Tim

[Tim @clmtim]

@jefflijun 这都谁啊。。。？

[Tim @clmtim]

@Alien_Maze 尿不湿不是不好穿脱？？？

[Tim @clmtim]

@TomoriNao2022 美国年假基本都是20天起，gap一年能多休1400天么？

[Hux @huxlab]

今晚别刷Netflix了。

去看这个斯坦福2小时34分钟的讲座。

这是我见过最清晰、端到端讲透ChatGPT和Claude到底怎么建出来的课。

从Tokenization和BPE开始，一路到Transformer架构、训练管线、Next-token解码。

不管你是从没写过一行AI代码，还是天天在ship Agent，看完都会把很多“原来如此”的点一次打通。

真正核心就这几层：

1. 文本怎么变成模型能吃的数字（BPE tokenization）
2. 语言模型本质就是在预测下一个token
3. Transformer怎么用Attention做消息传递
4. 训练时用NLL loss把整条序列概率拉高
5. 生成时怎么一步步解码出来

大多数人花好几年才拼出的全景图，这节课直接给你画完。

把时间空出来，这可能是你这个月最值的一堂课。

[Tim @clmtim]

@hiCriska 你咋才发现。。

[Tim @clmtim]

@MiaBleem 我感觉高敏感的人不适合生活在中国。就算有解药，也吃不到

[阳光财经 @sunnyfinance1]

彼得·林奇接手麦哲伦基金时，只有 1,800 万美元；13 年后，变成140 亿美元，年化回报 29%。

他选股的六条规则:

① 历史市盈率 < 25
② 前瞻市盈率 < 15
③ 负债权益比 < 35%
④ 每股收益增速 > 15%
⑤ PEG < 2
⑥ 市值 > 50 亿美元

简单说就是：不贵、能涨、没多少债、盘子够大。
但还是那句话：知易行难。

[Pete Santilli 🇺🇸 🇮🇹 🎙️ @petersantilli]

Nobody warns you about the most dangerous creature in America.

It's not a bear.
It's not a shark.

It's a 150-pound woodland ninja with zero situational awareness and absolutely no fear of your truck.

Picture it.

You're driving home. Coffee in the cupholder. Radio on. Minding your own business like a good, law-abiding citizen.

And out of nowhere…

The deer enters the chat.

Darting in front of trucks like he's got the right of way.
Staring down the yard cam like he pays the mortgage.
Leaping right past the family dog, who just stands there wondering what he did to deserve this.

Folks, I've been doing this a long time, and I've learned one thing about deer:

They have exactly two settings.

Frozen solid.
Or full send.

There is no in between. There is no turn signal. There is no "after you, sir."

If you've ever driven a back road at dusk, both hands on the wheel, eyes scanning the tree line like you're on a combat patrol…

You already know.

You don't relax until you're in the driveway.
And even then, you check the yard.

Watch this whole thing to the end. Every clip is somehow worse than the last.

What's the craziest deer encounter you've ever had?

[Tim @clmtim]

@Mike0_0bb 好羡慕

[Tim @clmtim]

@iloveswimmingg 哎，万圣节还能回国吗

[Tim @clmtim]

@3xE9GcNWCbJY @Jonesun252779 多谢

[Tim @clmtim]

@rickygervais What did I miss?

[John Luke @yesknow]

@rickygervais This is 10 minutes of magic

[Tim @clmtim]

@geniusvczh 我一直不知道G总是不是在反讽。。。。😑

[Tim @clmtim]

@leo1998041720 @cowcfj 所以说两个一样烂就显得很扯

[Tim @clmtim]

@hiCriska 花别人钱的时候。。

[Tim @clmtim]

@Qiyaqiyoo 如果能省钱，我这种穷人能坐15+小时的红眼航班😒😒

[Tim @clmtim]

SO COOL..

[Didem Veyisoğlu @didemvey]

Halloween ends every year with the Halloween Parade NYC 🎃

One single day
Thriller Night 👻

#Halloween2026
#NYC
#Thriller