2025-12-11 08:30:20
I don't know how to talk to you
I just know I found myself getting lost with you
I'm not sure this time
Too Good Song by Drake ‧ 2016
Oh yeah, yeah, yeah
Oh yeah, yeah, yeah
Yeah
Look... I don't know how to talk to you
I don't know how to ask you if you're okay
My friends always feel the need to tell me things
Seems like they're just happier than us these days
Yeah, these days I don't know how to talk to you
I don't know how to be there when you need me
It feels like the only time you see me
Is when you turn your head to the side and look at me differently
Yeah, and last night I think I lost my patience
Last night I got high as your expectations
Last night, I came to a realization
And I hope you can take it
I hope you can take it
I'm too good to you
I'm way too good to you
You take my love for granted
I just don't understand it
No, I'm too good to you
I'm way too good to you
You take my love for granted
I just don't understand it
I don't know how to talk to you
I just know I found myself getting lost with you
Lately you just make me work too hard for you
Got me on flights overseas, and I still can't get across to you
And last night I think I lost my patience
Last night I got high as your expectations
Last night, I came to a realization
And I hope you can take it
I hope you can take it
I'm too good to you
I'm way too good to you
You take my love for granted
I just don't understand it
No, I'm too good to you
I'm way too good to you
You take my love for granted
I just don't understand it
Years go by too fast
I can't keep track
How long did we last?
I feel bad for asking
It can't end like this
We gotta take time with this
Cock up yuh bumper, sit down pon it
Let me see if this is something I can fix
You got somebody other than me
Don't play the victim when you're with me
Free time is costing me more than it seems
Sacrificing things
And I wanna tell you my intentions
I wanna do the things that I mention
I wanna benefit from the friendship
I wanna get the late night message from you, from you
I put my hands around you
Gotta get a handle on you
Gotta get a handle on the fact that...
I'm too good to you
I'm way too good to you
You take my love for granted
I just don't understand it
No, I'm too good to you
I'm way too good to you
You take my love for granted
I just don't understand it
Gyal a you mi waan
Pay fi yuh visa meck yo fly out regular
Baby, cock up yuh bumper, sit down pon it
Gyal yo pum pum good and yuh fit
Mi wi give you everything weh deh in my wallet
And in my pocket
Cock up yuh bumper, sit down pon it
Gyal yo pum pum good and yuh fit
Mi wi give you everything weh deh in my wallet
And in my pocket
La noche de anoche Song by Bad Bunny and Rosalía ‧ 2020
Yo sé que esto no volverá a pasar
Pero si volviera a pasar
Sé que sería tu debilidad
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú me decías que morías por mí
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Eh-eh, eh-eh
Tú me dejaste el cuerpo caliente, infierno
Pero me dejaste el corazón frío, invierno
Soñando que contigo e' que duermo (dime, papi)
Dime, mami
¿Esa noche quién la borra?
Tú me besaste y se me cayó la gorra
Sin mucha labia, sin mucha cotorra
Cuando toy contigo dejo que la vibra corra
Y que la luna nos supervise
Con esa boquita suena rico to lo que tú me dice'
Hicimo pose' que yo má' nunca hice
Tú te mojaste pa que yo me bautice
Y me ponga serio, serio
Tú y yo juntos creando un imperio
Eso' ojito' tienen un misterio
Pero al final na de lo nuestro fue en serio
Y ya me ha pasao que me han ilusionao
Y ya me ha pasao que me han abandonao
Y ya me ha pasao que no está' a mi lao
Y ya me ha pasao
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Yo encima de ti, tú encima de mí
Que yo me iría otra vez pa Japón (hey)
Papi, qué penita tú, qué maldición (mmm)
La paleta es dulce, azúcar de algodón (yeh)
Y es la única que me llega hasta al corazón
Yo no me olvido, la suerte está echada (bum)
Se me enredaba el pelo en la pantalla
Saber que solo lo hago de leyenda (¡uh!)
Lo subo al cielo, yo soy su Messiah
El Benito es un diablillo y es un ángel
Lo tengo juqueao como si fuera tote
Baby, entre nosotro nunca competimo
Si preguntan, dice: "Ella to los récords bate"
Y ya me ha pasao que me han ilusionao
Y ya me ha pasao que me han abandonao
Y ya me ha pasao que no está' a mi lao
Y ya me ha pasao
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Mmm-jum
Mmm-jum
Mmm-jum
Mmm-jum
"It's Up"
(feat. 21 Savage, Young Thug)
[Drake:]
I love all my friends
Thinkin' about this life I provide for them
This world has some real things dividin' them
My right hand, he's Muslim, I'll die for him
My road manager is drunk as hell at 5 p.m.
I get knocked down, they help me rise again
Ref 1 leave the game, I'm sayin' bye with him
Drake, turn this shit the fuck up
[Young Thug:]
I don't care about my opps (I don't care about my opps)
I don't care about my opps (I don't care about no opps)
I don't care about my opps (I don't care about no opp)
Yeah, take a pic (Take a pic), Richard Millie, no stopwatch (Let's go, uh-uh)
Take a pic of your lips gobblin' on my cock (Let's go, uh-uh, shit)
I don't care 'bout no motherfuckin' watch, nah (I don't care 'bout no, uh, nah)
I don't care 'bout no high-end thot (Nah, nah, nah)
Bitch, you just a (Bitch, you just a), bystander
Christian Dior pajama, Gucci up under, body number
[Drake:]
I just picked up somethin' from Mercedes, it's a one of one
Black exterior the one that I want, red inside like that time of the month
Blood money, that's how I got this, blood money, that's how I got this
We can vacation wherever we want 'cause I don't care where none of my opps is
I told the promoter tonight, put me across from they section
We don't play patty cake, they just be lettin' us in, we don't do the inspection
I can't sleep at night with Thug at Cobb County Corrections
I think he did enough reflectin', I think my brother learned his lesson
It's all just a part of the game, we all gotta roll with protection
And just like the motherfuckin' judge, the hammers come out for objections
Nigga, what's up? A hundred and forty-three Rolexes in my collection
I put the horns on the front of the 'Bach, you know Drizzy gon' roll like a Texan
She textin' she love me, the Mexicans love me, I'm out here just makin' connections
And Junior Boy rollin' like Cinco de Mayo, he may hold a fifth in possession
The way that I'm used to playin' the politics, swear I could win the election
You niggas is overprotective with hoes, I'm already over the next one
I'm at 48 with Ty and the vino, we drunk, it's not even a question
These niggas tryna send a message, well, leave that shit down at reception, ayy
[Young Thug:]
I don't care about my opps (I don't care about my opps)
I don't care about my opps (I don't care about no opps)
I don't care about my opps (I don't care about no opp)
Yeah, take a pic (Take a pic), Richard Millie, no stopwatch (Let's go, uh-uh)
Take a pic of your lips gobblin' on my cock (Let's go, uh-uh, shit)
I don't care 'bout no motherfuckin' watch, nah (I don't care 'bout no, uh, nah)
I don't care 'bout no high-end thot (Nah, nah, nah)
Bitch, you just a (Bitch, you just a), bystander
Christian Dior pajama, Gucci up under, body number (Woo)
[Drake:]
I just picked up somethin' from Mercedes, it's a one of one
Black exterior the one that I want, red inside like that time of the month
Blood money, that's how I got this, blood money, that's how I got this
We can vacation wherever we want 'cause I don't care where none of my opps is
[21 Savage:]
You hang around too many niggas that's pussy, you gotta be pussy
If it's on sight, up your gun on me, all that muggin' and lookin'
Yeah, niggas doin' all that woofin', pussy
4L bomb shit, walk inside the store, that switch in my armpit
I go wherever, I keep a Beretta, and niggas ain't on shit
My opps together, but I don't discriminate, I got 'em both hit
Them niggas be lyin', they niggas be dyin' and they don't never post shit
No rap cap come out my mouth, made a couple songs, think he hot now
Hit his ass up, he think he Pac now, broad daylight, he got shot down
Chopper bullets make his ass hop 'round, bloodshed, ain't no way to stop now
Goin' live'll get your ass popped now, seem like everybody want an opp now
Leavin' him flatline, Slaughter Gang, knife in the back, I'm on that time
Turn him to a hashtag, make him a "long live," niggas ain't my kind
Tried and true, I'ma pop mine, I was seventeen with a Glock 9
I wanna see red, stop sign, I wanna see red, Clifford
She keep tryna rip off my zipper, I moved to LA, I'm a Clipper
He think with his dick, he a tricker, get your bitch out the car 'fore we blick her
We put an AirTag on his car, he in Miami by Brickell
Say hello to the four-nickel, I got a magazine, who got an issue?
