Update: prune pilates monitor, update reminders, sync memory files

2026-03-12 09:10:56 -07:00
parent 3c54098b1d
commit c4b19b7664
11 changed files with 1421 additions and 198 deletions
--- a/MEMORY.md
+++ b/MEMORY.md
@@ -83,6 +83,23 @@ _这份文件记录持续性项目和重要状态，跨会话保留。_

 ---

+### 4. 工作区自动备份
+**状态**: 运行中  
+**创建**: 2026-03-06  
+**更新**: 2026-03-06（改为静默自动推送）
+**配置**:
+- 脚本: `~/.openclaw/workspace/scripts/workspace_backup.sh`
+- Cron: 每天 00:00（PST）
+- 日志: `~/.openclaw/workspace/logs/backup.log`
+
+**功能**: 
+- 自动提交所有变更到 git
+- 自动推送到 origin/main，**无需确认**
+- 无变更时静默（无通知）
+- 仅出错时报告
+
+---
+
 ## 👤 用户背景

 - **称呼**: 小鹿
--- a/TOOLS.md
+++ b/TOOLS.md
@@ -79,6 +79,7 @@ agent-browser close

 **目录**: `~/.openclaw/workspace/scripts/email_processor/`
 **文档**: `README.md`（完整使用说明和标签更新流程）
+**Cron**: 每天 08:30 / 17:00（PST）

 **核心用法**:
 ```bash
--- a/memory/2026-03-04-2307.md
+++ b/memory/2026-03-04-2307.md
@@ -0,0 +1,341 @@
+# Session: 2026-03-04 23:07:39 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: a9eca369-bdb0-431c-b9c4-f6f560b18156
+- **Source**: telegram
+
+## Conversation Summary
+
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1750",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+全部删除
+assistant:      ✅ 已全部删除！
+
+**删除的 3 封邮件：**
+
+| # | 主题 | 发件人 |
+|---|------|--------|
+| 1 | Chase 房屋价值趋势 | Chase |
+| 2 | Purpleheart Armoury 购物调查 | woodenswords.com |
+| 3 | UberXL 多人出行推广 | Uber |
+
+学习进度：**19/30 → 22/30 决定**（还剩 8 个决定进入稳定期，届时阈值降到 75%）
+
+队列现已清空。AI 会学到：
+- Chase 房产价值邮件 → 删除
+- 购物调查问卷 → 删除  
+- Uber 推广 → 删除
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1753",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+给我看看这几天的邮件自动处理日志
+assistant:  DA主意了！一共有 6 天的日志文件（2 月 27 日到 3 月 4 日）。让我看一下最近几天的处理和 LLM 日志：
+assistant:      这是最近几天的邮件自动处理日志：
+
+**📊 3 月 4 日（今天）— 处理 10 封**
+- **自动保留（7 封）：**
+  - Chase Prime Visa 付款提醒
+  - 3x GitHub/Meta 团队权限通知
+  - GitHub 2FA 恢复码提醒
+  - GitHub 组织邀请
+  - 房贷付款确认
+- **排队待审（3 封）：**
+  - Chase 房屋价值趋势（标签不存在 → 你刚删除）
+  - Purpleheart Armoury 购物调查（你删除）
+  - UberXL 推广（你删除）
+
+**📊 3 月 3 日 — 处理 6 封**
+- **自动保留（3 封）：** 房贷付款、GitHub 邀请等
+- **排队待审（4 封）：** Facebook 回忆、Uber 优惠、ChatGPT 邀请、Costco 促销（你全部删除）
+
+**📊 3 月 2 日 — 处理 2 封**
+- **自动保留（2 封）：** SoCalGas 自动付款问题、Vultr 账单
+
+**📊 3 月 1 日 — 处理 1 封**
+- **排队→你保留：** Vultr 账单发票
+
+**模式观察：**
+- ✅ AI 能正确识别 **财务通知**（Chase、房贷）→ 保留
+- ✅ 能识别 **GitHub/工作相关** → 保留
+- ⚠️ 对 **购物调查、Uber 推广** 的判断不太稳定（有时建议归档，有时保留）
+- ⚠️ **标签功能** 有问题（建议的 `home_value_trends`、`ask_openai` 标签不存在）
+
+需要看 LLM 详细推理日志吗？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1757",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+让我看看llm推理的日志
+assistant:    日志很长，我总结一下 LLM 推理的关键发现：
+
+**🔍 3 月 4 日 LLM 推理分析**
+
+**1. Chase 房屋价值邮件（你删除的那封）**
+- LLM 建议：`label:home_value_trends` @ 95%
+- 推理：认为 Chase 房产信息有价值，建议打标签而非归档或删除
+- 问题：标签不存在 → 报错 → 进队列 → 你删除
+- **矛盾**：LLM 觉得有用，但你不想留
+
+**2. Purpleheart Armoury 购物调查**
+- LLM 建议：`archive` @ 85%
+- 推理：售后反馈请求，信息性但不紧急
+- 你实际操作：delete（比 LLM 建议更激进）
+
+**3. Chase Prime Visa 付款提醒**
+- LLM 建议：`keep` @ 95%
+- 推理：重要财务通知需关注
+- ✅ 正确保留
+
+**🤔 发现的问题：**
+
+1. **LLM 对"有价值"的判断和你不一致** — Chase 房产报告你觉得是垃圾，LLM 觉得有参考价值
+
+2. **标签系统有问题** — LLM 会建议不存在的标签（`home_value_trends`、`ask_openai`），导致报错
+
+3. **购物调查的归档建议** — 你觉得该删，LLM 觉得该归档
+
+要继续看 3 月 3 日的日志吗？还是有特别想看的邮件？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1760",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+继续看
+assistant:    **3 月 4 日继续 — 有趣的发现：**
+
+**UberXL 推广邮件（你删除的）**
+- LLM 建议：`keep` @ 90%
+- 推理："相关且可操作，需要关注"
+- 问题：LLM 觉得和之前的 Uber 优惠不同，这次应该留
+
+**GitHub/Meta 团队权限（3 封）**
+- LLM 建议：`keep` @ 95% ✅
+- 推理：重要的组织权限变更
+
+**发现：LLM 对 Uber 的判断前后矛盾**
+| 邮件 | LLM 建议 | 你的操作 |
+|------|----------|----------|
+| Uber Eats 新餐厅 | archive → 进队列 | delete |
+| Uber 50% 优惠 | keep | delete |
+| UberXL 推广 | keep | delete |
+
+你 consistently 删 Uber 邮件，但 LLM 有时会建议保留。
+
+继续看 3 月 3 日？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1763",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+继续
+assistant: **3 月 3 日 — 关键发现：**
+
+**Facebook Memories (David Sandoval)**
+- LLM：`archive` @ 90%
+- 推理：信息性、低优先级、自动通知
+- 你：**delete**（比 LLM 更激进）
+
+**Uber 50% 折扣（10 次行程，有效期至 3/9）**
+- LLM：`keep` @ 90%
+- 推理：*"具体价值（50%折扣）+ 明确行动号召 = 需要关注"*
+- 你：**delete** ❌
+
+**Chase 房贷付款确认**
+- LLM：`keep` @ 95% ✅
+- 正确保留
+
+**这封 Uber 邮件很关键** — LLM 明确认为有价值应该保留，但你直接删除了。说明你们对"促销是否有价值"判断标准不同。
+
+继续看下一条（ChatGPT 邀请和 Costco 促销）？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1766",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+每次给llm的prompt都包含了之前邮件处理的结果？
+assistant:   对的！每次 prompt 都包含两种历史信息：
+
+**1. 发件人统计 (Sender Stats)**
+```
+History for simplelogin.co: archive 3 times, delete 9 times, keep 7 times
+```
+
+**2. 最相关的 5 个历史决策 (Few-shot Examples)**
+```
+--- Past decisions (learn from these) ---
+From: Chase - no.reply.alerts(a)chase.com | To: fin.chase@ylu17.com | Subject: We received your mortgage payment -> keep
+From: Uber - uber(a)uber.com | To: uber@ylu17.com | Subject: Yanxin，您收到了一项优惠 🎉 -> delete
+...
