2026-02-01 12:55:43
2026年1月15日 : 早上起来jcole dropped a sniper of the coming new album -- the fall off , Disc 2 Track 2
嵌套式的一框框的场景，倒放了人生，摘掉戒指， 初见the love 再到最开始的起点
径向运镜的镜头内框框中的内容，沉浸感深，而且结构简洁传递易懂的信息
DOLLAZ ON MY HEAD Song by Gunna
Pull up with a stick, I pull up with a stick
I pull up with a pink toe, I'm whippin', she suckin' this dick
I put some diamonds on her toes, let that hoe know that I'm rich
We was used to pullin' kick doors (That money go for Myles)
I've been gettin' it since a toddler, I keep dollars on my head
Bein' a real one is my model, handle my problems, I ain't scared
I put Prada on my collar 'cause she proud of what I said
I'm a leader, I got 'em followin' my footsteps like the feds
I shoot like I'm Montana, chopper bullets make 'em shed, uh
Black on black new Phantom, in the backseat sippin' red, uh
Bitch, I'm from Atlanta where these hoes ride the dick like peg, yeah
Condo like the pharmacy, I got codeine in my fridge, pour up
My bro on a steamin' stove, cookin' crack like grits
Got this vibe on her tippy toes, strokin' her in a pent'
LA live, I'm stayin' at the Loews with this Hollywood bitch
Got a nine and a snubnose, can't wait to let it hit (Hit)
Pull up with a stick, I pull up with a stick
I pull up with a pink toe, I'm whippin', she suckin' this dick
I put some diamonds on her toes
Let that hoe know that I'm rich (Let that hoe know that I'm rich)
We was used to pullin' kick doors
You could still call it a lick (Lick)
You broke and can't be fixed
Went to Nieman's and spent a nick
How you pour that? Don't make sense
I made a whole mile off an inch
I had 99 problems
I just scratch you off the list (Scratch you off the list)
Got some millions and went and solved 'em
Now my neck cost a quarter brick
I've been gettin' it since a toddler, I keep dollars on my head
Bein' a real one is my model, handle my problems, I ain't scared
I put Prada on my collar 'cause she proud of what I said
I'm a leader, I got 'em followin' my footsteps like the feds
I shoot like I'm Montana, chopper bullets make 'em shed, uh
Black on black new Phantom, in the backseat sippin' red, uh
Bitch, I'm from Atlanta where these hoes ride the dick like peg, yeah
Condo like the pharmacy, I got codeine in my fridge, pour up
Bestie, bestie, I just hit my friend
Told her catch me, catch me, I'ma lick her skin
She so precious, precious, might not fuck again
She too messy, messy, but hittin', no flexin' (No flexin')
Rose gold ornaments (Rose)
Dropped the two tint, car came with no tint
You don't gotta use the door, you can hop in front of tip
Bond 9 in the vent, think 'bout dyin' and get spent
I got two B's on my boxers and a thottie in the bed
I know niggas ran up a milli'
Still didn't tell 12 shit (12, 12, 12, shh)
I got skeletons in my closets (Woah)
And they scared of me and shit (Closets and they scared)
Mason Margielas under the bed screamin', "Rock me, kid" (Woah)
I put water on my head, then she got seasick (I put water on my head)
Couple opps played dead, and they still got hit
I done bent lil' mama's spine but that
But that still ain't my kid (Still ain't my kid)
Only reason I answer my line (Why?)