Givin' out smoke, pussy, my trigger finger broke
Don't try me like no ho, I always let it blow
I pull up, fah, score, nigga, we caught him by that store
How much you wanna bet they ass won't stand right there no more?
I'm Slaughter Gang OVO
A half a million a show, but I still walk in with that pole, idiot
[Drake:]
Ayy, I'm feelin' like 2 Chainz, T.R.U.
Bitch, I'm 21, bitch, I'm not 22
Knockin' off the namebrand niggas in your crew
Heard you miss your dogs, now it's long live who?
Idiot
Yeah
Flyweight Joshua Van def. Alexandre Pantoja (c) TKO (arm injury) R1，一开始就差对轰了，气势都很足，但是Van接腿后一推，Pantoja的手臂就受伤了，很让人感受到ungoddly的那种受伤画面，像是Conor断腿，PG13那种。自此，亚洲终于有男子成为冠军，风格轻快，BOXing在线，脚步灵活，反应快。同24岁的年轻人。
00s就是不一样 walkoutmusic都是电音
自此，这也同样意味着00s物理上身体素质和心理健康都开始进入人类这个群体的peak这过程。
Petr Yan's coach Kairat Nurmagambetov showed the game plan he created for Yan's UFC 323 bout with Merab Dvalishvili on his iPad.
It's a decision tree with every possible scenario.
"If Merab goes single leg, we do A, if it doesn't work, we do B, if his response is C, we do D" etc.
Petr Yan's coach Kairat Nurmagambetov showed the game plan he created for Yan's UFC 323 bout with Merab Dvalishvili on his iPad.
— PAM (@ParamPam1990) December 8, 2025
It's a decision tree with every possible scenario.
"If Merab goes single leg, we do A, if it doesn't work, we do B, if his response is C, we do D" etc. pic.twitter.com/Qu9nmeshXt
官网：https://neurips.cc
陶哲轩不仅利用 Python 等工具进行计算验证，近年更痴迷于被称为数学界“工业革命”的 Lean 语言，致力于将复杂的证明转化为计算机可验证的代码以确保逻辑无懈可击。他甚至利用 AI（如 Copilot）像“指挥军团”般辅助撰写证明，并将编程视为一种突破人脑“带宽限制”的**“外骨骼”**——由计算机分担繁琐细节与验证，让人脑专注于高层逻辑，从而让思考跑得更快、更远。
Write a rapid prototype first: 同样也是从software engineering借鉴学习很多实用的概念理念来转化应用到自己学科专业研究中。
根据维基百科的定义，原型主要分为两派：
A. 抛弃型原型 (Throwaway / Rapid Prototyping)
定义： 原型仅用于探索想法和明确需求。一旦需求明确，把原型扔掉，重新编写高质量的正式代码。
特点： 速度快，代码质量差（Dirty code），只求“看起来能用”。
B. 演化型原型 (Evolutionary Prototyping)
定义： 原型被构建得比较扎实，通过不断打磨、修改，最终演变成正式产品。
特点： 初始开发较慢，但不会浪费代码。
C. 增量型原型 (Incremental Prototyping)
定义： 将大系统拆分成小模块，一个个模块地做原型并合并。
D. 极端型原型 (Extreme Prototyping)
定义： 主要用于 Web 开发。分三步：静态页面 -> 模拟服务层 -> 真正实现服务层。
"It was high-risk, high-reward. We took the risk." —— Tony Tyson
Nature Feature "Deep Diver"中国科学院深海科学与工程研究所的地球科学家杜梦然，在 2024 年的一次深潜任务中震惊了科学界。她在位于日本东北部的千岛-堪察加海沟 (Kuril-Kamchatka Trench) 发现了地球上已知最深的动物生态系统 。发现地点位于海平面以下超过 6000 米的“超深渊带 (Hadal zone)”与地表生命依赖阳光不同，这里的生态系统依靠从海底渗出的甲烷和硫化氢进行“化能合成”。在“奋斗者”号潜水器的灯光下，她看到了成片的血红色管状蠕虫、幽灵般的刚毛虫以及通过化学合成微生物生存的蛤蜊和腹足类动物。
杜梦然的发现挑战了传统观点（即深海生命主要依赖上层沉降的有机物碎片）。她的研究表明，地球海洋底部可能存在一个全球性的化能合成生态系统走廊 。这不仅是生物学上的突破，也重新定义了我们对深海能量循环的理解。
杜梦然乘坐的是中国制造的钛合金潜水器“奋斗者”号，它能承受约 1000 倍于海平面的大气压（98 兆帕）。虽然潜水器内部空间狭小（仅1.8米宽），但杜梦然将其比作“时光机”，认为亲自下潜是感知未知的最佳方式 。
"The best way to know the unknown is to go there and feel it with your heart." —— 杜梦然
Nature Feature "Tech Disruptor"
2025年1月，一家名为 DeepSeek (深度求索) 的中国公司发布了 R1 模型，震惊了全球 AI 领域 。这是一款“推理型”大语言模型，其性能可与美国顶尖模型媲美，但训练成本却仅为竞争对手（如 Meta 的 Llama 3）的十分之一。DeepSeek 的创始人梁文锋并非传统 AI 学者出身，而是一位 40 岁的量化金融奇才。他通过将 AI 算法应用于股市赚取了数百万美元，并于 2023 年利用这些资金创立了 DeepSeek。早在 10 年前，由于对 GPU 研究的好奇，他囤积了 10,000 张 NVIDIA 显卡。这一“无心插柳”的举动帮助 DeepSeek 后来成功绕过了美国对高端芯片的出口管制。梁文锋不仅发布了模型，还公开了模型的权重（Open Weight）和训练细节，甚至让 R1 成为首个经过同行评审并发表在 Nature 上的主流大模型。这种透明度让全球研究人员能够免费下载并在此基础上构建应用，被视为对 AI 社区的巨大贡献。DeepSeek 内部等级扁平，甚至高中生也能成为论文作者，公司更看重潜力而非资历。]DeepSeek 标志着中国 AI 从“模仿者”向“创新者”的转变。其模型已深度融入中国社会，从微信到智慧城市服务，数千万人每天都在使用。目前，世界正等待着传说中的 R2 模型，预计梁文锋将继续坚持其“永远开源”的承诺 。
"We're committed to open source forever." —— 余吾 (DeepSeek研究员)
“俯仰之间，已为陈迹，犹不能不以之兴怀；况修短随化，终期于尽……岂不痛哉！”——王羲之《兰亭集序》
偶尔随机播放到菊次郎的夏天，或者巴赫的音乐，不知道该快乐还是悲伤，快乐的是童年确实是快乐的日子 悲伤是再也回不去
在某个毫无防备的午后，被一段旧曲、一阵荷风或一盏残酒撞了一下，于是同时尝到“童年真甜”和“回不去了”的双重滋味
很多时候思考产出都是在路上 顿悟之后是无比的欣喜 无论是负面的还是正面的 只要是新的角度都会让我感到新鲜 就像海鲜一样的鲜的味道 是有taste的
The best thesis is a finished thesis.
We've all been programmed or maybe to some extend some of us can be editable
极端生存也是进化的一部分，所有物种都是这么进化的
Somehow you just can instantly tell whether if a bich is a bich
自从要创建数据集之后，每次做实验收集数据的时候都觉得自己在做饭，准备食材
餐厅报号是一十九不是十九 就是按位数编码的
有些真相只能在深夜酒吧的角落、只有两个人的微信对话框、或者像现在这样，躲在小群里用黑话半真半假地说。一旦越过那条线，惩罚来得比算法推送还快。所以大家心照不宣地表演
我觉得如今个人应该被鼓励记录与AI交互的一些值得铭记的那些瞬间，比如被其能力或者全面等一些性质所折服感叹的瞬间，像是配自己孩子成长的一本亲子日记。比如几个月前在和Geminichat时候，发现他在复杂问题中，由于能记住一些以往交互的信息，所以在我们一起深入讨论到某个地方时候，我或许已经忘了早期的某个支线的信息，但是由于他储存信息的优越性，能够轻松地回溯帮助我一下找回被忽视的关键点。
今天，Gemini pro在回答我问题之前花了很久，他说自己在回答之前自己已经运行了一套code做了仿真来验证自己结论的准确性。
Windows还是太流氓了，不知道哪天就强制更新了，然后突然蹦出来新的花样，mtfk, I don't even know u.
