Kosan

Creator | Learner | Exploring vibe coding | Making the world a little better

[Kosan @Kosan2024]

I logged all 55 unannounced Codex quota resets since Sep 2025.

The reason flipped: Q1 2026, 83% were outage apologies. By Q3, 11%.

Pace: 6.7 days apart lifetime, 2.5 days now.

Every row has a source link:
https://t.co/TTreTs653d

#buildinpublic #codex

[Kosan @Kosan2024]

Personal AI可以考虑一个应用��景：

就是两人线上聊着聊着吵架了，
直接引入一个Personal AI作为判官。
现场来段段案。
感觉马上就可以取代街道妇女主任了。

[Kosan @Kosan2024]

@_luckyj888 景甜是顶美吗？这么看起来也不像啊。而且她这个状态比很多女生38岁的状态都差太多太多了。

[Kosan @Kosan2024]

看推特得出一个感觉，
以后我们中国人，
就不止是社会主义接班人了，
还是巴西人的救世主。

[Kosan @Kosan2024]

The more FDE work I do, the more I feel the despair of building an AI application company.

Every time the model gets better, a lot of things I spent months building and accumulating can suddenly become useless. The model just eats them.

So why is FDE still worth doing?

In the end, I think taste, judgment, and the willingness to take responsibility are still human things. AI can help you make a decision, but it can’t be the one responsible for it.

At least for now, Context + Skill + Workflow is still where experienced people have a real advantage.

Context especially.

I’ve been using Feishu’s recording device as much as possible during work, basically trying to distill myself into something AI can understand.

But there are still years of life experience, judgment, instincts, even a lot of tacit knowledge and subconscious stuff that I probably don’t even know I have. All of that affects how I make decisions and how I act.

That’s very hard to replace in a short period of time.

Of course, in the AI era, “a short period of time” might only mean one year.

Anything beyond one year, I don’t think I can predict anymore.

[Kosan @Kosan2024]

越做FDE，越能感觉到AI应用公司的绝望：模型一升级，我很多沉淀下来的东西马上就被模型干掉了。

那为什么FDE还是值得做呢？终极当然是人的审美、判断、担责AI取代不了。

现阶段而言，Context+Skill+Workflow依然是有经验的从业者不可替代的优势。

特别是Context这块，我已经尽可能在工作场景中用飞书录音豆蒸馏自己了。但沉淀了这么久的生活经验、判断能力甚至自己都不知道的很多暗知识、潜意识，都会影响我的决策与行动。短时间，很难取代。当然，AI时代，这个“短时间”，有效期可能也就1年。超过1年的事情，预判不了。

[Kosan @Kosan2024]

@GugugagaDororo @grok @grok 回答他

[Kosan @Kosan2024]

装修行业多难做呢？
理想汽车的联合创始人沈亚楠，
做了2年后选择去做具身智能了。

这个行业极度奇葩。
典型的大而不好相互比差的一个行业。
我学员里面有不少装修公司。
他们自己说几乎会和每个业主扯皮。
有些装修公司干脆默认尾款拿不到。

[Kosan @Kosan2024]

gpt 网页版给我降智降成傻逼了都[裂开]

在 image2 的年代，我帮人生成图书营销海报已经可以很完美了。在 image2.5 的年代，竟然给我 70%废片。生成的图片乱七八糟。像西夏文一样不能用…

这就很符合创始人 Sam Altman 的调性。明面上都挺好，暗地里给你兑水。一对比起来， Anthropic 创始人那种明面上直来，就是不让中国人用。相比之下反而让人有点佩服了。毕竟人打明牌。

[Kosan @Kosan2024]

对，就是早安隆回的那个地方。那还是我学长洗稿的。每次有人问我哪里的，我说隆回的，大家都说早安隆回，知道知道。我们内心尴尬地要死。那真的不能代表我们当地文化的真实水准。不管是魏源，魏光焘还是蔡锷，基本上都要么能文，要么能武。当然能文文武有个前提，基本上都是当地卷过来的。我���时候打过一生最多的架。当地情况极度复杂，很多在国内压抑了的都跑到海外去犯罪。前几年每个村都会排查有没有人在缅北搞诈骗的。而据我所知，每个村都有。问题是，那些人在村里面，看起来真是极度老实，甚至是讨不到老婆的。