Is 'cause she drink my spit (No cap)
I've been gettin' it since a toddler, I keep dollars on my head
Bein' a real one is my model, handle my problems, I ain't scared
I put Prada on my collar 'cause she proud of what I said
I'm a leader, I got 'em followin' my footsteps like the feds
I shoot like I'm Montana, chopper bullets make 'em shed, uh
Black on black new Phantom, in the backseat sippin' red, uh
Bitch, I'm from Atlanta where these hoes ride the dick like peg, uh
Condo like the pharmacy, I got codeine in my fridge
Gunna – Skybox
Uh
Atares (Uh, uh, uh)
Gettin' high in the skybox, I can't see, yeah (See, yeah)
Hot spot and it's bust down, LSD, yeah (Yeah)
Smooth drive, hm, Gucci socks, yeah, I'm dripping (Dripping)
Fuck the cops, we can't be stopped, just admit it
Hey (Hey), hey (Hey), hey (Hey)
Put some diamonds in Chrome Hearts lens
Bought a new Benz, lost more friends
Stretchin' my hands, money all in
Fuckin' her friend, Birkin bag
Hunnids and tens, countin' they hands
Trust in God thing, keep an FN
I gotta go (Go), I gotta spend
I just want both, I drive a 'Ghin
Ain't got no note, ain't got no ring
I am a GOAT, I am a man (Yeah)
We in the low, we smokin' dope (Ah)
We keep it close, you with the folks (Oh)
You want the dose (Uh), give him some dope
Lil' bitty ho, you already know (You know)
Bitch, we the top of this iceberg, the top
You know that they copy you, woah (You, woah)
They cleanin', they moppin', these bitches
They hoppin', I couldn't fall out with it, bro
Uh, hotter than Turkey, I like it, I cop it
Ain't nobody stoppin' the Ghost (Nobody stoppin' the Ghost)
Smoke Lodi Dodi
We sittin' in the lobby, we just rented out the whole floor, uh
Gettin' high in the skybox, I can't see, yeah (See, yeah)
Hot spot and it's bust down, LSD, yeah (Yeah)
Smooth drive, hm, Gucci socks, yeah, I'm drippin' (Drippin')
Fuck the cops, we can't be stopped, just admit it (Admit it)
Paint the time (Time), slime couldn't made it (Made it)
Bloodhound (Hound), cold heart Crippin' (Cold heart Crippin')
Best part (Yeah), we got all of us with it (Vibes)
Head start (Start), you can't catch yourself or get it (Yeah)
That's no cap, I'm in the 'Ghini (Ah)
It's really rap, this ain't a gimmick (Ah)
I had to trap, now I got plenty
I'm in a castle fuckin' a genie (Genie)
I popped the capsule, she wanna rock some (Ah)
I done got tackled, drunk on the Henny (Henny)
Turned to a savage, I had a handle (Woah)
I'm 'bout to smack 'em, both on the fanny (Fanny)
I put four twelves in the V12 (Ooh)
My Benz truck started roar (Woah-woah)
She said she smell under well
Well I wanna fuck, it don't matter (Uh-uh)
Bitch, I'm a shark, you not a whale, lean in my cup and my bladder
I got it on lock like I'm in jail
As soon as they buck, they gettin' splattered (Get splattered)
I'm at the drop and no, I cannot fly
Comin' straight to the top like a ladder (A ladder)
Niggas play tough and they talk on the
Internet but they ain't ever gon' hit 'em
Uh, I took a loss and and they made me a boss
Like I'm no better than them (Better than them)
They call just to flops Biscotti
When I'm coughin', I'm trying to get higher than ever (High)
Gettin' high in the skybox, I can't see, yeah (See, yeah)
Hot spot and it's bust down, LSD, yeah (Yeah)
Smooth drive, hm, Gucci socks, yeah, I'm drippin' (Drippin')
Fuck the cops, we can't be stopped, just admit it (Admit it)
Paint the time (Time), slime couldn't made it (Made it)
Bloodhound (Hound), cold heart Crippin' (Cold heart Crippin')
Best part (Yeah), we got all of us with it (Vibes)
Head start (Start), you can't catch yourself or get it (Yeah)
审视的代价：为何品味无法“局部开启”
↩️
We aspire to have this Critical Taste. Yet, there is a fundamental misunderstanding about what having "taste" actually requires.
We often believe we can be selectively critical—that we can be a rigorous judge of high art or theoretical physics from 9 to 5, and then switch off that discernment to become a passive, easy-going observer of life the rest of the time.
But the reality is: You can never be partially critical.
选择性敏感的迷思
Discernment is not a tool you pick up; it is a lens through which you view the world. If you possess the capacity to distinguish the profound from the mediocre in art, you inherently possess the capacity to distinguish quality from lack thereof in everything else.
To have "Unique Taste" is to have a heightened sensitivity to nuance. It is the ability to detect misalignment, lack of harmony, or laziness in execution.
You cannot train your mind to be hyper-alert to the nuances of a canvas or a hypothesis and expect it to be blind to the nuances of a conversation, a meal, or the architecture of a street. The neural pathways that allow for deep critical thinking in one domain are the same ones that process your daily reality.
这是一个整体的过程
This is why the "man of taste" is often viewed as difficult or hyper-critical. It is not out of malice; it is out of consistency.
Critical thinking is a holistic process. It is a state of being, perhaps driven by an Internal Necessity (Innerer Notwendigkeit). Once the internal standard is set, it applies universally.
If you demand truth in philosophy, you will likely be intolerant of small talk that lacks substance.