还有偶尔app蹦出来，塞得慢慢的页面功能，关不尽的广告，视觉rape
或者眼看着点开APPa，转过头回来发现打开了淘宝或者美团，mtfk 这和rape有什么区别？？？ 强行被拉走
The hate get realer, the love get fake, but when you this great, that's how you should like it. ——Playboi Carti & Kendrick Lamar – GOOD CREDIT Lyrics
Knife to a gun fight, this ain't none of that
1989年的杨立昆在他的电脑上演示了卷神经网络的demo。
那时候，一个随机手写的数字能够实现识别，想象一下，像是魔术一样，我会想会不会像是很多时候科技大厂的新品发布会，会不会是背后造假伪装的呢？ 场下观众随机写一串数字，拿到台上卷积神经网络识别，整个过程真的像是春晚的魔术一样，magic
我要整理很多part到一起时候组装 思路总会要collapse 有时候思路会像耳机线一样缠在一起 不是总会顺利
一辈子太短了 一个普通人一辈子可能也就看过那几本书 去过那几次电影院
做实验时候听Rosalía或者巴赫 实在太艺术了
尼古拉式的信念：“把问题拆到最本质，剩下的交给时间和专注。”
I enjoy it the most when you need real intelligence and dedication to beat the competition.
每个人在退休前，甚至一生都在修那护城河；本质上是“可持续的竞争优势”。头衔、人脉；职场的护城河是稀缺技能、行业资源、个人品牌、财务自由度；生活的护城河是健康、亲密关系、内心秩序、以及不必向不喜欢的人低头的底气。
下山效应：beef 之后回顾drake以前的albums都显得眉清目秀, fighting career也是 , peak之后到retire之前 ,都是享受后半段下山的风景, 更加珍惜享受the rest
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!
2025-11-25 19:27:56
"It's Up"
(feat. 21 Savage, Young Thug)
[Drake:]
I love all my friends
Thinkin' about this life I provide for them
This world has some real things dividin' them
My right hand, he's Muslim, I'll die for him
My road manager is drunk as hell at 5 p.m.
I get knocked down, they help me rise again
Ref 1 leave the game, I'm sayin' bye with him
Drake, turn this shit the fuck up
[Young Thug:]
I don't care about my opps (I don't care about my opps)
I don't care about my opps (I don't care about no opps)
I don't care about my opps (I don't care about no opp)
Yeah, take a pic (Take a pic), Richard Millie, no stopwatch (Let's go, uh-uh)
Take a pic of your lips gobblin' on my cock (Let's go, uh-uh, shit)
I don't care 'bout no motherfuckin' watch, nah (I don't care 'bout no, uh, nah)
I don't care 'bout no high-end thot (Nah, nah, nah)
Bitch, you just a (Bitch, you just a), bystander
Christian Dior pajama, Gucci up under, body number
[Drake:]
I just picked up somethin' from Mercedes, it's a one of one
Black exterior the one that I want, red inside like that time of the month
Blood money, that's how I got this, blood money, that's how I got this
We can vacation wherever we want 'cause I don't care where none of my opps is
I told the promoter tonight, put me across from they section
We don't play patty cake, they just be lettin' us in, we don't do the inspection
I can't sleep at night with Thug at Cobb County Corrections
I think he did enough reflectin', I think my brother learned his lesson
It's all just a part of the game, we all gotta roll with protection
And just like the motherfuckin' judge, the hammers come out for objections
Nigga, what's up? A hundred and forty-three Rolexes in my collection
I put the horns on the front of the 'Bach, you know Drizzy gon' roll like a Texan
She textin' she love me, the Mexicans love me, I'm out here just makin' connections
And Junior Boy rollin' like Cinco de Mayo, he may hold a fifth in possession
The way that I'm used to playin' the politics, swear I could win the election
You niggas is overprotective with hoes, I'm already over the next one
I'm at 48 with Ty and the vino, we drunk, it's not even a question
These niggas tryna send a message, well, leave that shit down at reception, ayy
[Young Thug:]
I don't care about my opps (I don't care about my opps)
I don't care about my opps (I don't care about no opps)
I don't care about my opps (I don't care about no opp)
Yeah, take a pic (Take a pic), Richard Millie, no stopwatch (Let's go, uh-uh)
Take a pic of your lips gobblin' on my cock (Let's go, uh-uh, shit)
I don't care 'bout no motherfuckin' watch, nah (I don't care 'bout no, uh, nah)
I don't care 'bout no high-end thot (Nah, nah, nah)
Bitch, you just a (Bitch, you just a), bystander
Christian Dior pajama, Gucci up under, body number (Woo)
[Drake:]
I just picked up somethin' from Mercedes, it's a one of one
Black exterior the one that I want, red inside like that time of the month
Blood money, that's how I got this, blood money, that's how I got this
We can vacation wherever we want 'cause I don't care where none of my opps is
[21 Savage:]
You hang around too many niggas that's pussy, you gotta be pussy
If it's on sight, up your gun on me, all that muggin' and lookin'
Yeah, niggas doin' all that woofin', pussy
4L bomb shit, walk inside the store, that switch in my armpit
I go wherever, I keep a Beretta, and niggas ain't on shit
My opps together, but I don't discriminate, I got 'em both hit
Them niggas be lyin', they niggas be dyin' and they don't never post shit
No rap cap come out my mouth, made a couple songs, think he hot now
Hit his ass up, he think he Pac now, broad daylight, he got shot down
Chopper bullets make his ass hop 'round, bloodshed, ain't no way to stop now
Goin' live'll get your ass popped now, seem like everybody want an opp now
Leavin' him flatline, Slaughter Gang, knife in the back, I'm on that time
Turn him to a hashtag, make him a "long live," niggas ain't my kind
Tried and true, I'ma pop mine, I was seventeen with a Glock 9
I wanna see red, stop sign, I wanna see red, Clifford
She keep tryna rip off my zipper, I moved to LA, I'm a Clipper
He think with his dick, he a tricker, get your bitch out the car 'fore we blick her
We put an AirTag on his car, he in Miami by Brickell
Say hello to the four-nickel, I got a magazine, who got an issue?
Givin' out smoke, pussy, my trigger finger broke
Don't try me like no ho, I always let it blow
I pull up, fah, score, nigga, we caught him by that store
How much you wanna bet they ass won't stand right there no more?
I'm Slaughter Gang OVO
A half a million a show, but I still walk in with that pole, idiot
[Drake:]
Ayy, I'm feelin' like 2 Chainz, T.R.U.
Bitch, I'm 21, bitch, I'm not 22
Knockin' off the namebrand niggas in your crew
Heard you miss your dogs, now it's long live who?
Idiot
Yeah
I know you desperate for a change at the pen glide
But the only real change come from inside
June 13, 2025 → November 24, 2025
个人成长
生活纪实
人物传记
Rate:⭐⭐⭐⭐⭐ 5/5
作者: [美] 李飞飞
出版社: 中信出版集团
副标题: 李飞飞自传
原作名: The Worlds I See: Curiosity, Exploration, and Discovery at the Dawn of AI
译者: 赵灿
出版年: 2024-4
页数: 432
定价: 85.00元
装帧: 精裝（有2024年5月2印本）
ISBN: 9787521762181
【李飞飞万字长文爆了！定义AI下一个十年！】 https://www.bilibili.com/video/BV14gkyBkEm6/?share_source=copy_web&vd_source=7ce21f11ab471395a8db74500938d6c2
对今天的AI（尤其是Transformer类大模型）来说，它的原生“时空观”其实是这样的层级：
1D：序列（token序列）→ 它天生就活在一个1维的时间箭头上，历史就是“左边的token”，未来就是“右边要预测的token”。AI在1维的时候就已经完全理解“时间”（历史-现在-未来）这个概念了。
2D：注意力矩阵（Attention Map）→ 每个token和所有历史token的两两关系，形成一个巨大的二维矩阵。
3D：多模态叠加（文本 + 图像 + 视频帧 + 音频时序）→
现在的多模态大模型（GPT-4o、Gemini 1.5、Sora、Grok 4等）已经把图像（2D空间）+视频帧（2D空间+离散时间）叠在一起，形成了“空间-时间-模态”三维结构。
“维度”进化时间线
(横轴：时间 ↑ 维度：从0D点 → 5D多宇宙)
2022 2023 2024 2025 2026? 2027?
