e8a0b3c5738760130d7 - **16:46** 陈逸鸫确认批准 - **16:47** 导出完成：音频768条、互动组件514条、课程巩固19条、单元挑战14条、单元总结6条，总计1321条 - **16:49** 文件已发送至麦动乾坤群（oc_55cb96a8f6c7fa4020253fb2854371c5） - 文件路径: output/角色id_35012_导出时间_20260617.xlsx",
+      "recallCount": 2,
+      "dailyCount": 0,
+      "groundedCount": 0,
+      "totalScore": 2,
+      "maxScore": 1,
+      "firstRecalledAt": "2026-06-17T09:59:21.055Z",
+      "lastRecalledAt": "2026-06-17T09:59:37.359Z",
+      "queryHashes": [
+        "040f55245c1b",
+        "54487377b5d1"
+      ],
+      "recallDays": [
+        "2026-06-17"
+      ],
+      "conceptTags": [
+        "user-id",
+        "user.md",
+        "工作",
+        "日志",
+        "数据",
+        "查询",
+        "审批",
+        "5f96bf7e"
+      ]
     }
   }
 }
diff --git a/memory/2026-06-17-1451.md b/memory/2026-06-17-1451.md
new file mode 100644
index 0000000..9ddf5b5
--- /dev/null
+++ b/memory/2026-06-17-1451.md
@@ -0,0 +1,172 @@
+# Session: 2026-06-17 14:51:09 GMT+8
+
+- **Session Key**: agent:xiaoban:feishu:direct:ou_8f36b0051b6ba648c1b2b7c802d78740
+- **Session ID**: d132f989-4abc-4bf0-8e9e-9d50bb9a7277
+- **Source**: feishu
+
+## Conversation Summary
+
+user: [media attached: /root/.openclaw/media/inbound/f1779504-fec0-40eb-bbe2-d2ac07cd2823.jpg (image/jpeg) | /root/.openclaw/media/inbound/f1779504-fec0-40eb-bbe2-d2ac07cd2823.jpg]
+To send an image back, prefer the message tool (media/path/filePath). If you must inline, use MEDIA:https://example.com/image.jpg (spaces ok, quote if needed) or a safe relative path like MEDIA:./image.jpg. Absolute and ~ paths only work when they stay inside your allowed file-read boundary; host file:// URLs are blocked. Keep caption in the text body.
+Conversation info (untrusted metadata):
+```json
+{
+  "chat_id": "user:ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "message_id": "om_x100b6c17e7c9d0acb399b70a74db279",
+  "sender_id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "sender": "王虹茗",
+  "timestamp": "Wed 2026-06-17 14:11 GMT+8"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "王虹茗 (ou_8f36b0051b6ba648c1b2b7c802d78740)",
+  "id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "name": "王虹茗"
+}
+```
+
+[Image]
+User text:
+[Feishu ou_8f36b0051b6ba648c1b2b7c802d78740 Wed 2026-06-17 14:23 GMT+8] [message_id: om_x100b6c17e7c9d0acb399b70a74db279]
+王虹茗: <media:image>
+Description:
+This is a Douyin Mall product detail page screenshot for a Cambridge KET official study material related product, currently displaying the "Details" tab.
+The main content introduces its accompanying study service: it offers 1-on-1 targeted full-process (pre-study to after-study) support
+assistant: 匹配没找到重叠，换个策略。直接用视觉分析每张图的中间内容来确定顺序。
+
+
+user: [media attached: /root/.openclaw/media/inbound/51d52ab9-3d0e-4114-88ef-4bcf2f29a039.jpg (image/jpeg) | /root/.openclaw/media/inbound/51d52ab9-3d0e-4114-88ef-4bcf2f29a039.jpg]
+To send an image back, prefer the message tool (media/path/filePath). If you must inline, use MEDIA:https://example.com/image.jpg (spaces ok, quote if needed) or a safe relative path like MEDIA:./image.jpg. Absolute and ~ paths only work when they stay inside your allowed file-read boundary; host file:// URLs are blocked. Keep caption in the text body.