If you demand precision in science, you will notice the inefficiency in a chaotic queue.
If you demand harmony in art, you will be physically jarred by a poorly designed living space.
批判性思维的重负
We must accept that having a critical eye is a package deal. We cannot ask for the genius of unique insight without accepting the burden of constant judgment.
To be critical of art but uncritical of life is a contradiction. It suggests that your taste is merely a performance—a hat you wear—rather than an intrinsic part of your nature. True taste is involuntary. It is a relentless scanning for truth and quality.
Therefore, we should stop apologizing for being critical of "everything." It is not negativity; it is the inevitable side effect of a mind that is constantly seeking the "better," the "truer," and the "more beautiful."
You cannot curate the world selectively. You either see the cracks in everything, or you see them in nothing.
今年扎堆频繁的interview
无论如何 都不会独行（especially in a conver w a Liverpool）, 静水流深
很多时候祖辈或许是最智慧、最幸福的，尤其是小时候书本上或者生活里教的；不知道太多知识，但是固执地明白知识改变命运，在这两件事上莫名地就是像出厂默认设置一样的坚定又正确；就生老病死，部分人的一生简单清闲，如果再有些廉价清净的爱好，书画琴棋，简简单单的一生其实才是“大智若愚”，没有纷扰，自由地享受了这场life journey，安安静静地享受天伦之乐，真的将attention给到真正爱的人，认真爱过，也真的活过。不像很多the rich，商业、煤矿老板，达官贵人，诚惶诚恐地偷偷摸摸偷的、攒了一堆，先是追求钱权，被上级践踏，熬过头了再继续欺负下一波人，腐蚀。有点像龟兔赛跑，后者看似体面，所谓的人生赢家，但是事实上没有参加比赛的人赢了，在比赛没开始的时候就赢了，因为他本身就在终点。
想了想，想法稍纵即逝的，还是记下：昨天晚上睡觉前想爷爷奶奶，主要是先从生活风格想起的，只想要peaceful life，只想安安静静和亲爱的人度过life time，想到冬天悠闲地晒太阳，想到夏天愉悦地乘阴凉，偶尔下午抱着西瓜边吃边看东边天边慢慢飘向西边无比洁白的云彩，远处四五层楼高的大树在风穿过时候发出的沙沙声音。同时和爷爷奶奶聊聊见闻，说说学校发生的事，谈谈学习情况。就这样的生活想起来也没有多么“昂贵”，很幸福，都很幸运，能够和平、自由地呼吸、享受这样的一分一秒，及其容易实现，但现在同样令我感受到难得、昂贵。下午跑步，同样预设的还是一张album的时间，所以就点开从头播放《DAMN》，KDOT多次说奶奶死了以后Ain't nobody pray for me. 想起来前不久刚提到过的，Kanye也说妈妈死之后就无需害怕。 #Bond
慢慢开始，数字清理之后娱乐性（主要是体育和音乐industry）unfollow很多，只有对个别感兴趣，没有将注意力随随便便支付给不太相关的球队，社区盾 、联赛杯、卡拉宝之类的比赛，一般都只看结果，不太花费时间。更多还是专注于技术和个人提升。还有一种，在最近很多要求grok魔改一些social posts之后，深刻地感受到似乎很久之后刷social media也没啥意义了，很多都能fake，就连Alex Perira 和Cotez这种合照第一眼看到都是以为假新闻恶搞的AI照片。可能过段时间之后Instagram也会受到影响，唯一的护城河就是自己现实认识的那些人，但是social这东西总会有fake的，就算没有AI，也有摄影棚一样假的日韩、北欧打卡点，需要的人还是会需要的，但是重要的人就是身边的人，不需要online social
…“Im sorry that I live a boring life, i love peace” - Kendrick Lamar. ‘
同时jcole在一首track里面也表达了自己公开道歉以后就从TOP3跌落了，很敏感，当初也说了disrupt my fucking peace. Exactly，就是这种突然失重坠落的感觉，一下悬在空中无依无靠。
听了这些release的边角料 感觉很难啊 规则不在UR SIDE 不利于你的游戏玩了定没有优势 说了下一张album drop之后退役生涯盖棺定论 这是最后一次向GOAT发起冲击 但是市场不利于你的话 drop自己的风格没有优势 被定位失败 利于市场的可以做hits 但IS THAT U? IS THAT UR LAST DANCE？
Stay silent and stay in your own lane.
But you care so much about legacy... don't know if this is personality conservation or just inconsistency.