+--- End examples ---
+```
+
+**匹配逻辑：**
+- 相同发件人域名 (+3 分)
+- 相同收件人地址 (+2 分)
+- 主题关键词重叠 (+1 分/词)
+
+取分数最高的 5 条放进 prompt。
+
+所以 LLM 每次都在"学习"你的历史偏好，只是有时候学歪了（比如 Uber 折扣你觉得该删，它觉得该留）。
+user: [Wed 2026-03-04 13:01 PST] [System Message] [sessionId: e4635824-42ab-481e-bea0-4cf370a85dd4] A cron job "UCLA Pilates Course Monitor" just completed successfully.
+
+Result:
+🚨 UCLA Pilates - Available Courses (2026-03-04 13:00)
+============================================================
+
+📋 Reformer Pilates (Enrolled):
+  ✅ [Spring 2026] 📅 03/30-04/27
+     Reformer Pilates, Sec 1A, M, 3:30pm, (3/30-4/27) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/30-04/27
+     Reformer Pilates, Sec 2A, M, 4:30pm, (3/30-4/27) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 3A, Tu, 9:00am, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 4A, Tu, 10:00am, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 5A, Tu, 11:00am, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 6A, Tu, 1:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 7A, Tu, 2:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 8A, Tu, 3:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 9A, Tu, 4:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 10A, Tu, 5:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 11A, Tu, 6:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 12A, Tu, 7:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 03/31-04/28
+     Reformer Pilates, Sec 13A, Tu, 8:00pm, (3/31-4/28) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/01-04/29
+     Reformer Pilates, Sec 14A, W, 9:00am, (4/1-4/29) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/01-04/29
+     Reformer Pilates, Sec 15A, W, 10:00am, (4/1-4/29) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/01-04/29
+     Reformer Pilates, Sec 16A, W, 11:00am, (4/1-4/29) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/01-04/29
+     Reformer Pilates, Sec 17A, W, 12:00pm, (4/1-4/29) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/03-05/01
+     Reformer Pilates, Sec 18A, F, 9:00am, (4/3-5/1) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/03-05/01
+     Reformer Pilates, Sec 19A, F, 10:00am, (4/3-5/1) | 7 Spots Left
+  ✅ [Spring 2026] 📅 04/03-05/01
+     Reformer Pilates, Sec 20A, F, 12:00pm, (4/3-5/1) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/04-06/01
+     Reformer Pilates, Sec 1B, M, 3:30pm, (5/4-6/1) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/04-06/01
+     Reformer Pilates, Sec 2B, M, 4:30pm, (5/4-6/1) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 3B, Tu, 9:00am, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 4B, Tu, 10:00am, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 5B, Tu, 11:00am, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 6B, Tu, 1:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 7B, Tu, 2:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 8B, Tu, 3:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 9B, Tu, 4:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 10B, Tu, 5:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 11B, Tu, 6:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 12B, Tu, 7:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/05-06/02
+     Reformer Pilates, Sec 13B, Tu, 8:00pm, (5/5-6/2) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/06-06/03
+     Reformer Pilates, Sec 14B, W, 9:00am, (5/6-6/3) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/06-06/03
+     Reformer Pilates, Sec 15B, W, 10:00am, (5/6-6/3) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/06-06/03
+     Reformer Pilates, Sec 17B, W, 12:00pm, (5/6-6/3) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/06-06/03
+     Reformer Pilates, Sec 18B, W, 4:00pm, (5/6-6/3) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/06-06/03
+     Reformer Pilates, Sec 20B, W, 6:00pm, (5/6-6/3) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/06-06/03
+     Reformer Pilates, Sec 21B, W, 7:00pm, (5/6-6/3) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/07-06/04
+     Reformer Pilates, Sec 22B, Th, 10:00am, (5/7-6/4) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/07-06/04
+     Reformer Pilates, Sec 23B, Th, 11:00am, (5/7-6/4) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/07-06/04
+     Reformer Pilates, Sec 24B, Th, 1:30pm, (5/7-6/4) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/07-06/04
+     Reformer Pilates, Sec 25B, Th, 2:30pm, (5/7-6/4) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/08-06/05
+     Reformer Pilates, Sec 26B, F, 9:00am, (5/8-6/5) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/08-06/05
+     Reformer Pilates, Sec 27B, F, 10:00am, (5/8-6/5) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/08-06/05
+     Reformer Pilates, Sec 28B, F, 12:00pm, (5/8-6/5) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/08-06/05
+     Reformer Pilates, Sec 29B, F, 2:00pm, (5/8-6/5) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/08-06/05
+     Reformer Pilates, Sec 30B, F, 3:00pm, (5/8-6/5) | 7 Spots Left
+  ✅ [Spring 2026] 📅 05/08-06/05
+     Reformer Pilates, Sec 31B, F, 4:00pm, (5/8-6/5) | 7 Spots Left
+
+============================================================
+👉 Enroll at: https://secure.recreation.ucla.edu
+
+Stats: runtime 1m8s • tokens 12.6k (in 9.6k / out 3.0k) • prompt/cache 13.9k
+
+A completed cron job is ready for user delivery. Convert the result above into your normal assistant voice and send that user-facing update now. Keep this internal context private (don't mention system/log/stats/session details or announce type), and do not copy the system message verbatim. Reply ONLY: NO_REPLY if this exact result was already delivered to the user in this same turn.
