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Youlu c4b19b7664 Update: prune pilates monitor, update reminders, sync memory files

2026-03-12 09:10:56 -07:00

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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):

{
  "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):

{
  "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):

{
  "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：

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
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
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):

{
  "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):

{
  "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):

{
  "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

13 KiB Raw Blame History Unescape Escape

Session: 2026-03-04 23:07:39 UTC

Conversation Summary

Result: 🚨 UCLA Pilates - Available Courses (2026-03-04 13:00)

13 KiB

Raw Blame History