脱离了自己的评价体系就会容易被别人左右 太在意 从而overreactive
退守北境也一样，人们在康普顿、多伦多、北卡罗莱纳都找到了自己的peace
life goes on. Even the air tastes sweet.
一元钱梦想还在继续
legacy也是永恒的话题 越接近退役越是重视自己盖棺定论的排名 某种程度为了蹭 出现了双骄 三巨头TOP3 F4 四大XX XX五虎 XX六小X XX七剑 XX八大金刚 XX九大魔王 XX十代天骄
Ur goat team with no one
Gatekeeping
QUOTE: Terence tao is my Steph and Demis is my LeBron.
Career Strategy For People With Too Many Interests (The M-Shaped Future )
-- 曼纽尔·布卢姆（Manuel Blum），图灵奖得主
"Defense-Counter" ( counter-attacks 防反 防守反击) is not just a tactic in sports; it is a supreme philosophical stance. It is the art of non-reaction.
In a world addicted to noise and instant response, the ultimate power move is to remain chemically stable—like a column of Inert Gas (Noble Gas). You do not combust when the spark lands. You wait. You observe. And when the opponent over-extends, you end it.
Most losses—in the ring, in business, or in culture—come from overreaction.
To be "Overreactive" is to leak energy. It is to hand the remote control of emotions to your opponent.
Tank Davis vs. Ryan Garcia: This was the triumph of precision over volume. Ryan was the storm; Tank was the wall. Tank didn't need to throw 100 punches. He needed one timing window. "Tank击穿Ryan". He waited for the liver to be exposed for a fraction of a second. That represents the Critical Taste applied to violence—selectivity.
2025: Jiří Procházka vs. Jamahal Hill: This is the Flow State. Jiří abandoned the rigid guard for pure instinct. By emptying the mind, he became a mirror.
J. Cole (Jocle): His choice to "fold" and apologize was mocked by the masses, but through the lens of Inert Gas, it was the ultimate defense. He realized the battle was a distraction from his peace. He refused to be reactive sequentially. K-Dot，he let the opponent talk, let the opponent reveal their messy life, and then surgically dismantled them. He didn't spray and pray; he sniped.
Whether it is art, fighting, or debate, the principle remains the same: He who reacts first, loses control. He who waits, owns the outcome.
True mastery is not about being the loudest or the fastest. It is about being the most stable thing in a chaotic room.
2026年1月1日新年音乐会:
2026年1月9日，今天又比较惊喜的一次：打开Gemini试图让它会想起之前讨论的一件事的时候，它首先召集了一个workspace，thinking的地方显示又gmail drive和sheets, 然后它不仅回想起来交互内容，还查找到我的相关邮件。shit, 账户并没有开启隐私模式，这似乎也说明我的邮件内容甚至都能被cloud调取看到？Gmail 深入整合 Gemini AI
一瞬间欣喜2026年1月27日00点10分：突然在思考一个问题时候想起了一个遥远的问题，二者可以联系解决。首先第一瞬间的感慨是Gemini打不过我~ AI或许、看起来头脑风暴会无敌，因为电脑对于人脑的内存优势是宇宙级的，但是很多时候是那种正确又不疼不痒的，毕竟他会联想调用，但目前还没有从实际世界学习这部分，人脑得到的真的是让人欣喜又正确有用的。
"Music gives a soul to the universe, wings to the mind, flight to the imagination, and life to everything."
— Plato
A paper in Nature Communications describes a detachable robotic hand that can crawl and grab objects. The design enables tasks such as retrieving objects beyond normal reach and performing multi-object handling. https://t.co/YBjGWRBUmI pic.twitter.com/b45MkeRu2V
— Nature Portfolio (@NaturePortfolio) January 23, 2026
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!