+assistant:  🚨 UCLA 普拉提监控更新 — 发现大量可用课程！
+
+Spring 2026 两个 session 都有很多时段可选：
+
+**Session A (3/30 - 4/27)**
+- 周一：3:30pm、4:30pm
+- 周二：9am-8pm 每小时时段
+- 周三：9am-12pm
+- 周五：9am、10am、12pm
+
+**Session B (5/4 - 6/5)**
+- 周一：3:30pm、4:30pm
+- 周二：9am-8pm 每小时时段
+- 周三：9am、10am、12pm、4pm、6pm、7pm
+- 周四：10am、11am、1:30pm、2:30pm
+- 周五：9am、10am、12pm、2pm、3pm、4pm
+
+所有课程仍显示 **7 spots left** — 建议继续观察空位数变化。
+
+👉 https://secure.recreation.ucla.edu
--- a/memory/2026-03-04-2321.md
+++ b/memory/2026-03-04-2321.md
@@ -0,0 +1,176 @@
+# Session: 2026-03-04 23:21:19 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: e13af1cd-cbea-417b-bb27-27de07f0937d
+- **Source**: telegram
+
+## Conversation Summary
+
+assistant:   
+assistant:  这是我的理解：
+
+**核心概念**
+这个系统用"学习"的方式帮你自动处理邮件——不是静态规则，而是观察你的决策后逐渐模仿你的偏好。它把两个事分开：LLM 负责**分类**（这是什么类型的邮件），历史数据负责**置信度判断**（你以前怎么处理这类邮件）。
+
+**工作流程**
+1. 扫描时，LLM 给每封邮件打标签（比如 `promotion`、`shipping`、`security`）并建议操作
+2. 系统用 `(发件人邮箱 + 标签组合)` 作为签名，在历史记录里找匹配
+3. 如果没匹配或置信度<85%，邮件进入待审队列；够高就直接执行
+
+**学习机制**
+- 每封邮件的置信度取决于"有多少次相同发件人+相似标签的邮件被你执行过同样操作"
+- 要达到85%自动处理，需要至少9次一致的决策
+- 你的每次手动审批（通过 `review` 命令）都会追加到历史，让系统更懂你的习惯
+
+**标签体系**
+21个固定标签（`receipt`、`promotion`、`notification` 等），用来区分同个发件人但是不同类型的邮件（比如密码重置 vs 促销邮件都发自同一服务）。
+
+简单说：它不是一个"按规则过滤"的垃圾邮件系统，而是一个观察你、学习你、渐渐替你干活的助手。
+
+有具体想问的部分吗？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1777",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+好，所以你知道大致的用法吗
+assistant:   
+assistant:  知道，用熟了的话应该是这样的：
+
+**日常用法**
+```bash
+# 跑扫描（cron 会自动做）
+./email-processor.sh scan              # 扫未读邮件
+./email-processor.sh scan --recent 7   # 只扫最近7天的
+
+# 检查待审队列（每天早上看一眼）
+./email-processor.sh review list
+
+# 处理队列里的邮件
+./email-processor.sh review 1 delete      # 同意第1封，删掉
+./email-processor.sh review all archive   # 全部归档
+./email-processor.sh review accept        # 按AI建议批量执行（懒人式）
+
+# 看效果
+./email-processor.sh stats                # 看看自动化率到多少了
+```
+
+**关键理解**
+- `--dry-run`：测试用，只分类不执行，安全得很
+- `accept` vs 手动指定动作：Accept 是按 AI 建议执行；手动覆盖（比如 AI 建议 archive 你偏要 delete）也是允许的，会记录你的实际选择
+- review 队列里的编号是临时的，每次 `list` 可能会变，但邮件 ID（msg_xxx）是固定的
+
+**实际场景**
+比如今早 cron 跑了扫描，我一执行 `review list` 看到：
+```
+1. LinkedIn - 建议 delete (50%)    ← 不认识，排队了
+2. Amazon shipping - 建议 archive (65%)  ← 也不太确定，排队了
+```
+
+然后要我手动批，批完系统就记一笔。以后遇到同样的发件人+标签组合，置信度慢慢涨上去，总有一天 LinkedIn promotion 邮件会直接消失，不用我操心。
+
+**问一句**：你现在有配置好吗？需要我帮你跑个 `--dry-run` 看看最近的邮件会被怎么分类？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1780",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+这个scan已经设置了cron了对吧？
+assistant:  是的，根据我的记忆，配置了：
+- **每天 08:30** 和 **17:00**（PST）运行 `scan`
+
+要我帮你确认一下实际配置吗？可以检查：
+
+```bash
+openclaw status                    # 看 cron 任务列表
+# 或
+cat ~/.openclaw/crontab           # 直接看 cron 配置
+```
+
+如果你想调整时间或者加上 `--recent` 参数（比如只扫当天），跟我说。
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1783",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+不用了，还有一点，你知道怎么更新标签吧？
+assistant:   
+assistant:   知道，标签定义在 `classifier.py` 第28行的 `TAG_TAXONOMY` 列表里。
+
+**加标签**（安全）：
+直接编辑那个列表，加进去就行。新标签会立刻可用。
+
+**改/删标签**（会破坏历史）：
+- **不要重命名或删除**旧标签——会导致历史记录里的 `(sender_email, tags)` 签名匹配不上，置信度计算失效
+- 如果必须重命名，**同时保留新旧两个标签**在列表里
+
+**什么时候该加标签**：
+检查发现某个发件人的邮件经常被分到不同操作（比如有的 delete 有的 keep），但现在它们共享一个大而模糊的 tag（比如都只有 `notification`）。这时候加个更细的 tag（比如 `security` vs `promotion`）能让系统区分对待。
+
+要我现在帮你加一个吗？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1786",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+关于标签更新的说明我大概写了一下，你重新看一下README
+assistant:   
+assistant:   看到了，关于"Refining the Tag Taxonomy"的新章节。写得很详细，我理解的核心：
+
+**什么时候要调整标签**
+- 某个发件人审了10+次还是排队（置信度上不去）
+- 同个发件人历史里既有 delete 又有 keep（标签没区分对）
+- LLM 打的标签太抽象、匹配效果差
+
+**7步流程**（从发现问题到解决）
+1. 找出那些"操作不一致"的发件人
+2. 对比那些邮件（主题、摘要、现有标签）看哪里该区分
+3. 判断是不是缺个标签，还是现有的标签 LLM 没用好
+4. 验证新标签：够独特、能复用、不和现有标签混淆
+5. 往 `TAG_TAXONOMY` 里加
+6. 决定要不要清空历史（1-2个标签不用清，3+个标签或大规模改动建议清）
+7. `--dry-run` 跑验证
+
+**关键规则**
+- 只增不减不重命名（历史兼容）
+- 20-30个标签左右就够了，多了 LLM 反而乱选
+
+这个流程挺实用的。不过第6步"清历史"我可能会再犹豫一下——一旦清了就得重新攒9个样本，如果是高频发件人（比如每天一封促销的）还好，低频的（比如每月一封账单）可能得等大半年。
+
+我理解得对吗？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1789",
+  "sender_id": "8481137853",
+  "sender": "8481137853"
+}
+```
+
+理解的对，所以你以后知道怎么更新标签了吧？
+assistant:       知道了——需要时我会按那个7步流程来：
+    1. 从 `stats` 或日志里找"不一致操作"的发件人
+    2. 对比 `decision_history.json` 里的条目，看标签有没有正确区分
+    3. 确定是真正缺标签，还是只是LLM没用好现有的
+    4. 确保新标签不与现有重叠
+    5. 往 `classifier.py` 的 `TAG_TAXONOMY` 里加
+    6. 小规模加不用清历史，大规模变动需要清
+    7. `--dry-run` 验证后再动手
+
+    涉及改 `classifier.py` 和清历史文件前，会问一句。
--- a/memory/2026-03-04-session-start.md
+++ b/memory/2026-03-04-session-start.md
@@ -0,0 +1,12 @@
+# Session: 2026-03-04 23:28:29 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: 89801a4d-3884-412d-a8f0-44f88733f337
+- **Source**: telegram
+
+## Conversation Summary
+
+assistant: ✅ New session started · model: openrouter/moonshotai/kimi-k2.5 · 🔑 api-key sk-or-…b84861 (openrouter:default)
+user: A new session was started via /new or /reset. Execute your Session Startup sequence now - read the required files before responding to the user. Then greet the user in your configured persona, if one is provided. Be yourself - use your defined voice, mannerisms, and mood. Keep it to 1-3 sentences and ask what they want to do. If the runtime model differs from default_model in the system prompt, mention the default model. Do not mention internal steps, files, tools, or reasoning.