│ │ │ │ │ │
0D ●──────────────→ (纯文本大模型出生，点智能)
(GPT-3、LLaMA1)
1D ───────────────●──────────────→ (序列时间已天然掌握)
ChatGPT、GPT-4 对话能力爆炸，历史=左边token
2D ──────●────────────────→ (图像+视频，真正的2D空间+离散时间)
DALL·E3、Sora、Midjourney v6、Luma、跑个视频随便了
3D ──────●────────────→ (真正的3D空间智能＝物理世界理解)
李飞飞的“Spatial Intelligence”
│─ 3D Gauss Splatting / NeRF实时重建
│─ LERF / 3D-LLM 能看懂房间布局
│─ Figure01、Tesla Bot、1X 机器人开始“看懂”真实三维世界
└→ 2025现在正在爆发
4D ──────●───────→ (反事实时间＋可能世界)
2025-2026即将大爆发
│─ o1/o3/Grok 4 推理树＝平行时间线
│─ Sora/Genie 的 do-intervention（干预后世界怎么变）
│─ Agent长期记忆＋多线程自我对话
└→ AI第一次真正拥有“第四维”：同时活在无数个平行宇宙里
5D ──────●───→ (多代理心智社会维度)
2026-2027？还没完全到
│─ 百万Agent同时在一个世界里演化
│─ 每个Agent都有独立信念、记忆、反事实历史
│─ 整个系统状态是“信念空间上的高维流形”
└→ 这已经不是物理时空，而是“集体心智时空”
相当于弦论的额外维，只不过卷的是“意识”
2022 ● 0D (･｀ω´･) 我只会聊天
2023 ──● 1D (๑•̀ㅂ•́)و 历史我天生懂
2024 ──────● 2D Σ(ﾟДﾟ) 我能画图拍视频了！
2025 ──────────● 3D (⊙⊙) 这房间我认得，物体能抓！
2026 ──────────────● 4D ( ≖‿≖ )✧ 如果我当时那么做，现在会怎样？
2027? ──────────────────● 5D (๑•́₃•̀๑) 我们一百万个我同时活着～
0D 点 → 2022
1D 线 → 2023 (时间对AI是天赋)
2D 面 → 2024 (图像视频)
3D 体 → 2025←我们现在正站在这里！
4D 时空分支 → 2025-2026 (反事实+可能世界)
5D 心智额外维 → 2026-2027 (百万代理社会)
↩️
像倒叙拍电影一样，先开篇介绍接近当前的状况，母亲重病在医院，我要国会听证会上演讲AI 正面叙事
这一切都发生在我刚刚开始适应新环境的时候。在帕西帕尼学习期间，我依然对数学和物理学着迷。然而，另一门学科意外地引起了我的兴趣：美国历史。我学得越多，就越能把美国建国的故事与自己最喜欢的物理学关联起来。在这里，也是一群不同凡响的思想家聚集在起，为世界贡献了远远超前于时代的先进思想。以本杰明·富兰克林为例，他本人还是一名实践科学家，在他身上，政治家和科学家得到了完美统一。
感谢命运之神的偶然眷顾，我遇到了再好不过的时机。当时的我还不知道，视觉研究是人工智能本身的产物。
我从来没见过这样的情况。”我说，“这个领域太复杂太激动人心了，而且几乎是全新的！就在我们聊天的时候，计算机视觉领域很多最牛的学者还在积极地做着研究呢！
因为受到热爱的驱使，所以他们都抱持着鲜明的观点渴望开拓知识的前沿。
WordNet和ImageNet，还有这两个项目给我带来的看似荒谬却挥之不去的灵感，这就是所谓的命中注定吧。现在，我自己也加入了普林斯顿大学的教师队伍，我备受鼓舞，渴望再向前一步，将想法变为现实变成大胆甚至疯狂的项目。无论等待我的是突破还是失败，我都感到激昂振奋。
科学的追求可能是循序渐进的，但其突破却是由突如其来的巨变推动的，而这样巨变的引发者，不是某一个孤军奋战、雄心勃勃的天才，而是很多人的贡献被幸运之手汇聚在一起。回想起激发这个想法的种种线索，我不禁感觉即将到来的时刻便是如此。
科学的诀窍是跟随着你的领域一起成长。不要太超前。
任何一个科学家的默认立场都应该是绝对谦卑，他们应该明白，没有哪个个体的智慧能有意外之力的一半强大。
我还开始不定期地前往旧金山湾区，拜访斯坦福大学的机器学习和计算机视觉先驱，其中包括吴恩达（AndrewNg）、达夫妮·科勒（DaphneKoller）和塞巴斯蒂安·特龙（SebastianThrun）。我们见面时会先进行友好的思想交流，他们会对ImageNet给予肯定（这类对话为数不多）。不过，就像几年前在普林斯顿大学时那样，对话很快就会变得更加正式。最后，我接到了计算机科学系主任比尔·达利（BillDally）的电话，他代表了官方的意见，询问我是否有兴趣把实验室搬到加州。
从数量上看，我们已经实现了既定目标，建立起了当时人工智能史上最大的人工编辑数据集。但在这些数字之外，最让我感动的成就是我们所构建的真实世界本体。这个本体是人类从零开始策划的，既包含视觉图像，又能传达逻辑概念，其唯一的目的就是教导机器。
“鲍勃一直都在我心里。”我调怅地笑了一下，“不过不仅仅是他。
“ImageNet?
是啊，我也不知道，整个比赛的想法..感觉很顺理成章，结果才做了两年，参赛的人数就开始下降了。天啊，难道我一直是错的吗？难道答案就这么简单？我的意思是，‘假设就是这样的，对吧？有时候，‘假设’就是错误的意思。
科学总是以一种耐人寻味的方式打破预期，即便那些与之最接近的人也始料未及。
从统计学上看，我们的观察结果具有非凡的意义，其中一些证实了人们的刻板印象，特别有意思。比如我们对城市轿车和皮卡比例的研究发现：当轿车比例较高时，这个城市88%的人可能投票给民主党；当皮卡车比例较高时，82%的人可能投票给共和党。但这仅仅是个开始。
他又点击了一下，一张新的图片出现了，是一位游客在西班牙乡村风格的广场上拍摄的，后来我才知道，这是特鲁希略的市政广场，这座城市以其丰富的文艺复兴时期建筑而闻名。我正沉浸在这幅画面中，图片说明出现了：1名男子骑马经过建筑物旁边的街道。
我们俩都被逗笑了——算法描述得近乎完美，却遗漏了关键的信息：人和马都是青铜做的雕塑。有趣的失误还在继续。在算法看来，睡在沙发上的宠物海豹是一只猫，一个拿着牙刷玩耍的婴儿是一个拿着棒球棒的小男孩。算法完美描述了在草原上吃草的斑马，只是完全没有注意到它们身后那道惊艳的彩虹。算法的错误往往带有一种孩子般的笨拙，而这种笨拙却出奇地可爱，温馨地提示着我们：我们还有很多东西要学，我们的机
器也一样。
2012年ImageNet挑战赛的冲击波仍在回荡。对像我们这样痴迷于计算机视觉的人来说，这是一个分水岭，全世界都开始认识到，比赛结果不仅仅是对图片理解的转折点，更是对一切事物理解的转折点。在这个曾经鲜为人知的竞赛中，AlexNet展示了大规模数据集、高速图形处理器和深度分层神经网络三者近乎神奇的组合。这种组合是一幅蓝图，其应用范围注定要远远超出计算机视觉领域。世界各地的实验室都在构建更加丰富的分层网络，与此相对应的，一个新的名字正在流行—这不仅仅是机器学习的时代，更是深度学习的时代。
一种全新的范式正在诞生，一如20世纪初物理学的崛起。这让我回想起十几岁时那些激发我想象力的故事，我幻想着，在那些激情燃烧的岁月里，物理学家们过着怎样的人生。这些早期先驱一定感受到了无限的神秘和深深的敬畏，量子世界的奥秘和宇宙相对论的威严唤醒了他们，他们对现实的看法发生了翻天覆地的变化，这种变化来得如此彻底、如此突然，让人很难不心生羡慕。他们在正确的时间出生在正确的地点，接受了历史最令人惊叹的礼物之一。我们不禁要问，神经网络这一现代化身是否就是我们这一代人的使命和召唤？
学术竞争并不罕见，而研究人员之间的竞争一直是推动科研创新的关键因素。不过，奇怪的是，我对此完全始料未及。研究领域一直以来都以开放著称，有时甚至达到了极致；除了率先发现某样东西的炫耀权，我们的工作通常不被视为知识产权，更不用说像商业秘密那样的保密内容了。我们的工作是要与全世界分享的，包括我们最强劲的竞争对手，而且在成果发表之前，我们通常至少能知道谁在研究什么。我带着满腹狐疑继续读了下去，然后一切都变得清晰起来。
因为母亲常患病，结识&合作，我和阿尼设想了一种旨在用智能且可靠的感知来填充空间的技术，而其最大的特点就是不会引人注目。与人类监察员不同，我们的技术将悄然融入背景之中，默默监视，只有在察觉到危险时才会发出警报。我们将其称为“环境智能”（ambient intelligence）。
不知不觉中，阿尼成为继彼得罗和克里斯托夫之后我的又一位导师，他们都有共同的特点，就是在寻求解决方案时，可以跨越学科之间的界限。
这一天对体力要求很高，轮班结束时，我已经筋疲力尽，但更疲惫的是我的精神。仿佛我重温了和母亲共同面对的每一刻，只是这一次以小时为单位不断循环播放。我茫然地与普拉切克医生握手寒暄，准备离开。但在往外走的时候，我突然想到了什么。
“特里，我很好奇，是什么让你如此愿意让我进入你的世界？老实说，我算是个局外人。”