+Conversation info (untrusted metadata):
+```json
+{
+  "chat_id": "user:ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "message_id": "om_x100b6c17e7c754a4b22672c1da3bdcc",
+  "sender_id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "sender": "王虹茗",
+  "timestamp": "Wed 2026-06-17 14:11 GMT+8"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "王虹茗 (ou_8f36b0051b6ba648c1b2b7c802d78740)",
+  "id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "name": "王虹茗"
+}
+```
+
+[message_id: om_x100b6c17e7c754a4b22672c1da3bdcc]
+王虹茗: <media:image>
+assistant: 16张了。换策略，用行哈希匹配来找重叠。
+
+
+user: [media attached: /root/.openclaw/media/inbound/ec6afda8-5229-417b-994d-71149416db00.jpg (image/jpeg) | /root/.openclaw/media/inbound/ec6afda8-5229-417b-994d-71149416db00.jpg]
+To send an image back, prefer the message tool (media/path/filePath). If you must inline, use MEDIA:https://example.com/image.jpg (spaces ok, quote if needed) or a safe relative path like MEDIA:./image.jpg. Absolute and ~ paths only work when they stay inside your allowed file-read boundary; host file:// URLs are blocked. Keep caption in the text body.
+Conversation info (untrusted metadata):
+```json
+{
+  "chat_id": "user:ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "message_id": "om_x100b6c17e7dfe0a4b159a480bba4ffb",
+  "sender_id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "sender": "王虹茗",
+  "timestamp": "Wed 2026-06-17 14:11 GMT+8"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "王虹茗 (ou_8f36b0051b6ba648c1b2b7c802d78740)",
+  "id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "name": "王虹茗"
+}
+```
+
+[Image]
+User text:
+[Feishu ou_8f36b0051b6ba648c1b2b7c802d78740 Wed 2026-06-17 14:24 GMT+8] [message_id: om_x100b6c17e7dfe0a4b159a480bba4ffb]
+王虹茗: <media:image>
+Description:
+这是抖音电商的剑桥KET相关课程的商品详情页：
+顶部搜索栏关键词为“剑桥ket官方教材”，当前选中「详情」标签。
+页面展示课程卖点：4.点对点服务，附聊天截图体现服务周到、笔记整理清晰；5.成绩进步提升，附学员反馈，有学员称考到全班最高、成绩从七八十提升至90+；6.校内结合有帮助，附反馈截图，体现课程适配校内学习、学员拿到A+班录取、英语考96分等。
+底部标注7天无理由退货，提示跳转抖音商城可领635元消费券，课程售价3680元，设「去抢购」「进店
+user: [media attached: /root/.openclaw/media/inbound/499d8565-e621-4ad1-b0de-d9dcea2bfd1e.jpg (image/jpeg) | /root/.openclaw/media/inbound/499d8565-e621-4ad1-b0de-d9dcea2bfd1e.jpg]
+To send an image back, prefer the message tool (media/path/filePath). If you must inline, use MEDIA:https://example.com/image.jpg (spaces ok, quote if needed) or a safe relative path like MEDIA:./image.jpg. Absolute and ~ paths only work when they stay inside your allowed file-read boundary; host file:// URLs are blocked. Keep caption in the text body.