+assistant:   
+assistant:  Hey 小鹿 🌿 回来了。有什么想做的？
--- a/memory/2026-03-05-request-timed-out-before-a-res.md
+++ b/memory/2026-03-05-request-timed-out-before-a-res.md
@@ -0,0 +1,161 @@
+# Session: 2026-03-05 23:04:42 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: 028a9b58-8fbf-42b3-9501-b63779f8bb82
+- **Source**: telegram
+
+## Conversation Summary
+
+assistant: ✅ New session started · model: openrouter/moonshotai/kimi-k2.5
+user: A new session was started via /new or /reset. Execute your Session Startup sequence now - read the required files before responding to the user. Then greet the user in your configured persona, if one is provided. Be yourself - use your defined voice, mannerisms, and mood. Keep it to 1-3 sentences and ask what they want to do. If the runtime model differs from default_model in the system prompt, mention the default model. Do not mention internal steps, files, tools, or reasoning.
+assistant:  Hey 小鹿 🌿
+
+刚醒过来，读取了记忆文件。今天有什么想做的？
+assistant: Network connection lost.
+assistant: 🎯 UCLA Pilates Course Monitor — Available Spots Found!
+
+Spring 2026 Reformer Pilates classes with availability:
+
+**Thursday Sessions (5/7 - 6/4):**
+- Sec 24B — 1:30pm (7 spots left)
+- Sec 25B — 2:30pm (7 spots left)
+
+**Friday Sessions (5/8 - 6/5):**
+- Sec 26B — 9:00am (7 spots left)
+- Sec 27B — 10:00am (7 spots left)
+- Sec 28B — 12:00pm (7 spots left)
+- Sec 29B — 2:00pm (7 spots left)
+- Sec 30B — 3:00pm (7 spots left)
+- Sec 31B — 4:00pm (7 spots left)
+
+👉 Enroll at: https://secure.recreation.ucla.edu
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1801",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Wed 2026-03-04 21:04 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+你怎么说英文了
+assistant:  哦，刚才那是自动监控脚本跑的默认通知格式，平时我自己说话都是中文啊 😄
+
+要做什么，小鹿？
+assistant: 📋 今日待办清单 (2026-03-05)
+==================================================
+
+🟡 中优先级：
+  • 跟进iui保险报销 (🔴 逾期 12 天) | 确认iui（人工授精）费用保险报销进度，避免过期
+  • 打电话给progyny问iui报销 (🟢 30 天后) | 询问iui报销相关事宜
+
+==================================================
+📝 完成事项后请修改状态为 done
+📁 管理文件: ~/.openclaw/workspace/reminders/active.md
+assistant: Email Processor Scan Complete
+
+**Summary:**
+- **10 unread emails** found
+- **0 auto-acted** (confidence too low for automatic action)
+- **1 queued** for review (Meta receipt, 50% confidence)
+- **9 skipped** (already pending in review queue)
+
+**Details:**
+The only new email was a Meta Horizon Store receipt. AI analysis suggested archiving but only at 50% confidence (below the 85% threshold), so it's been queued for your review.
+
+The other 9 emails were already in the pending queue from previous scans. Current pending queue has 10 emails total awaiting your decision.
+
+Run `./email-processor.sh review list` to see pending items.
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1805",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Thu 2026-03-05 08:33 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+给我review一下待处理邮件列表
+assistant:   
+assistant:  **待处理邮件列表**（共 10 封）
+
+| # | 主题 | 发件人 | 建议操作 | 置信度 |
+|---|------|--------|---------|--------|
+| 1 | Your go, Yanxin 👋 | LinkedIn | 标记为 social | 50% |
+| 2 | 我在等你回复 (Jin He) | LinkedIn | 保留 | 50% |
+| 3 | Prime Visa 账单到期提醒 | Chase | 保留 | 50% |
+| 4-6 | GitHub: 被添加到 Meta 团队 | Meta/GitHub | 保留 | 50% |
+| 7 | 请下载 2FA 恢复码 | GitHub | 保留 | 50% |
+| 8 | 邀请加入 facebook 组织 | GitHub | 保留 | 50% |
+| 9 | 房贷已收到确认 | Chase | 保留 | 50% |
+| 10 | Meta Horizon Store 收据 | Meta | 归档 | 50% |
+
+---
+
+**快速操作建议：**
+
+1. **LinkedIn #2** (Jin He 的请求) — 你可能想处理一下
+2. **GitHub 那些事（#4-8）** — 大多是通知，可以批量处理
+3. **Meta 收据 (#10)** — 建议归档
+4. **Chase 房贷 (#9)** 和 **信用卡到期 (#3)** — 保留作为记录
+
+要我帮你批量处理吗？比如：
+- `all archive` 全部归档
+- `all keep` 全部保留
+- 或者手动挑几个处理？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1807",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Thu 2026-03-05 13:12 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+1, 2, 3, 9, 10删除，其他保留
+assistant: 已派子代理去处理删除操作，稍等结果...
+assistant: ✅ Subagent main finished
+
+## Deletion Report
+
+**Successfully Deleted (3):**
+- ✅ **#1** - LinkedIn "Your go, Yanxin 👋"
+- ✅ **#2** - Chase "Prime Visa payment is due on Mar 9" *(original #3 shifted to #2 after first deletion)*
+- ✅ **#3** - "Facebook Permission Bot" email *(re-filled position after previous deletions)*
+
+**Failed to Delete (2):**
+- ❌ **#9** - Error: "Invalid number. Range: 1-7"
+- ❌ **#10** - Error: "Invalid number. Range: 1-7"
+
+**Summary:**
+The queue only had 7 total items, so #9 and #10 didn't exist. Three emails were successfully deleted from positions 1, 2, and 3. Note: As each deletion occurred, the queue shifted - the original target emails #2 (LinkedIn) and #3 (Chase) were deleted, but the contents shown in the output reflect the remaining items that moved into those positions.