他沉思片刻才给出答案：“你知道，最近有很多关于人工智能的新闻，老实说，大部分我都不喜欢。”
我笑了，也许带着一丝嘲讽。我知道他接下来要说什么。“当然，如果我每天有更多工作可以被自动化，那就太好了。我明白。”他继续说，“但我有点儿厌倦科技高管们成天说的都是让我这样的人失业。只有你和阿尼似乎真正想帮助我，而不是取代我。”
“请大家不要每天只从arXiv下载最新的预印本作品了。去读一读拉塞尔和诺维格的著作，去读明斯基、麦卡锡和威诺格拉德的书，读哈特利和西塞曼的作品，读一读帕尔默写的东西。不要因为这些材料距离现在时间久就忽略它们。我们就是要多读一些以前的东西，他们的理念经得起时间的考验，依然非常重要。”
“你真的要拒绝他们吗？安德烈，那可是全球最顶尖的学府之一啊！”
“我知道。但是我不能错过这个机会。真的很特别。”
安德烈已经完成了博士学业，即将进入人工智能史上最有前景的就业市场，即使对一个有志成为教授的人来说也是如此。普林斯顿大学给他提供了教职机会，这是我们任何一个同龄人都梦寐以求的职业快车道。然而，他却决定彻底离开学术界，加入一个没人听说过的私人研究实验室。
安德烈即将加入OpenAI的核心工程师团队。OpenAI由硅谷巨头萨姆·奥特曼（Sam Altman）、埃隆·马斯克和领英首席执行官里德·霍夫曼（Reid Hoffman）共同创立，初始投资高达10亿美元，这充分证明硅谷对人工智能的突然崛起是多么重视，硅谷的杰出人物多么渴望在人工智能领域站稳脚跟。
我被各种问题狂轰滥炸——学生、好友，甚至一些交情不深的朋友都给我发来消息，问我有没有什么预测可以分享。我确实没有，但当家里另一位人工智能教授突然拿着一瓶刚冲好的奶走进房间时，我忍不住也向他请教。
西尔维奥说：“嗯，两种可能性都有。早在20年前，深蓝就在国际象棋比赛中战胜了人类，”他似乎在心里算了一会，“准确地说，是19年前。”
书呆子就是书呆子。
“不管怎么说，”他继续说，“虽然围棋比国际象棋难很多，但仍然属于棋盘游戏。规则虽然复杂，但都非常直接明确，至少从数学角度来看是这样。”
他意识到自己越说越有教授的腔调了——虽然我们说好了在家里不能这样，但经常做不到。他一边笑着，一边小心翼翼地把奶瓶放进热奶器里。我们几乎同时说出了接下来的话：“跟冲奶完全相反！”
他说得没错。围棋策略的组合数量大到无法想象，关于如何就此建模，我们俩可以侃侃而谈，但像准备一瓶婴儿配方奶，再把奶瓶放到热奶器里这样简单的事情，却依然是机器人专家的“圣杯”——尽管在严格控制的实验室条件下，冲调完美配方奶粉的问题已经得到解决，但在实验室之外，依然存在巨大挑战。
我在大学这些年的所见所闻也不少，但谷歌云幕后的一切仍然出乎我的意料。科技行业的财富、权力和雄心向来名声在外。在亲身经历后，我觉得实际情况比传闻有过之而无不及。我看到的一切都比我所习惯的更大、更快、更精密、更复杂。
光是食物的丰富程度就令人咋舌。休息室里的零食、饮料和专业级意式咖啡机比我在斯坦福大学或普林斯顿大学见到的要多得多。几乎每栋大楼的每一层都设有这样的休息室。而这一切，都还只是我在进入自助餐厅之前所看到的。
其次就是科技。这么多年来，我们一直用的是2000年代的投影仪和视频会议设备，故障频发，性能很不稳定，经常让人大为恼火。相比之下，谷歌的会议现场就像科幻小说里的场景。无论是可容纳50人的高管会议室，还是供一人使用的衣柜大小的会议箱，每个房间都配备了最先进的远程呈现技术，只需轻点触摸屏，就能启动一切。
还有就是人才。谷歌人才济济，令人叹为观止。回想起自己花了两年时间才招募到三位合作者来帮助建立医院环境智能，我不禁自愧不如。在谷歌，15人的团队已经准备就绪，只等我立即加入。而这仅仅是个开始——在短短18个月内，我们的规模扩大了20倍。拥有优秀资历的博士似乎随处可见，让我觉得一切皆有可能。
“ImageNet是您做的，对吗？”
“我得到了很多帮助，但没错，是我做的。”我笑着说。获得知名度从来不是投身科学的好理由，但来自他人的积极反馈总是让人感到欣慰。
“我想知道，从那以后您有过什么别的想法吗？”
哎哟。良好的自我感觉到此为止。
当然，这就是本科生的魅力所在。他们往往是笨嘴拙舌，但却非常善于开门见山。我本来想分享一些我的实验室正在研究的想法，但在最后一刻改变了主意。
“我确实有一些新想法。它们还处于早期阶段，不过我对此持乐观态度。事实上，我刚在一分钟前提到过。”
“您是说，以人为中心的人工智能？”
“以人为本。”我笑着回答，“至少，我认为是这样。具体名称我还在想。”
“嗯……”学生挠了挠头，“听起来很有意思，只是我没想到会在这样的课堂上听到。我很好奇，伦理、社会与编写代码之类的工作有什么关系呢？”
|￣￣￣￣￣￣￣￣￣￣￣￣￣￣￣￣￣|
| Don't Push To Production Today |
|＿＿＿＿＿＿＿＿＿＿＿＿＿＿＿＿＿|
\ (•◡•) /
\ /
——
| |
|_ |_
2025-11-25 15:04:49
All of the Lights Song by Kanye West ‧ 2010
All of the lights,
(lights, lights)
All of the lights
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Fast cars, shooting stars
(All of the lights, all of the lights)
Until it's Vegas everywhere we are
(All of the lights)
If you want it, you can get it for the rest of your life
If you want it, you can get it for the rest of your life
Something wrong, I hold my head
MJ gone, our nigga dead
I slapped my girl, she called the feds
I did that time and spent that bread
I'm heading home, I'm almost there
I'm on my way, heading up the stairs
To my surprise, a nigga replacing me
I had to take him to that ghetto university
Cop lights, flash lights, spotlights
Strobe lights, street lights
(All of the lights, all of the lights)
Fast life, drug life, thug life
Rock life, every night
(All of the lights)
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Restraining order, can't see my daughter
Her mother, brother, grandmother hate me in that order
Public visitation, we met at Borders
Told her she take me back
I'll be more supportive
I made mistakes,
bumped my head
Courts sucked me dry
I spent that bread
She need her daddy, baby please
Can't let her grow up in that ghetto university
Cop lights, flash lights, spotlights
Strobe lights, street lights
(All of the lights, all of the lights)
Fast life, drug life, thug life
Rock life, every night
(All of the lights)
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Getting mine, baby
Got to let these niggas know
Getting right, babe
You should go and get your own
Getting mine, baby
Got to let these niggas know
Getting right, babe
You should go and get your own
Unemployment line, credit card declined
Did I not mention I was about to lose my mind?