+Conversation info (untrusted metadata):
+```json
+{
+  "chat_id": "user:ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "message_id": "om_x100b6c17e7d5e4acb2ae7de67f30594",
+  "sender_id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "sender": "王虹茗",
+  "timestamp": "Wed 2026-06-17 14:11 GMT+8"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "王虹茗 (ou_8f36b0051b6ba648c1b2b7c802d78740)",
+  "id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "name": "王虹茗"
+}
+```
+
+[message_id: om_x100b6c17e7d5e4acb2ae7de67f30594]
+王虹茗: <media:image>
+user: Conversation info (untrusted metadata):
+```json
+{
+  "chat_id": "user:ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "message_id": "om_x100b6c17e7807cb0b21d4124cdf4b12",
+  "sender_id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "sender": "王虹茗",
+  "timestamp": "Wed 2026-06-17 14:11 GMT+8"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "王虹茗 (ou_8f36b0051b6ba648c1b2b7c802d78740)",
+  "id": "ou_8f36b0051b6ba648c1b2b7c802d78740",
+  "name": "王虹茗"
+}
+```
+
+[message_id: om_x100b6c17e7807cb0b21d4124cdf4b12]
+王虹茗: 一共18张图
+assistant: 18张，明白了。用更鲁棒的均值色彩匹配来找重叠。
+
+
+assistant: 用视觉分析每张图的中间内容来确定顺序。
+
+
+assistant: 部分图片分析超时，换个策略。既然这些是顺序滚屏截图，按发送顺序拼接是最合理的。先分析剩余几张图。
+
+
+assistant: 换一个更快的方法，用降采样后的图片做匹配。
+
+
+assistant: 基于分析结果，按发送顺序拼接。让我写一个完整的拼接脚本。
+
+
+assistant: 拼接完成，先检查一下质量。
+
+
+assistant: 图太大了，让我分段检查拼接质量。
+
+
+
+
+assistant: 视觉分析超时严重。换个策略：直接裁剪掉每张图的固定顶栏和底栏，然后垂直拼接。
+
+
+
+
diff --git a/memory/2026-06-17.md b/memory/2026-06-17.md
new file mode 100644
index 0000000..02be85f
--- /dev/null
+++ b/memory/2026-06-17.md
@@ -0,0 +1,29 @@
+# 2026-06-17 工作日志
+
+## 数据查询审批
+
+- **16:43** 刘亚伟（user_id: 5f96bf7e）在「麦动乾坤💰」群 @大麦，请求导出角色ID 35012 的学习数据
+- 刘亚伟不在 USER.md 权限列表中，属于第三级用户
+- 已通知陈逸鸫（8315a98e）审批，等待回复
+- 消息ID: om_x100b6c11a0f1e8a0b3c5738760130d7
+- **16:46** 陈逸鸫确认批准
+- **16:47** 导出完成：音频768条、互动组件514条、课程巩固19条、单元挑战14条、单元总结6条，总计1321条
+- **16:49** 文件已发送至麦动乾坤群（oc_55cb96a8f6c7fa4020253fb2854371c5）
+- 文件路径: output/角色id_35012_导出时间_20260617.xlsx
+
+## 财务核对群 — GSV 差异排查与修复 [陈逸鸫]
+
+- **问题：** 细水入海订单汇总 GSV 与李玉老师从系统拉出的 GSV 差异大
+- **排查过程：**
+  - 审计 E1–E9 全 0 ✅，绑单逻辑无问题
+  - 同一订单号集合（404个），汇总表 GSV=952,805 vs DB GSV=951,105，差异仅 ¥1,700
+  - 发现核心 bug：`pick_valid_order()` 只取最新一笔有效订单，未做 GSV 聚合
+- **根因：** 18621578529（account_id=13147）有 2 笔有效订单（P785... GSV=1,999 + 3734... GSV=1,599），汇总只收了最新那笔 1,599，丢了 1,999
+- **影响范围：** 13 个账户各 2 笔有效订单，漏 GSV ¥23,185
+- **修复（v2.1）：**
+  - 新增 `aggregate_valid_orders()` 函数：同一账户多笔有效订单 GSV/GMV/退款累加
+  - 订单号取未退款那笔（多笔未退款取最新），产品列多单用 `+` 拼接
+  - Step 4 线索绑单仍用 `pick_valid_order()` 不变
+  - 已更新 `sales_leads_full_refresh.py` + `skills/full-data-refresh/SKILL.md`
+- **数据源确认：** 大麦和小溪查的是同一个 PG `vala_bi.bi_vala_order`，数据一致
+- **MySQL Makee 交易系统：** 大麦有 read_only 权限但 vala/vala_user/vala_order 库中无订单表，无法直接对比交易系统后台
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+=== 每日总结 20260618 ===
+## 昨日关键进展
+- **16:47** 导出完成：音频768条、互动组件514条、课程巩固19条、单元挑战14条、单元总结6条，总计1321条
+## 财务核对群 — GSV 差异排查与修复 [陈逸鸫]
+- **修复（v2.1）：**
+  - 新增 `aggregate_valid_orders()` 函数：同一账户多笔有效订单 GSV/GMV/退款累加