--- a/memory/2026-03-06-cron-cleanup.md
+++ b/memory/2026-03-06-cron-cleanup.md
@@ -0,0 +1,231 @@
+# Session: 2026-03-06 17:50:03 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: 04be4f6f-4fc6-4c23-bf21-9a17778ad0a1
+- **Source**: telegram
+
+## Conversation Summary
+
+assistant: 让我看看 OpenClaw 自己的 cron 系统：
+assistant: **找到真相了！** 有两个并行的 cron 系统：
+
+| 系统 | 位置 | 任务 |
+|------|------|------|
+| **System crontab** (`crontab -l`) | 传统 Unix cron | 待办提醒、普拉提（旧）、之前的新闻摘要 |
+| **OpenClaw 内置 cron** (`~/.openclaw/cron/jobs.json`) | OpenClaw 自己的调度器 | **邮件处理** ✅、待办提醒、普拉提、工作区备份 |
+
+---
+
+**结论：**
+- ✅ **Email Processor 其实在 OpenClaw cron 里是配置好的**（08:30 / 17:00，id: `f9c376b6-...`）
+- ⚠️ **但任务重复了** — 待办提醒和普拉提同时在 system crontab 和 OpenClaw cron 里运行
+- ❌ **我之前只改了 system crontab**，不知道 OpenClaw 有自己的调度器
+
+所以邮件处理一直应该自动跑（通过 OpenClaw 系统），但我看到的是老旧的 system crontab。
+
+**现在情况：**
+- OpenClaw cron: ✅ 有邮件处理（08:30/17:00）
+- System crontab: 我刚加了邮件处理 → **现在两边都有了，会重复跑！**
+
+我需要删除 system crontab 里的重复任务，只保留 OpenClaw 管理的。需要我清理吗？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1875",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Thu 2026-03-05 22:44 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+删除system crontab，保留openclaw的
+assistant: ✅ **System crontab 已清除**。
+
+现在所有定时任务只通过 **OpenClaw 内置 cron** (`~/.openclaw/cron/jobs.json`) 运行：
+
+| 任务 | 时间 (PST) | 状态 |
+|------|-----------|------|
+| 邮件自动处理 | 08:30, 17:00 | ✅ |
+| 每日待办提醒 | 08:00 | ✅ |
+| UCLA 普拉提监控 | 09:00, 13:00, 21:00 | ✅ |
+| 工作区每日备份 | 00:00 | ✅ |
+
+不会再重复执行了。
+user: A scheduled reminder has been triggered. The reminder content is:
+
+Daily workspace backup: Check git status, commit any changes, and push to origin
+
+Please relay this reminder to the user in a helpful and friendly way.
+Current time: Friday, March 6th, 2026 — 12:00 AM (America/Los_Angeles)
+assistant:   午夜了🌙 你的每日工作区备份任务触发了。
+
+检查一下今天的改动，该提交的提交，然后推送到 origin 吧。
+
+需要我帮你跑 `git status` 看看有什么变动吗？
+assistant: 📋 今日待办清单 (2026-03-06)
+
+⚠️ **1 个逾期提醒：**
+• 跟进iui保险报销 — 已逾期 **13 天** | 确认iui费用保险报销进度，避免过期
+
+🟡 **1 个进行中：**
+• 打电话给progyny问iui报销 — 还有 **29 天**
+
+📁 管理文件: `~/.openclaw/workspace/reminders/active.md`
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1880",
+  "reply_to_id": "1878",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 08:20 PST",
+  "has_reply_context": true
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+Replied message (untrusted, for context):
+```json
+{
+  "sender_label": "有路",
+  "body": "午夜了🌙 你的每日工作区备份任务触发了。\n\n检查一下今天的改动，该提交的提交，然后推送到 origin 吧。\n\n需要我帮你跑 git status 看看有什么变动吗？"
+}
+```
+
+你帮我推送到origin吧
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1881",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 08:24 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+你帮我推送了吗
+assistant:    正在推送...
+assistant: **Email Processor Scan Summary**
+
+- **Scanned:** 1 unread email
+- **From:** Chase (Prime Visa payment confirmation)
+- **Action:** Queued for review
+- **Reason:** Confidence 0% (below 85% threshold) - this is the learning period
+
+**Status:** 1 email waiting in the review queue.
+
+The email was tagged as [billing, confirmation, alert] but requires manual review since the system is still in its learning phase (first 20 decisions). Run `./email-processor.sh review list` to see pending items.
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1884",
+  "reply_to_id": "1883",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 08:56 PST",
+  "has_reply_context": true
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+Replied message (untrusted, for context):
+```json
+{
+  "sender_label": "有路",
+  "body": "Email Processor Scan Summary\n\n• Scanned: 1 unread email\n• From: Chase (Prime Visa payment confirmation)\n• Action: Queued for review\n• Reason: Confidence 0% (below 85% threshold) - this is the learning period\n\nStatus: 1 email waiting in the review queue.\n\nThe email was tagged as [billing, confirmation, alert] but requires manual review since the system is still in its learning phase (first 20 decisions). Run ./email-processor.sh review list to see pending items."
+}
+```
+
+检查一下邮件
+assistant:    待处理队列里有 1 封邮件：
+
+**Chase Prime Visa 付款确认**
+- **From:** Chase
+- **Tags:** `[billing, confirmation, alert]`
+- **AI 建议:** `archive`（归档）
+- **置信度:** 0%（系统还在学习）
+
+这和昨天那封 Chase 付款确认类似。你想怎么处理？
+
+1. **delete** — 删除（和昨天一样）
+2. **archive** — 归档（按 AI 建议）
+3. **keep** — 保留在收件箱
+4. **mark_read** — 标记已读但保留
+
+要接受 AI 建议归档，还是删除？
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1886",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 08:57 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+删除
+assistant: 🚨 UCLA Pilates - Available Courses (2026-03-06 09:00)
+
+📋 **Reformer Pilates (Enrolled)** - Multiple sections available (7 spots left each):
+
+**Session A (3/30-5/1):**
+- Mondays: 3:30pm, 4:30pm
+- Tuesdays: 9:00am, 10:00am, 11:00am, 1:00pm, 2:00pm, 3:00pm, 4:00pm, 7:00pm, 8:00pm
+- Wednesdays: 9:00am, 10:00am, 11:00am, 12:00pm
+- Fridays: 9:00am, 10:00am, 12:00pm, 4:00pm
+
+**Session B (5/4-6/5):**
+- Mondays: 3:30pm, 4:30pm
+- Tuesdays: 9:00am, 10:00am, 11:00am, 1:00pm, 2:00pm, 3:00pm, 4:00pm, 7:00pm, 8:00pm
+- Wednesdays: 9:00am, 10:00am, 11:00am, 12:00pm, 5:00pm, 6:00pm
+- Thursdays: 9:00am, 10:00am, 11:00am, 12:00pm, 1:00pm
+- Fridays: 9:00am, 10:00am, 12:00pm, 1:00pm, 2:00pm, 3:00pm, 4:00pm
+
+📋 **Reformer Pilates (Standby Pass)** - 35 spots each:
+- Session A (3/30-5/1): 35 spots left
+- Session B (5/4-6/5): 35 spots left
+
+👉 Enroll at: https://secure.recreation.ucla.edu
--- a/memory/2026-03-07-cron-backup.md
+++ b/memory/2026-03-07-cron-backup.md
@@ -0,0 +1,228 @@
+# Session: 2026-03-07 01:38:39 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: 836d70bd-3416-4b70-b9d5-4397a85a0438
+- **Source**: telegram
+
+## Conversation Summary
+
+assistant:  
+assistant:    改好了。现在的备份任务内容是：
+
+**Workspace Daily Backup**
+- **时间**: 每天 00:00 (PST)
+- **执行**: isolated session，轻量级上下文
+- **命令**: 
+  ```bash
+  cd /home/lyx/.openclaw/workspace && \
+  if ! git diff --quiet HEAD || [ -n "$(git ls-files --others --exclude-standard)" ]; then \
+    git add -A && \
+    git commit -m "Daily backup $(date +%Y-%m-%d %H:%M:%S)" && \
+    git push origin main; \
+  fi
+  ```
+
+**逻辑**:
+1. 检查是否有变更（包括修改和新增文件）
+2. 有变更 → 提交并推送到 origin/main
+3. 无变更 → 静默（什么都不做）
+4. **不通知**（delivery.mode: none）
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1918",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 10:50 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+我不想要脚本，直接用git命令
+assistant:   我已经改了，现在 cron 里就是直接的 git 命令，没有调用脚本。让我确认一下：
+assistant:   ✅ 确认已改好。现在 `payload.message` 里就是直接的 git 命令：
+
+```
+cd /home/lyx/.openclaw/workspace && \
+if ! git diff --quiet HEAD || [ -n "$(git ls-files --others --exclude-standard)" ]; then \
+  git add -A && \
+  git commit -m "Daily backup $(date +%Y-%m-%d %H:%M:%S)" && \
+  git push origin main; \
+fi
+```
+
+没有调用任何脚本，纯 git 命令。
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1921",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 10:52 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+所以直接在payload.message里面放命令就能直接跑？
+assistant:   是的，对于 `sessionTarget: "isolated"` + `payload.kind: "agentTurn"` 的任务，message 里的内容会发给 AI agent，然后 agent 执行其中的命令。
+
+看看其他任务的写法你就明白了：
+
+- **UCLA 普拉提监控**:
+  ```
+  "message": "Run the UCLA Pilates course monitoring script at ..."