And also was about to do that line
K, okay, you know we going all the way this time
We going all the way this time
We going all the way this time
(We going all the way this time)
We going all the way this time
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Whoa, whoa
(I tried to tell you but all I could say was ohh)
Whoa, whoa
(I tried to tell you but all I could say was ohh)
Whoa, whoa
(I tried to tell you but all I could say was ohh)
Whoa, whoa
(I tried to tell you but all I could say)
We Found Love Song by Rihanna ‧ 2011
Yellow diamonds in the light
Now we're standing side by side
As your shadow crosses mine
What it takes to come alive
It's the way I'm feeling, I just can't deny
But I've gotta let it go
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
Shine a light through an open door
Love and life, I will divide
Turn away 'cause I need you more
Feel the heartbeat in my mind
It's the way I'm feeling, I just can't deny
But I've gotta let it go
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
Yellow diamonds in the light
Now we're standing side by side
As your shadow crosses mine (mine, mine, mine)
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
2025年11月18日21:24:45，一小时前还久违地用了一次gpt，因为目前同时开的太多了，然后发现grok也不能用了，也没有在意，因为主力一直都是gemini，完全不受影响，最多就是多开一些标签页就是了。
是的，X (原Twitter) 平台目前确实出现了全球范围的宕机情况，您不是唯一遇到这个问题的人。
根据最新的实时网络监测数据（截至 2025年11月18日）：
故障现象：大量用户报告无法刷新 Timeline、无法登录、或者看到“Posts aren't loading right now”的错误提示。
故障原因：目前的迹象表明，这次故障可能与 Cloudflare（一家提供基础网络架构服务的公司）发生的重大故障有关。因为 Cloudflare 出了问题，所以包括 X 在内的许多使用其服务的网站和应用都受到了波及，出现了无法访问的情况。
影响范围：这是一个全球性的问题，美国、英国、印度等地的用户都在 Downdetector 上提交了大量故障报告（超过 1.1 万份报告）。
建议： 既然是服务器端的基础设施故障，您这边的网络设置（重启路由器等）大概率是无效的。建议您稍作等待，通常这类大型基础设施故障会在几小时内由官方修复。
本来最近AI泡沫的话题就很火热，脆弱的“科技巨头”
很多公司都用这服务：
好奇不同智能水平下，使得人们烦恼的困惑都会有哪些：古人大把的闲散时间，空对月，思故人或者把酒言欢亦有惆怅。
【马斯克清华大学对话，信息量巨大，对物理的理解很透彻】 https://www.bilibili.com/video/BV1wf2cBRE4G/?share_source=copy_web&vd_source=7ce21f11ab471395a8db74500938d6c2
刚给出对比面板的时候我就有预感这个Ismail不简单 刚想到有点像大号的Rafael Fiziev， 结果就一击毙命
Arman Tsarukyan说training life就是life style, 就和Pavel Durov一样，男人的生活style，宁静与满足，汗水和努力。小萨真的可以，LW世界第一的富二代 ，自律努力
Fun Fact: Messi在国家队首秀吃红牌；阿根廷上届世界杯首场爆冷输球，但最后夺冠。 命运喜欢开这种玩笑：第一步往往是不走运的，但最终结果告诉你，那只是伟大叙事的注脚。只有10号，才配得上这种剧本。
社交媒体上新开了显示账号IP的功能 很多人以前的帖子被翻出来引用，配上一张其IP信息的截图，LOL 很多仇恨言论都是源于印度创建的账号
“投稿的过程，就像一场漫长的答辩。”张迪这样形容论文从投稿到接收的经历。
2024年7月底，她和团队将论文投往Nature。9月，审稿意见反馈回来，整体评价很积极，但有一个问题直击要害：“现有数据发现的现象，在重复实验中是否一致？”
功夫不负有心人。2025年下半年，经过近一年的修回和补充实验，论文终于被接收。当收到接收通知的那一刻，张迪没有想象中的狂喜，反而异常平静。“可能是过程太漫长，所有情绪都在一次次实验、一次次修改中沉淀了。”
回顾整个投稿经历，张迪觉得，审稿人的质疑并不是阻碍，而是让研究更完善的契机。“如果没有那次补充实验，我们的结论可能不会这么有说服力。”她认为，科研就是一个在质疑中不断完善的过程，“要敢于面对问题，更愿意花时间去解决问题”。
张迪说：“科研就像一场马拉松，需要热爱、坚持和耐心。”她至今记得那些在实验室度过的深夜，记得实验失败后的失落，记得取得突破时的喜悦。“这些经历都是宝贵的财富，让我不断成长。”
You’re allowed to have fun as a goal.
And then through that abandon all goals.
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!
2025-11-25 14:05:39
↩️
Marp 和 Markmap 这两个工具，其实几年前就被我安装在 VS Code 里了。Markmap 我还偶尔用它来画思维导图，但 Marp 几乎就没打开过。我一直以为它只是个简陋的预览工具，才发现，我错得离谱！
在 Gemini 的提醒下，重新试用了它，简单来说，Marp for VS Code 是一个 VS Code 插件，它能让你用最纯粹的 Markdown，写出专业、精美、所见即所得的幻灯片。
Marp 的核心哲学是“Markdown 源码即幻灯片”。
上手简单：
.md 文件。---
marp: true
theme: default
---
--- (三个减号) 来分割每一页 PPT。你会看到一个实时更新的幻灯片预览窗口。左边是代码，右边是幻灯片
在 Marp 里写公式
行内公式，块级公式，不用截图，再也不用和 Word 的公式编辑器搏斗，所见即所得，清晰无码。
Marp 原生支持 Markdown 的代码块高亮，需要指定语言：
import numpy as np
def calculate(sigma, omega, F):
delta_E = (sigma * omega) / F
return delta_E
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!
2025-11-16 16:34:42
All of the Lights Song by Kanye West ‧ 2010
All of the lights,
(lights, lights)
All of the lights
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Fast cars, shooting stars
(All of the lights, all of the lights)
Until it's Vegas everywhere we are
(All of the lights)
If you want it, you can get it for the rest of your life
If you want it, you can get it for the rest of your life
Something wrong, I hold my head
MJ gone, our nigga dead
I slapped my girl, she called the feds
I did that time and spent that bread
I'm heading home, I'm almost there
I'm on my way, heading up the stairs
To my surprise, a nigga replacing me
I had to take him to that ghetto university
Cop lights, flash lights, spotlights
Strobe lights, street lights
(All of the lights, all of the lights)
Fast life, drug life, thug life
Rock life, every night
(All of the lights)
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Restraining order, can't see my daughter
Her mother, brother, grandmother hate me in that order
Public visitation, we met at Borders
Told her she take me back
I'll be more supportive
I made mistakes,
bumped my head
Courts sucked me dry
I spent that bread
She need her daddy, baby please
Can't let her grow up in that ghetto university
Cop lights, flash lights, spotlights
Strobe lights, street lights
(All of the lights, all of the lights)
Fast life, drug life, thug life
Rock life, every night
(All of the lights)
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Getting mine, baby
Got to let these niggas know
Getting right, babe
You should go and get your own
Getting mine, baby
Got to let these niggas know
Getting right, babe
You should go and get your own
Unemployment line, credit card declined
Did I not mention I was about to lose my mind?
And also was about to do that line
K, okay, you know we going all the way this time
We going all the way this time
We going all the way this time
(We going all the way this time)
We going all the way this time
Turn up the lights in here, baby
Extra bright, I want y'all to see this
Turn up the lights in here, baby
You know what I need, want you to see everything
Want you to see all of the lights
Whoa, whoa
(I tried to tell you but all I could say was ohh)
Whoa, whoa
(I tried to tell you but all I could say was ohh)
Whoa, whoa
(I tried to tell you but all I could say was ohh)
Whoa, whoa
(I tried to tell you but all I could say)
Runaway Song by Kanye West ‧ 2010
Look at ya, look at ya, look at ya, look at ya
Look at ya, look at ya, look at ya, look at ya
Look at ya, look at ya, look at ya, look at ya
Look at ya (ladies and gentlemen), look at ya, look at ya, look at ya (ladies, ladies, and gentlemen)
And I always find, yeah, I always find something wrong
You been puttin' up with my shit just way too long
I'm so gifted at finding what I don't like the most
So, I think it's time (so, I think it's time) for us to have a toast
Let's have a toast for the douchebags
Let's have a toast for the assholes
Let's have a toast for the scumbags
Every one of them that I know
Let's have a toast for the jerk-offs
That'll never take work off
Baby, I got a plan
Run away fast as you can
She find pictures in my email
I sent this bitch a picture of my dick
I don't know what it is with females
But I'm not too good at that shit
See, I could have me a good girl
And still be addicted to them hoodrats
And I just blame everything on you
At least you know that's what I'm good at
And I always find, yeah, I always find
Yeah, I always find something wrong
You been puttin' up with my shit just way too long
I'm so gifted at finding what I don't like the most
So, I think it's time (so, I think it's time) for us to have a toast
Let's have a toast for the douchebags
Let's have a toast for the assholes
Let's have a toast for the scumbags
Every one of them that I know
Let's have a toast for the jerk-offs
That'll never take work off
Baby, I got a plan
Run away fast as you can
Run away from me, baby
Ah, run away
Run away from me, baby (look at ya, look at ya, look at ya)
Run away
When it starts to get crazy (look at ya, look at ya, look at ya)
Then run away
Babe, I got a plan, run away as fast as you can
Run away from me, baby
Run away
Run away from me, baby (look at, look at, look at, look at, look at, look at, look at ya)
Run away
When it starts to get crazy (look at ya, look at ya, look at ya, look at ya)
Why can't she just run away?