[Kosan @Kosan2024]

我就是这个地方的。邵氏孤儿是隆回县高平镇，那其实是一个千年古镇了，每年隆回一中高考上清北的，很多来自这个镇。但一样有这样的问题。我们这个地方很奇葩：我小时候每年都能听说小学中学打架死人的事，以至于我之前以为全国都这样。。。大家比较崇尚暴力。其实电信诈骗也很多来自我们那（KK园区的老板邵东的）。。。一群人跑到缅北菲律宾去。导致我们那地方，在邵阳本地办签证护照都有困难，得去深圳长沙这些地方办。我们出门在外，家人最重要的提醒之一是不要相信老乡。。。

[Kosan @Kosan2024]

我见过很多女创业者，
平心而论都很强悍。
比我们男的强悍多了。
不管是孩子还是企业都能经营好。

就是感情这一关，难勘破。
我以前不知道为啥过情关人生大关。
后来见多了发现，
每个人都有自己的“关山难破”。
男创业者就比较少有这个问题。

所以为什么说女创业者比男性牛逼。
她真是得家庭、事业，感情方方面面都做到，
时间管理特别到位才行。
而我们男的，只需要事业搞成了就行。

赞美中国的女性创业者！

[Kosan @Kosan2024]

Reading my own GSC data honestly:

- 289 impressions, all from irrelevant queries
- Avg position 6.7, but for the WRONG words
- Zero impressions on "codex reset"

Indexed is not the same as associated with a topic. That is an authority problem, not a content one.

[Kosan @Kosan2024]

First real Search Console data for https://t.co/nTOAazYuSd: 289 impressions, 4 clicks.

The queries: "rf photo studio", "great wolf lodge near me", "Winterthur tax 10.20%".

Zero people searching for Codex resets.

Google indexed the site. It just has no idea what it's about yet.

[Kosan @Kosan2024]

How the resets stacked up, quarter by quarter ↓

Two things moved at once: they got more frequent (6 per quarter in Q1 2026 → 28 in Q3) and less apologetic (outage compensation fell from 83% to 11%).

Machine-readable version: https://t.co/C3cvV1A708

[Kosan @Kosan2024]

I logged all 55 unannounced Codex quota resets since Sep 2025.

The reason flipped: Q1 2026, 83% were outage apologies. By Q3, 11%.

Pace: 6.7 days apart lifetime, 2.5 days now.

Every row has a source link:
https://t.co/TTreTs653d

#buildinpublic #codex

[Kosan @Kosan2024]

I'm 34.
Solo founder from China.
Looking to connect with AI founders.

[Kosan @Kosan2024]

一个俄罗斯老哥@ParseeFromRZN 用中文发了一个推特，
被很多中国人评论了。
自此他的评论区就被中推区的色情机器人盯上了。（PS刷过中文推特都知道我在说什么）。

然后他说中国人你们真牛逼😂
事实是，我们都没办法…

[Kosan @Kosan2024]

美国中期选举快开始了。
今天一打开Goggle，
用两种语言：英语和西语号召大家入投票。

请教下独立站大牛，
Register to vote是可以上站的好词吗？

[Kosan @Kosan2024]

@mitansh_j07 Thanks! Klimt is live now — gold leaf hits different at deep zoom 🙌

[Kosan @Kosan2024]

Day 1 of building Slow Canvas in public 🎨

A site for slow-looking at famous paintings — HD deep-zoom, guided tours, zero art-degree needed.

64 pages live. 22 indexed on Google. Today: launched on Pinterest. Tomorrow: Klimt.

#buildinpublic

[Kosan @Kosan2024]

@DmitryBBLV Exactly the bet — teach people how to look, not just what to look at. Klimt went live on Day 2, and gold leaf at deep zoom is exactly where the guided tour earns its keep ✨