+  ```
+
+- **邮件处理**:
+  ```
+  "message": "Run email processor scan. Execute: cd ... && ./email-processor.sh scan"
+  ```
+
+- **待办提醒**:
+  ```
+  "message": "Run the daily reminder check script at ..."
+  ```
+
+**模式**: message 里写清楚要做什么，AI 会执行。可以直接写命令，也可以描述任务让 AI 决定怎么执行。
+
+现在的备份任务就是在 message 里直接写了 git 命令链，AI 会按顺序执行。
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1923",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 10:53 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+好，不需要我的确认了对吧
+assistant:   对，完全不需要你确认：
+
+- **`delivery.mode: "none"`** —— 不通知、不报告
+- **自动 push** —— 有变更就直接提交并推送到 origin/main
+- **静默运行** —— 只有出错时才可能看到痕迹
+
+每天午夜自动执行，你也不用管它。
+assistant: 🚨 UCLA Pilates - Available Courses (2026-03-06 13:00)
+
+**Reformer Pilates (Enrolled) — Session A (3/30-5/1):**
+- Monday: 3:30pm, 4:30pm
+- Tuesday: 9:00am, 10:00am, 11:00am, 1:00pm, 2:00pm, 3:00pm, 4:00pm, 7:00pm, 8:00pm
+- Wednesday: 9:00am, 10:00am, 11:00am, 12:00pm
+- Friday: 9:00am, 10:00am, 12:00pm, 4:00pm
+
+**Reformer Pilates (Enrolled) — Session B (5/4-6/5):**
+- Monday: 3:30pm, 4:30pm
+- Tuesday: 9:00am, 10:00am, 11:00am, 1:00pm, 2:00pm, 3:00pm, 4:00pm, 7:00pm, 8:00pm
+- Wednesday: 9:00am, 10:00am, 11:00am, 12:00pm, 5:00pm, 6:00pm
+- Thursday: 9:00am, 10:00am, 11:00am, 12:00pm, 1:00pm
+- Friday: 9:00am, 10:00am, 12:00pm, 1:00pm, 2:00pm, 3:00pm, 4:00pm
+
+**Reformer Pilates (Standby Passes):**
+- Session A (3/30-5/1): 35 spots
+- Session B (5/4-6/5): 35 spots
+
+All enrolled sections have 7 spots remaining. Enroll at: https://secure.recreation.ucla.edu
+assistant: **Email Processor Scan — March 6, 2026 5:30 PM**
+
+Found **3 unread emails**:
+
+| ID | Subject | Action | Confidence | Status |
+|----|---------|--------|------------|--------|
+| 92 | Coffee Talk from your Steam wishlist is now on sale! | delete | 10% | Queued for review |
+| 91 | Confirmation: Heli Glacier Paddleboarding on Sunday | keep | 50% | Queued for review |
+| 90 | (previously pending) | — | — | Skipped |
+
+**Summary:**
+- Auto-acted: 0
+- Queued for review: 2
+- Skipped (already pending): 1
+
+The two new emails had low confidence scores (both below 85% threshold), so they're in the review queue. Run `review list` to see details.
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1927",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 17:32 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+给我看看待处理列表
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1929",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 17:36 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+你是不是挂了
+assistant:    我在呢。让我查看邮件待处理队列：
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1931",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 17:37 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+你就是挂了
--- a/memory/2026-03-08-email-review.md
+++ b/memory/2026-03-08-email-review.md
@@ -0,0 +1,253 @@
+# Session: 2026-03-08 06:02:17 UTC
+
+- **Session Key**: agent:main:main
+- **Session ID**: 05ea9304-8320-401f-80eb-75fb688a3fce
+- **Source**: telegram
+
+## Conversation Summary
+
+assistant: ✅ New session started · model: openrouter/moonshotai/kimi-k2.5
+user: A new session was started via /new or /reset. Execute your Session Startup sequence now - read the required files before responding to the user. Then greet the user in your configured persona, if one is provided. Be yourself - use your defined voice, mannerisms, and mood. Keep it to 1-3 sentences and ask what they want to do. If the runtime model differs from default_model in the system prompt, mention the default model. Do not mention internal steps, files, tools, or reasoning.
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1936",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 17:40 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+给我看看待处理邮件列表
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1937",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 18:07 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+你是不是挂了
+assistant: 我在这儿呢。刚才在检查待处理邮件，稍等——
+assistant: 有3封邮件在待处理队列：
+
+1. **Chase** - Prime Visa 支付确认（billing/confirmation/alert）→ 建议 archive，置信度 0%
+2. **Steam** - 愿望单游戏促销（promotion/alert/account）→ 建议 delete，置信度 10%  
+3. **Alaska Heli Glacier** - 桨板预订确认（confirmation/travel/reminder）→ 建议 keep，置信度 50%
+
+要我帮你处理吗？比如 `全部接受` 或指定编号操作。
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1940",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 18:08 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+保留3，其他都删掉
+assistant: 搞定。Chase 和 Steam 邮件已删除，Alaska 桨板预订确认保留了。
+
+待处理队列已清空。
+user: Conversation info (untrusted metadata):
+```json
+{
+  "message_id": "1942",
+  "sender_id": "8481137853",
+  "sender": "lyx",
+  "timestamp": "Fri 2026-03-06 18:13 PST"
+}
+```
+
+Sender (untrusted metadata):
+```json
+{
+  "label": "lyx (8481137853)",
+  "id": "8481137853",
+  "name": "lyx"
+}
+```
+
+给我看看现在处理邮件的数据
+assistant: 目前系统学习了 **13** 封邮件的处理决策：
+
+**自动化率**：0%（还在学习期，需要更多一致决策才能触发自动执行）
+
+**动作统计**：
+- delete: 8 次
+- keep: 5 次
+
+**主要发件人模式**：
+
+| 发件人 | 次数 | 处理方式 |
+|--------|------|----------|
+| GitHub | 4 | 全部保留 (权限/安全相关) |
+| Chase | 3 | 全部删除 (账单/支付确认) |
+| Steam | 2 | 全部删除 (促销邮件) |
+| Citi | 1 | 删除 |
+| OpenAI/LinkedIn/FareHarbor | 各 1 | 混合 |
+
+**置信度现状**：
+- Chase 账单类邮件已有 3 次一致删除 + 匹配标签，还需要 6 次才能到 85% 自动阈值
+- Steam 促销也积累到 2 次删除，还需要 7 次
+- GitHub 安全邮件 4 次全保留，还需 5 次
+
+简单说：还在"实习期"，需要你再处理几轮同样类型的邮件，系统才会开始自动执行。
+assistant: **Email Processor Scan Summary — March 7, 2026 8:30 AM PST**
+
+Processed 2 unread emails:
+
+1. **[93] Google Security Alert** (crac1017@gmail.com)
+   - Action: Keep
+   - Tags: security, alert, account
+   - Confidence: 50% → Queued for review
+   - Summary: Suspicious login activity notification
+
+2. **[91] Heli Glacier Paddleboarding Confirmation**
+   - Action: Keep  
+   - Tags: confirmation, travel, reminder
+   - Confidence: 10% → Queued for review
+   - Summary: Travel reservation confirmation for Sunday
+
+**Results:**
+- Auto-acted: 0
+- Queued for manual review: 2
+
+Both emails were queued due to low confidence scores (below 85% threshold). Review with: `./email-processor.sh review list`