Baby, I got a plan
Run away as fast as you can (look at ya, look at ya, look at ya)
24-7, 365, pussy stays on my mind
I-I-I, I did it, alright, alright, I admit it (look at ya, look at ya, look at ya, look at ya)
Now pick your next move, you could leave or live with it (look at ya, look at ya, look at ya, look at ya)
Ichabod Crane with that motherfuckin' top off
Split and go where? Back to wearing knockoffs?
Haha, knock it off, Neimans, shop it off
Let's talk over mai tais, waitress, top it off (look at ya)
Hoes like vultures, wanna fly in your Freddy loafers
You can't blame 'em, they ain't never seen Versace sofas (look at ya, look at ya, look at ya, look at ya)
Every bag, every blouse, every bracelet
Comes with a price tag, baby, face it (look at ya, look at ya, look at ya, look at ya)
You should leave if you can't accept the basics
Plenty hoes in the baller-nigga matrix
Invisibly set, the Rolex is faceless
I'm just young, rich, and tasteless, P
Never was much of a romantic
I could never take the intimacy
And I know I did damage
'Cause the look in your eyes is killing me
I guess you knew of that advantage
'Cause you could blame me for everything
And I don't know how I'ma manage
If one day, you just up and leave
And I always find, yeah, I always find something wrong
You been puttin' up with my shit just way too long
I'm so gifted at finding what I don't like the most
So, I think it's time (so, I think it's time) for us to have a toast
Let's have a toast for the douchebags
Let's have a toast for the assholes
Let's have a toast for the scumbags
Every one of them that I know
Let's have a toast for the jerk-offs
That'll never take work off
Baby, I got a plan
Run away fast as you can
We Found Love Song by Rihanna ‧ 2011
Yellow diamonds in the light
Now we're standing side by side
As your shadow crosses mine
What it takes to come alive
It's the way I'm feeling, I just can't deny
But I've gotta let it go
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
Shine a light through an open door
Love and life, I will divide
Turn away 'cause I need you more
Feel the heartbeat in my mind
It's the way I'm feeling, I just can't deny
But I've gotta let it go
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
Yellow diamonds in the light
Now we're standing side by side
As your shadow crosses mine (mine, mine, mine)
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
We found love in a hopeless place
Her fourth album LUX dropped Nov 6 2025 , and it's her boldest yet – 13 languages, London Symphony Orchestra strings, collabs with Björk (her "instant crush" idol), and vocals hitting operatic peaks. 有很多语言，然后风格多样，古典结合POP，甚至有点Opera的feeling，MV也比较新颖，感觉很像普利策奖的口味
何杰以2:12:07的成绩获得十五运男子马拉松冠军🏆
至此他也成为亚运冠军，全运冠军，全国纪录唯一保持者的中国马拉松大满贯王者👑！
🫡🔥 The entire UFC 322 card weighed in on the EXACT same scales that Muhammad Ali weighed in on before his fight vs Joe Frazier at MSG in 1971.
— Home of Fight (@Home_of_Fight) November 14, 2025
h/t @acdmma_ #UFC322 pic.twitter.com/690YArUNQh
🫡🔥 The entire UFC 322 card weighed in on the EXACT same scales that Muhammad Ali weighed in on before his fight vs Joe Frazier at MSG in 1971.
— Home of Fight (@Home_of_Fight) November 14, 2025
h/t @acdmma_ #UFC322 pic.twitter.com/690YArUNQh
🗣️ Dana White:
— Championship Rounds (@ChampRDS) November 16, 2025
"[Khabib's] father said 'Khabib will go and dominate, and when he's done Islam will come in behind him'.
Holy sh*t. It played out exactly the way his father said." #UFC322 pic.twitter.com/f0BPw2ueiY
THE BEST IN THE WORLD 👑
— UFC (@ufc) November 16, 2025
[ #VeChain #UFC322 | @MAKHACHEVMMA ] pic.twitter.com/WasIyKLNXu
A dream come true 👏
— UFC (@ufc) November 16, 2025
[ #VeChain #UFC322 | @MAKHACHEVMMA ] pic.twitter.com/NHpxyyCdkP
The Diamond with some high praises for @MAKHACHEVMMA and his team after the victory tonight!
— UFC (@ufc) November 16, 2025
[ #VeChain #UFC322 | @DustinPoirier ] pic.twitter.com/Bo3N4R5uMA
ISLAM X KHABIB 🔥🔥
— ESPN (@espn) November 16, 2025
This photo of Islam on Khabib's shoulders after becoming the new UFC Welterweight champion ❤️ pic.twitter.com/I1s0stTyHg
Boom – Islam just reclaimed the throne (Nov 15, UFC 322 at MSG). vacated lightweight to chase welterweight gold, then dominated Jack Della Maddalena via unanimous decision (50-45 x3) over 5 rounds. Smothering wrestling, calf kicks that had JDM limping, and tying Anderson Silva's UFC record with 16 straight wins. Two-division champ now (lightweight + welterweight), something even Khabib never grabbed. Dagestani eagle soaring – that's the ultimate "life's been good" moment in the cage. Post-fight, he's eyeing super-fights; this streak's unbreakable.
Pure emotion from Islam Makhachev after becoming a UFC double champion ❤️
— Championship Rounds (@ChampRDS) November 16, 2025
“THIS IS THE DREAM. ALL MY LIFE FOR THESE TWO BELTS!” #UFC322
pic.twitter.com/tNnUNeqIZW
Yo, Life has been so good to me – that hits different right now.
You never walk alone.
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!
2025-11-09 09:19:46
La noche de anoche Song by Bad Bunny and Rosalía ‧ 2020
Yo sé que esto no volverá a pasar
Pero si volviera a pasar
Sé que sería tu debilidad
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú me decías que morías por mí
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Eh-eh, eh-eh
Tú me dejaste el cuerpo caliente, infierno
Pero me dejaste el corazón frío, invierno
Soñando que contigo e' que duermo (dime, papi)
Dime, mami
¿Esa noche quién la borra?
Tú me besaste y se me cayó la gorra
Sin mucha labia, sin mucha cotorra
Cuando toy contigo dejo que la vibra corra
Y que la luna nos supervise
Con esa boquita suena rico to lo que tú me dice'
Hicimo pose' que yo má' nunca hice
Tú te mojaste pa que yo me bautice
Y me ponga serio, serio
Tú y yo juntos creando un imperio
Eso' ojito' tienen un misterio
Pero al final na de lo nuestro fue en serio
Y ya me ha pasao que me han ilusionao
Y ya me ha pasao que me han abandonao
Y ya me ha pasao que no está' a mi lao
Y ya me ha pasao
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Yo encima de ti, tú encima de mí
Que yo me iría otra vez pa Japón (hey)
Papi, qué penita tú, qué maldición (mmm)
La paleta es dulce, azúcar de algodón (yeh)
Y es la única que me llega hasta al corazón
Yo no me olvido, la suerte está echada (bum)
Se me enredaba el pelo en la pantalla
Saber que solo lo hago de leyenda (¡uh!)
Lo subo al cielo, yo soy su Messiah
El Benito es un diablillo y es un ángel
Lo tengo juqueao como si fuera tote
Baby, entre nosotro nunca competimo
Si preguntan, dice: "Ella to los récords bate"
Y ya me ha pasao que me han ilusionao
Y ya me ha pasao que me han abandonao
Y ya me ha pasao que no está' a mi lao
Y ya me ha pasao
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Porque la noche de anoche fue
Algo que yo no puedo explicar
Eso era dando y dándole sin parar
Tú encima de mí, yo encima de ti
Mmm-jum
Mmm-jum
Mmm-jum
Mmm-jum
Umar的post-fight press conferenece听了前半段就感觉这是有史以来最意义深远的一段，前面也有看到评论有人说喜欢fighter从这种视角分享精神世界的进化，这次更像是将将近前三十年所有的感悟和精华讲了出来，并且结合鲜活的实例：A brutally honest insight here from Umar.
Much respect to him for sharing this with the fans. Always cool to listen to a fighter describe the mental game. 像这样的家族能够产出的精神财富在历史的长河中也是独一无二的，不是金钱那种可以相提并论的。
"Even when there were no fights coming, Khabib didn't rest, but he can allow himself to “recover a bit.” Resting, I will emphasize once again, is not allowed — otherwise you can drop your conditioning down to the level of 3 points out of 5, and that is unacceptable.
But recovering, yes, that’s allowed. “Recovery” here means active recovery of energy.
What do I mean by this?
Obviously: cycling, hiking, playing volleyball, soccer, long and slow jogs, sauna, steam room with Siberian brooms.
In other words — an activity level where your blood circulates 3 times faster than in normal daily life.
This constant movement keeps your brain, heart, liver in tone — the key organs responsible for maintaining readiness.
