tags: cofacts, meeting note GA: UA-98468513-3 —
20250310 會議記錄
:::info
- 所有會議記錄
- 線上出席:bil, nonumpa, T
- https://gather.town/app/z3x18KQFgZCX8MeZ/cofacts :::
:potable_water: Release pipeline
:star: Released to production
:electric_plug: API
- 3/3 晚間 LLM transtript: https://github.com/cofacts/rumors-api/releases/tag/release%2F20250303
LLM transcript follow-up
昨晚我們將之前開發的 LLM-based 逐字稿推到 production 囉。看起來滿好的,不過有些例外 https://cofacts.tw/article/oOgGX5UBYrjt7MSMJFkX 完全無人聲也沒字幕,會變成一般的 video summarization。 如果同一則影片會有非常相近的描述,那代表同一則影片可以被歸類在一起,這樣倒還算不錯? https://cofacts.tw/article/7ui3XpUBYrjt7MSM3Vhq 沒有逐字稿 但至少不再有啥「在網際網路上傳播的影片的逐字稿」、「字幕由 Amara.org 社群提供」了 [name=mrorz]

- 88% Video
- 8% Audio
- Others text output + input
- $3 per day; approx. 100USD per month
Langfuse follow-up
Langfuse v3 clickhouse is taking up space:
(2025/3/8 ~4PM)
VOLUME NAME LINKS SIZE
answerfamily-deploy_langfuse_clickhouse_data 1 11.72GB
answerfamily-deploy_langfuse_clickhouse_logs 1 1.881GB
(2025/3/10 ~7PM)
VOLUME NAME LINKS SIZE
answerfamily-deploy_langfuse_clickhouse_data 1 14.14GB
answerfamily-deploy_langfuse_clickhouse_logs 1 1.71GB
–> ~1GB per day……
Clickhouse logs to stderr when disk is full, which is captured by cloud logging:

- 3/7 Disk full
- 3/8 Cleanup disk with docker system prune (10GB)
Even after disk space is freed up, Clickhouse in docker would continue sending log to stderr until it is restarted
Logs in volume:

- It is emitting log into logfile every second
- Everyday is about the same
:::spoiler Log content
clickhouse-server.err.log repeatedly complain about memory every second:

clickhouse-server.log 被 error log 洗版 :::
Mitigation
- Disk size issue
docker system prune–> Frees 10+ GBs- Use GCS to store Clickhouse data
- Optimize storage usage https://github.com/orgs/langfuse/discussions/5687#discussioncomment-12323498
- Logging issue
- Don’t send stderr to cloud logging for Clickhouse
- Investigate Clickhouse log –> handle Clickhouse memory issue
- 是否是一啟動就在抱怨 memory
- 試著調整開給 clickhouse 的 memory
Spam removal 更新
https://cofacts.github.io/community-builder/#/editorworks?type=2&day=365&userId=gOhKQZUBYrjt7MSMEiku&showAll=1 這個外送茶沒被 LLM 抓出來耶 [name=mrorz] comment 沒檢查 [name=nonumpa] 發現這類型的詐騙訊息也有被送進 article 的,不確定是不是“正常” user 傳進來的 https://cofacts.tw/article/ftick91dp54g [name=nonumpa] Bingo https://cofacts.github.io/community-builder/#/editorworks?type=2&day=365&userId=j4S8C_VvVO5-QRczPhyOyfaL-VQU-D1BnonMpo7Ro2HWjjAIg&showAll=1 [name=mrorz] 又出現了,他們好像很認真在巡邏喔?
[name=nonumpa]
- article spam 偵測
- blockUser script 會移除 article 嗎?會
SITCON 學生計算機年會擺攤檢討

擺攤 for 年輕學生
- 有大地遊戲:先加 Cofacts 好友才給蓋章(指向小戊傳單的 QR code)
- 小戊漫畫傳單非常有用,可以指著漫畫講故事
- 有帶著做 tutorial 最後的「模擬送訊息進 Cofacts」
- 摺頁傳單還是滿重要,應該加印
- 被問到準確性問題,可以指著說明「會問有用程度」
- 豆腐版印成 A3 字還是太小,站著的會眾看不清楚桌上的豆腐版傳單
- 摺頁傳單上也有巨大 QR code,比小戊的大
- 但帶回家沒有太大用處,展覽時帶著一份就好 [name=bil]
- 可以印健豪 6 頁
- 影響力傳單沒啥吸引力
- 貼紙很有吸引力
- Logo 多切
- 貼紙要加印、加印時要加 Cofacts logo 在裡面 [name=bil]
- 因為放大視野 & Oslo freedom forum 背板都有提 Cofacts 有用 AI,不少人來問用在哪裡
- AI 回應傳單忘記帶,應該會很有用
- 提到查核協作者培訓的機會不多
- 看情況推新北志工
- 「如果你有缺志工時數⋯⋯」
- 影片:如果中間滿了,被擠到外面的人才會看
- 要有水跟舒立效潤喉糖
大松
- 台南好想
[name=nonumpa]