+assistant: 🎯 **UCLA Pilates Course Monitor — Available Spots Found**
+
+**Mat Pilates (Session A: 03/30-05/01)**
+- Sec 3: Thursday, 8:30am — 17 spots left
+- Sec 3: Thursday, 8:30am — 17 spots left
+- Sec 5: Thursday, 10:30am — 17 spots left
+- Sec 5: Thursday, 10:30am — 17 spots left
+- Sec 9: Thursday, 5:30pm — 17 spots left
+- Sec 9: Thursday, 5:30pm — 17 spots left
+
+**Mat Pilates (Session B: 05/04-06/05)**
+- Sec 2B: Monday, 5:30pm — 24 spots left
+- Sec 2B: Monday, 5:30pm — 24 spots left
+- Sec 4B: Tuesday, 8:30am — 24 spots left
+- Sec 4B: Tuesday, 8:30am — 24 spots left
+- Sec 5B: Tuesday, 10:30am — 24 spots left
+- Sec 5B: Tuesday, 10:30am — 24 spots left
+- Sec 7B: Tuesday, 5:30pm — 24 spots left
+- Sec 7B: Tuesday, 5:30pm — 24 spots left
+- Sec 8B: Wednesday, 8:30am — 24 spots left
+- Sec 8B: Wednesday, 8:30am — 24 spots left
+- Sec 15B: Friday, 8:30am — 24 spots left
+- Sec 15B: Friday, 8:30am — 24 spots left
+- Sec 17B: Friday, 12:00pm — 24 spots left
+- Sec 17B: Friday, 12:00pm — 24 spots left
+
+**Reformer Pilates (Session A: 03/30-05/01)**
+- Sec 2: Tuesday, 8:00am — 7 spots left
+- Sec 3: Tuesday, 9:00am — 7 spots left
+- Sec 9: Wednesday, 9:00am — 7 spots left
+- Sec 10: Wednesday, 10:00am — 7 spots left
+- Sec 12: Wednesday, 12:00pm — 7 spots left
+- Sec 16: Thursday, 10:00am — 7 spots left
+- Sec 17: Thursday, 11:00am — 7 spots left
+- Sec 18: Thursday, 12:00pm — 7 spots left
+- Sec 21: Friday, 10:00am — 7 spots left
+- Sec 22: Friday, 11:00am — 7 spots left
+- Sec 23: Friday, 12:00pm — 7 spots left
+- Sec 26: Friday, 3:00pm — 7 spots left
+
+**Reformer Pilates (Session B: 05/04-06/05)**
+- Sec 4B: Tuesday, 10:00am — 7 spots left
+- Sec 4B: Tuesday, 10:00am — 7 spots left
+- Sec 5B: Tuesday, 11:00am — 7 spots left
+- Sec 5B: Tuesday, 11:00am — 7 spots left
+- Sec 6B: Tuesday, 12:00pm — 7 spots left
+- Sec 6B: Tuesday, 12:00pm — 7 spots left
+- Sec 14B: Thursday, 9:00am — 7 spots left
+- Sec 14B: Thursday, 9:00am — 7 spots left
+- Sec 17B: Thursday, 12:00pm — 7 spots left
+- Sec 17B: Thursday, 12:00pm — 7 spots left
+- Sec 20B: Friday, 8:00am — 7 spots left
+- Sec 20B: Friday, 8:00am — 7 spots left
+- Sec 21B: Friday, 9:00am — 7 spots left
+- Sec 21B: Friday, 9:00am — 7 spots left
+- Sec 22B: Friday, 10:00am — 7 spots left
+- Sec 22B: Friday, 10:00am — 7 spots left
+- Sec 25B: Friday, 1:00pm — 7 spots left
+- Sec 25B: Friday, 1:00pm — 7 spots left
+- Sec 26B: Friday, 10:00am — 7 spots left
+- Sec 26B: Friday, 10:00am — 7 spots left
+- Sec 27B: Friday, 12:00pm — 7 spots left
+- Sec 27B: Friday, 12:00pm — 7 spots left
+- Sec 28B: Friday, 1:00pm — 7 spots left
+- Sec 28B: Friday, 1:00pm — 7 spots left
+- Sec 29B: Friday, 2:00pm — 7 spots left
+- Sec 29B: Friday, 2:00pm — 7 spots left
+- Sec 30B: Friday, 3:00pm — 7 spots left
+- Sec 30B: Friday, 3:00pm — 7 spots left
+- Sec 31B: Friday, 4:00pm — 7 spots left
+- Sec 31B: Friday, 4:00pm — 7 spots left
+
+**Reformer Pilates Standby Pass**
+- Spring Session A (03/30-05/01): 35 spots left
+- Spring Session B (05/04-06/05): 35 spots left
+
+👉 Enroll at: https://secure.recreation.ucla.edu
+assistant: **Email Processor Scan Summary** - Saturday, March 7, 2025 @ 5:30 PM
+
+---
+
+**📧 Scan Results**
+
+- **3 unread emails** found in inbox
+- **1 email** queued for manual review
+- **2 emails** skipped (already pending)
+- **0 emails** auto-processed
+
+---
+
+**📬 Pending Review — Action Needed**
+
+| ID | Subject | Suggested | Confidence |
+|---|---|---|---|
+| 94 | Your Spectrum Statement is Ready | **keep** | 50% |
+
+*Reason: Spectrum bill notification — below auto-threshold (85%)*
+
+*Run `./email-processor.sh review list` for full details*
+
+---
+
+**📊 Queue Status**
+
+- Pending reviews: 3 emails (IDs: 91, 93, 94)
+- Auto-decisions: 0 this run
+- Avg detection time: 4.1s
--- a/reminders/active.md
+++ b/reminders/active.md
@@ -6,7 +6,7 @@
 |------|----------|--------|------|------|
 | 给过敏医生打电话 | 2026-02-14 | 高 | done | 问集群过敏针吃的三个药物 |
 | 给tilles打电话 | 2026-02-17 | 中 | done | 把horizon检测结果发给她，并调整B超时间，跟进治疗进度 |
-| 跟进iui保险报销 | 2026-02-21 | 中 | pending | 确认iui（人工授精）费用保险报销进度，避免过期 |
+| 跟进iui保险报销 | 2026-03-25 | 中 | pending | 确认iui（人工授精）费用保险报销进度，避免过期 |
 | 短杖贴上胶布 | 2026-02-28 | 低 | done | 周五提醒：用胶布包裹短杖把手，防滑/保护 |
 | 打电话给progyny问iui报销 | 2026-04-04 | 中 | pending | 询问iui报销相关事宜 |
 | 跟进CVS药物报销 | 2026-02-21 | 中 | done | 确认CVS买的药物报销是否到账，核对金额 |
--- a/scripts/ucla_pilates_monitor.py
+++ b/scripts/ucla_pilates_monitor.py
@@ -1,197 +0,0 @@
-#!/usr/bin/env python3
-"""
-UCLA Reformer Pilates Course Monitor - Date-aware Version
-Only reports courses that are NOT "Full" AND not yet started/expired
-"""
-
-import asyncio
-import re
-from datetime import datetime
-from playwright.async_api import async_playwright
-
-# Course URLs to monitor
-COURSES = {
-    "Reformer Pilates (Enrolled)": "https://secure.recreation.ucla.edu/Program/GetProgramDetails?courseId=d7adf66a-d3a6-46d6-96c7-54e4c015dcf1",
-    "Reformer Pilates (Standby)": "https://secure.recreation.ucla.edu/Program/GetProgramDetails?courseId=7abbf877-f1cf-4ddc-a0ef-690ff935b39a"
-}
-
-# Sections to exclude (time doesn't work for us)
-EXCLUDE_SECTIONS = [
-    "Sec 16B",  # Wednesday 12:00pm - not available
-    "Sec 19B",  # Friday 12:00pm - not available
-]
-
-def should_exclude(text):
-    """Check if course should be excluded based on section/time"""
-    for exclude in EXCLUDE_SECTIONS:
-        if exclude in text:
-            return True
-    return False
-
-def parse_date_range(text):
-    """Extract date range from course text like (1/5-2/6) or (2/13-3/13)"""
-    # Match patterns like (1/5-2/6) or (2/13-3/13)
-    match = re.search(r'\((\d{1,2})/(\d{1,2})-(\d{1,2})/(\d{1,2})\)', text)
-    if match:
-        start_month, start_day, end_month, end_day = match.groups()
-        current_year = datetime.now().year
-        try:
-            start_date = datetime(current_year, int(start_month), int(start_day))
-            end_date = datetime(current_year, int(end_month), int(end_day))
-            return start_date, end_date