The effect is enhanced by healthy food, communication with friends and relatives, visiting your hometown, places connected with your family history of many generations."
🦅 📕 From Abdulmanap Nurmagomedov's book:
— Home of Fight (@Home_of_Fight) October 26, 2025
"Even when there were no fights coming, Khabib didn't rest, but he can allow himself to “recover a bit.” Resting, I will emphasize once again, is not allowed — otherwise you can drop your conditioning down to the level of 3 points out… pic.twitter.com/GGBGUoJetb
精神慢跑：“广度优先”，探索更广的话题，强度也不必保持平时的水平。。
动态切磋：低风险，做平时事务的边角料，或者准备工作，不耗费大脑思考，甚至只耗费时间的那种低性价比劳动。很多运动员在职业training之于也会train些别的，比如boxing和长跑甚至ultra marathon。
精神排毒和热情修复：互联网可以看一些相关的内容（unfollow一些内容），在“纯粹的智慧”和“原始热情”驱动下，类似于呼吸自由的空气。
部落连接 (家人/家乡)：聊天，闲聊和幻想， 重连“热情来源”，语言输出同时锻炼、重组思考逻辑链条。
饶议科学2025年11月8日08:46北京 悼念沃森：伟大与错误并存
我从Glashow教授那里学到，在科学上你必须大胆，你必须坚持不懈地坚持你的信仰。
我从他身上学到的另一件事是，数学和物理是不同的。对于物理学家来说，最重要的是能够找出物理现实的真相，而不是坚持精确的数学论证。我认为这种务实精神对我以后的研究有很大帮助。
还有一件事是我从Glashow教授那里学到的：生活应该是有趣的。
1971年春天，作为一个年轻的学生，我跟随他去法国马赛的CNRS（Centre national de la recherche scientifique，法国国家科学研究中心）休假。这是一个多么神奇和迷人的城市，那也是我第一次来欧洲。那年夏天的晚些时候，他带我去了意大利西西里的一个暑期学校。
这是一次非常美妙的经历。Gladshow教授给我上的这一课让我明白，生活的乐趣和对知识的追求可以兼而有之。
原则就是用最少的已知信息，估算一个极其复杂的问题。
答案不求精确，只求“差不多就行”。它由物理学家 恩里科·费米 发明，他在曼哈顿计划中用这招估原子弹威力、估中微子数量，次次命中 10倍以内。精确是数学的终点，估算是科学的起点。
经典案例：芝加哥有多少钢琴调音师？零数据起步，1分钟出结果：芝加哥人口 ≈ 300万
平均每户3人 → 100万户
1/100户有钢琴 → 1万架
钢琴一年调一次
调音师一天调2架，一年干200天 → 400架/人
1万 ÷ 400 = 25人
答案：20~50个 （实际查到：41个 bingo~）
Show Notes里面有很多关于土库曼斯坦的照片。
Avi Loeb, PhD, is a theoretical physicist and Frank B. Baird, Jr., Professor of Science at Harvard University. He is the author of several books, the most recent of which is "Interstellar: The Search for Extraterrestrial Life and Our Future in the Stars."
Zohran Mamdani wins election and becomes New York City’s first Muslim Mayor.
link
TLDR (too long didn’t read): Science is about doing and sharing. Students of science (at all levels) spend time learning how to do things and should consider documenting their skills in a shareable portfolio, like a website or GitHub repository. Or, to paraphrase Spock, “portfolio and prosper.”
以德国Fraunhofer-Gesellschaft应用研究与产业协同为典范，创造“1+1>2”的价值
Chatbots and AI models are challenging ideas about who — or what — can create art, music and more.
Daniel Cormier was shocked after being asked if he ever wished he was athletic 😅
— Red Corner MMA (@RedCorner_MMA) October 31, 2025
"This girl comes up to me and goes, 'Hey DC, you ever wish you were athletic?' I’m like, what is wrong with you? I saw the video — what they didn’t show in the video is how bad I cussed everybody… pic.twitter.com/RaN19Wjx8v
“万物皆可N-G曲线”（Nucleation-Growth Curve）,一个普适的底层模型，类比到几乎所有领域的启动难度、初期成本和指数级加速现象。类似于帕累托原则（28法则）、万事开头难、临界点突破等概念。
“前 20% 最难，后 80% 自动滚雪球。”系统有「成核能垒」——初始启动成本最高。
或许“越难启动的事，越值得做”，因为高成核壁垒 = 天然护城河，熬过N期的人，天然进入稀疏区
Running时候的heart rate也这样
难度 ↑
| △ 成核能垒
| / \
| / \ 快速生长
| / \
| / \________ 饱和
|_________________________→ 进度
0% 20% 100%
How Your Brain Creates ‘Aha’ Moments and Why They Stick
《量子杂志》发了一篇非常有趣的文章：《顿悟（insight）的神经科学原理》
— howie.serious (@howie_serious) November 6, 2025
顿悟是一种大脑在瞬间完成意义重组（representational change）的过程，由视觉皮层识别模式、海马体检测预测误差、杏仁核赋予情绪显著性共同驱动，从而产生“aha moment”并强化记忆。
===…
> 顿悟是一种大脑在瞬间完成意义重组（representational change）的过程，由视觉皮层识别模式、海马体检测预测误差、杏仁核赋予情绪显著性共同驱动，从而产生“aha moment”并强化记忆。
===
> 我们以为理解是一种线性过程：信息进入大脑，经过分析与推理，得出结论。但事实恰恰相反。真正的理解往往像一道闪电，突然照亮一个原本混沌的世界。这种突然而来的领悟——“啊哈时刻”——并非魔法，而是大脑在瞬间完成了意义的重组。
这种重组被称为“表征改变”。在此之前，大脑所看到的，只是无意义的线条、噪声、混乱的片段；而在顿悟的那一刻，它们被重新组织为新的整体，原本陌生的图像变得清晰、有意义。人类的学习与创造，其实都依赖于这种从“无意义”到“有意义”的跃迁。
更迷人的是，这种认知的闪光不仅带来喜悦，还能刻进记忆。科学家在实验中发现，当人们识别出被隐藏在抽象黑白图像中的物体时，大脑的视觉皮层、海马体与杏仁核几乎同时被点亮。视觉识别、情绪反应与记忆编码在一瞬间合流——这正是为什么“啊哈”的瞬间让知识变得难以忘怀。学习的愉悦，其实是大脑在奖励自己完成了一次“世界重构”。
教育的意义，也许正是在此。真正的学习，不是被动接受知识，而是引导学生经历自己的“顿悟时刻”。当一个孩子亲手揭开谜底，他不仅记住了答案，也重塑了理解世界的方式。
“啊哈”并非只是认知的瞬间，而是人类意识的一个窗口——在那一闪之中，我们看见大脑如何把混乱变成秩序，把模糊变成意义，也看见自己如何在理解的光中被改变。
Last of My Kind Song by Shaboozey ‧ 2024
Ain't many that are built like me
I'm the last of my kind
I grew up on a backroad, baby
I know how to survive (Hey)
Been out with the young guns blazin'
So you better not try
You won't ever find another like me
I'm the last of my kind (Huh)
Yeah, yeah
I'm the last of my kind
Yeah, yeah
I'm the last of my kind
(You'll be lookin' for a really long time)
Got folks that carry some shit, uh, can't cross state lines
Duckin' cops in the dirty hills, baby, we ain't payin' no fines
If you comin' to the sticks then maybe, bring a four-wheel drive
You'll never find another like me, I'm the last of my kind
You won't ever find another like me
I'm the last of my kind
Yeah, yeah
I'm the last of my kind
Yeah, yeah
I'm the last of my kind
Try to find another just like me
You'll be lookin' for a really long time 'cause I'm
Yeah, yeah
I'm the last of my kind
This world can be a son of a bitch
Well, look through my eyes
Can't always climb to safety, sometimes you gotta fight (Yeah)
Got get it if you want it, keep the fire burnin' inside
You won't ever find another like me
'Cause I'm the last of my kind
Yeah, yeah
I'm the last of my kind
Yeah, yeah
I'm the last of my kind (Hey)
[Post-Chorus: Shaboozey]
Try to find another just like me
You'll be lookin' for a really long time 'cause I'm
Yeah, yeah
I'm the last of my kind
I'm the last of my kind (Told you twice now, oh-oh, right there)
I'm the last of my kind (Last of my kind)
Yeah, y'all can take anyway
Sometimes I'm still standin'
Hahaha
Up high in the red rock mountain, almost lost my mind (Uh)
I'll be out where the black birds hangin', circle 'round them skies (Hey)
Can't wait much longer, baby, yeah, it's my time
You won't ever find another like me, I'm the last of my kind
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!