逆熵

🕒 经常活跃在 3AM：Amway · Apple · AI · Mises
逆熵引力波｜从身体资产开始，重建经营判断力。

[逆熵 @llzzss]

@thsottiaux @NeilSanghrajka @OpenAI 应该是不小心按到的🧐🤣

[逆熵 @llzzss]

哈哈哈哈我也想看那个实体的reset button

[Max For AI @MaxForAI]

🔥刚刚，Tibo 首次讲清楚了 Reset 机制的诞生内幕！

原来 Codex 动不动就「Reset」给全员送额度，背后居然是这么来的。

这个现在已经快变成 Codex 社区传统的东西，一开始根本不是什么精心设计的运营活动。

最早的逻辑非常简单：

Codex 还在快速迭代，经常会把东西搞坏。

可能是配置错了，可能是服务出了问题，也可能某段时间产品体验明显不如预期。

@thsottiaux 觉得，用户花了自己的额度帮他们测试产品，结果问题还是 OpenAI 搞出来的，那就应该补偿用户。

所以最开始只是为了补偿把东西搞坏了，那就给你一些额外 usage。

后来慢慢就演变成了今天大家熟悉的直接把 usage limits reset。

最有意思的是，这件事一直都非常「草台班子」。

Tibo 说，reset 背后其实没有什么复杂审批，也不是跟 Marketing 或 Finance 一起策划出来的活动。

他甚至可以自己决定什么时候按这个按钮。

采访里主持人把它类比成 Amazon 的退货政策：

如果是我们的问题，那就直接补给你。

久而久之，用户会形成一种很强的预期：这家公司是真的在乎我的使用体验。

这可能也解释了为什么一个如此简单粗暴的机制，最后反而变成了 Codex 社区最有辨识度的文化之一。

而且视频最后还有一个更离谱的细节：

主持人问 Tibo：

「我听说你们现在真的做了一个实体 Reset Button？」

Tibo 笑了一下：

「我可以带你去看。」

所以我们天天在 X 上看到 Tibo 喊的那些「RESET」，搞不好真的是这哥们走过去，亲手按了一下按钮🤣

[逆熵 @llzzss]

@thsottiaux 又重置了？

[Matthew Berman @MatthewBerman]

My full interview with Tibo (@thsottiaux)

0:45 Tibo's Lessons from Google DeepMind
4:22 Building OpenAI’s Relentless Culture
7:23 Astra & Next Gen Models
11:18 How Fast AI Changes Developer Workflows
14:27 ChatGPT & Codex Merging
20:25 OpenAI vs. Anthropic
23:37 Why OpenAI Keeps Resetting Limits
30:25 Recursive Self-Improvement
32:00 Dangers That Caused "The Pause"
34:13 Will Ultra Fast Become the Default?
43:20 Why Everyone Needs to Try AI

[逆熵 @llzzss]

@thsottiaux 又重置了？？

[逆熵 @llzzss]

@xingbugengming 我觉得打开1m上下文好像更省。也不知道是不是错觉。

[逆熵 @llzzss]

@Vincent_AINotes 还有50%，今天明天无所谓了

[逆熵 @llzzss]

@jun_song 不是义父，是坑爹🤣

[逆熵 @llzzss]

所以这和订阅用户有毛关系？重置机会呢？🙃

[Tibo @thsottiaux]

Sol shines brighter today. Efficiency, reliability and performance are the name of the game.

[逆熵 @llzzss]

综合下面回复GPT给的建议：Keep code comments and change descriptions final-state oriented: comments explain only non-obvious reasons; PRs and delivery summaries describe final behavior and material tradeoffs not evident from the diff, not abandoned attempts or never-landed states.

[songkeys 🐿️🦋@song.work @songkeys]

gpt 5.6 最让我受不了的就是：
我让它做一盘番茄炒蛋，它往里还加了东坡肉。
我说有必要加东坡肉吗？它说你说得对，然后把东坡肉去掉。
我说好，你提 PR 吧。再一看，它 PR 写着「番茄炒蛋（无东坡肉）」并且注释里会写一大堆为什么本道菜不需要加东坡肉。

[逆熵 @llzzss]

昨天重置、现在剩38%额度的我看到这个太感动了😂

[Tibo @thsottiaux]

It's me again. I come bearing great news.

First of all, we have hit 20M active users for Codex some time this week. Second of all, this is cause for celebration and during the day we will credit every Codex and ChatGPT Work user with a BANKED reset that you can use at your own leisure. And we will have some other good news later too!

Now, on usage limits draining faster, while we're not seeing anything abnormal, we do take it incredibly seriously and there is an ongoing investigation. I will share if we do find anything and my below post is really a clarification on a specific pattern that we did see that I wanted to call out.

Go do something amazing today.

[Tibo @thsottiaux]

It's me again. I come bearing great news.

First of all, we have hit 20M active users for Codex some time this week. Second of all, this is cause for celebration and during the day we will credit every Codex and ChatGPT Work user with a BANKED reset that you can use at your own leisure. And we will have some other good news later too!

Now, on usage limits draining faster, while we're not seeing anything abnormal, we do take it incredibly seriously and there is an ongoing investigation. I will share if we do find anything and my below post is really a clarification on a specific pattern that we did see that I wanted to call out.

Go do something amazing today.

[逆熵 @llzzss]

Codex 额度用完，逼着我发现了个新玩法：GPT+Googledrive。或者说，发现了有一大类原本交给 Codex 的项目，根本不需要运行在 Codex 里。

[逆熵 @llzzss]

@AGTPinsights @thsottiaux 意思是，不是所有人都能用上？我刚才改了设置，依然是258k

[逆熵 @llzzss]

@thsottiaux 改了，但为什么我的还是258k？

[逆熵 @llzzss]

又到了等待重置的日子

[逆熵 @llzzss]

@NoraX2026 学习了～

[逆熵 @llzzss]

@thsottiaux I study OSS, AGENTS/SKILL, and others' workflows, turn lessons into architecture, then have independent agents attack it. The frontier goes beyond prompting. It is AI that knows its sources and can challenge whether to trust them.

Quota at 50%. Praying it lasts till the 20th.

[逆熵 @llzzss]

@thsottiaux Total coding noob here. This week Codex helped me solve a key problem in SAG (SQL-Retrieval Augmented Generation). It gives agents relational, traceable, auditable long-term knowledge, beyond retrieved text.

[逆熵 @llzzss]

周一到了吗？表演性质的重置来了吗？

[Tibo @thsottiaux]

Cybersecurity is changing rapidly.

To help accelerate defense, we are broadening access to frontier cyber capabilities through the new Daybreak Blue & Red access tiers and are introducing a new model GPT-5.6-Cyber.

If you don't know where to start, a good step is to contact one of our partners who can use our latest cyber models to help you find issues, patch them quickly, do pentesting, etc.

[逆熵 @llzzss]

@Lonely__MH 有了Codex后，已完美从入门到放弃~