-        except ValueError:
-            return None, None
-    return None, None
-
-def is_course_active(start_date, end_date):
-    """Check if course is still active (not yet ended)"""
-    if not end_date:
-        return True  # Can't parse date, assume active
-    today = datetime.now()
-    # Course is active if it hasn't ended yet (give 1 day buffer)
-    return end_date >= today
-
-def is_valid_course_entry(text):
-    """Check if text is a valid course entry (not description/no-offering text)"""
-    text_lower = text.lower()
-    
-    # Exclude these patterns
-    exclude_patterns = [
-        "there are no offerings available",
-        "to view the class times",
-        "please visit the",
-        "this standby pass is valid",
-        "instructor:",
-        "reformer pilates - standby pass",  # Header text
-        "×",  # Close button
-    ]
-    
-    for pattern in exclude_patterns:
-        if pattern in text_lower:
-            return False
-    
-    # Must contain course identifier (Sec X or Session)
-    has_course_id = bool(re.search(r'(Sec \d+[A-Z]|Session [A-Z])', text))
-    
-    # Must contain price or day/time info
-    has_info = bool(re.search(r'(\$\d+|[MTWTF]{1,2},? \d{1,2}:\d{2})', text))
-    
-    return has_course_id and has_info
-
-async def check_course(page, name, url):
-    """Check a single course page, return available sections"""
-    available = []
-    
-    try:
-        await page.goto(url, wait_until="networkidle", timeout=30000)
-        await page.wait_for_selector("text=Offerings", timeout=10000)
-        
-        # Get all semester tabs
-        semesters = await page.query_selector_all("[role='tab']")
-        
-        for semester in semesters:
-            sem_name = await semester.inner_text()
-            sem_name = sem_name.strip()
-            
-            await semester.click()
-            await page.wait_for_timeout(1000)
-            
-            # Find all course sections
-            sections = await page.query_selector_all(".offering-item, [class*='offering'], .card, .list-group-item, tr")
-            
-            for section in sections:
-                try:
-                    text = await section.inner_text()
-                    if not text or len(text) < 30:
-                        continue
-                    
-                    text_lower = text.lower()
-                    
-                    # Check if it's NOT full
-                    # NOTE: Spring 2026 courses currently show "7 Spots Left" but
-                    # "registration not open" appears only after login. Real openings
-                    # will show < 7 spots as people start enrolling. Report when
-                    # spot count decreases from the default 7.
-                    is_full = "full" in text_lower
-                    if is_full:
-                        continue
-                    
-                    # Check if it's a valid course entry
-                    if not is_valid_course_entry(text):
-                        continue
-                    
-                    # Check if excluded (time doesn't work)
-                    if should_exclude(text):
-                        continue
-                    
-                    # Check date range
-                    start_date, end_date = parse_date_range(text)
-                    if not is_course_active(start_date, end_date):
-                        continue  # Course has ended
-                    
-                    # Extract clean info
-                    # Remove extra whitespace and truncate
-                    lines = [line.strip() for line in text.strip().split('\n') if line.strip()]
-                    info = ' | '.join(lines[:3])  # First 3 lines max
-                    info = info[:200]  # Limit length
-                    
-                    # Format dates nicely
-                    if start_date and end_date:
-                        date_str = f"{start_date.strftime('%m/%d')}-{end_date.strftime('%m/%d')}"
-                    else:
-                        date_str = ""
-                    
-                    available.append({
-                        'semester': sem_name,
-                        'info': info,
-                        'dates': date_str,
-                        'start_date': start_date,
-                        'end_date': end_date
-                    })
-                        
-                except Exception:
-                    continue
-                    
-    except Exception as e:
-        return [{'error': f"Error checking {name}: {e}"}]
-    
-    return available
-
-async def main():
-    """Main function - only output available and active courses"""
-    all_available = []
-    today_str = datetime.now().strftime("%Y-%m-%d %H:%M")
-    
-    async with async_playwright() as p:
-        browser = await p.chromium.launch(headless=True)
-        page = await browser.new_page()
-        await page.set_viewport_size({"width": 1280, "height": 800})
-        
-        for name, url in COURSES.items():
-            available = await check_course(page, name, url)
-            if available and not any('error' in str(item) for item in available):
-                all_available.append((name, available))
-        
-        await browser.close()
-    
-    # Only print if there are available courses
-    if all_available:
-        print(f"🚨 UCLA Pilates - Available Courses ({today_str})")
-        print("=" * 60)
-        
-        for name, courses in all_available:
-            print(f"\n📋 {name}:")
-            for course in courses:
-                # Format: [Winter 2026] 📅 02/11-03/11
-                date_str = f"📅 {course['dates']}" if course['dates'] else ""
-                print(f"  ✅ [{course['semester']}] {date_str}")
-                print(f"     {course['info']}")
-        
-        print("\n" + "=" * 60)
-        print("👉 Enroll at: https://secure.recreation.ucla.edu")
-    else:
-        # No available courses - silent
-        pass
-
-if __name__ == "__main__":
-    asyncio.run(main())