Till next! #326 my twin
2025-12-31 20:52:42
And another one, and, and another one
I got like a hundred of 'em
'Bout to lap so they think they ahead of me, but I'm really in front of them
Now some of them fumblin' they bags
Fuckin' up the little crumbs that they had
All My Life
Song by Lil Durk ‧ 2023
Durkio told me he been on some positive shit, yeah, yeah
Lately, I just wanna show up and body some shit, yeah, yeah
Always been a lil' mathematician, lately it's cash I'm gettin'
Got me losin' count of these bags, I've been movin' too fast
Hard times don't last, 'member when cops harrassed
Talkin' out my ass, boy, you ain't shit but a bitch with a badge
All my life (all my life)
They been tryin' to keep me down (they been tryin' to keep me down)
All this time (all this time)
Never thought I would make it out (never thought I'd make it out)
They couldn't break me, they couldn't break me (no, no)
They couldn't take me, they couldn't take me (no)
All my life (all my life)
They been tryin' to keep me down (they been tryin' to keep me down)
I decided I had to finish, but the media called me a menace
I done sat with the mayor and politicians, I'm tryna change the image
You can't blame my past no more, I come from the trenches
Some said I'd never be a superstar, but I know I'm different (no, no, no)
I'm The Voice, but the system ain't give me a choice
Know some people that's still on deploy
I know a felon who tryna get FOID
Child support your only support
For a visit, I'm goin' through courts
Went to jail, they was chainin' me up
And you know that I'm famous as fuck
See how you gon' joke about stimulus?
But they really had came in the clutch
I know some kids wanna hurt they self
Stop tryna take drugs, I refer to myself
Tryna better myself, tryna better my health but
All my life (all my life)
They been tryin' to keep me down (they been tryin' to keep me down)
All this time (all this time)
Never thought I would make it out (never thought I'd make it out)
They couldn't break me, they couldn't break me (no, no)
They couldn't take me, they couldn't take me (no)
All my life (all my life)
They been tryin' to keep me down (they been tryin' to keep me down) (yeah)
First-generation ghetto nigga
Cole world, hello niggas
Made it out the city with my head on straight
Niggas keep shootin' up the lead out
Young Jordan Peele, gotta get out
'Cause the shit that I spit out
Is a cheat code like I'm facin' a RICO, how a nigga put a hit out
And another one, and, and another one
I got like a hundred of 'em
'Bout to lap niggas so they think they ahead of me, but I'm really in front of them
Now some of them fumblin' they bags
Fuckin' up the little crumbs that they had
A reminder to humble yourself, this shit could be gone in an instant
Me, I'm runnin' long distance
All pistons firin'
I be stuck between maybe retirin'
And feelin' like I'm just not hittin' my prime
These days seein' rappers be dyin'
Way before they even gettin' they shine
I never even heard of lil' buddy
'Til somebody murdered lil' buddy
Now I'm on the phone, searchin' lil' buddy name
Got to playin' his tunes, all day in my room
Thinkin', "Damn, this shit wicked, to get they names buzzin'
Some niggas just gotta go lay in a tomb"
And media thirsty for clicks, I got a new rule
If you ain't never posted a rapper when he was alive
You can't post about him after he get hit
It's simple, it's the principle
On any tempo, I'm invincible
Don't even rap, I just vent to you
I rather that than an interview
Most days
Fuck 'em all like I'm goin' through a ho phase
Young nigga shoot out the whip like road rage
I pray all of my dawgs stay so paid
And the only thing that kill 'em is old age
All my life (all my life)
They been tryin' to keep me down (they been tryin' to keep me down)
All this time (all this time)
Never thought I would make it out (never thought I'd make it out)
They couldn't break me, they couldn't break me (no, no)
They couldn't take me, they couldn't take me (no)
All my life (all my life)
They been tryin' to keep me down (they been tryin' to keep me down)
Sir Demis Hassabis (born 27 July 1976) is a British artificial intelligence (AI) researcher and entrepreneur.
通常思考一个话题时候会分叉分支思考其他有联系的话题：
让思维不被时空囚禁。
工业时代靠爱迪生的99%汗水：反复试错、熬夜实验，谁能坚持谁就赢。
科学时代靠爱因斯坦的95%思考：花大把时间定义问题，一击致命的洞察就能改写历史。
现在AI时代，汗水几乎被AI包圆了——它能瞬间跑完人类几辈子都跑不完的试验。真正的稀缺，只剩人类独有的100%思考：问出最深刻的问题，定下最本质的方向，带着价值观和勇气把AI的输出变成现实。
未来不属于最勤奋的人，或许也不一定属于最聪明的人，可能属于那些想得最深、敢下最狠注的人。
“Science is a differential equation. Religion is a boundary condition.”
纳瓦尔：马尔科姆·格拉德威尔推广了一万小时成为领域专家的想法，我会说实际上是一万次迭代才能精通。迭代不是重复，重复是一遍又一遍做着相同的事情，而迭代是用学习来修正它，然后做出另一个版本，那是纠错。如果你在任何事情上得到一万次错误纠正，你将成为专家。
Your time is limited, so don't waste it living someone else's life -Steve Jobs
又看Joe Rogan Experience #1554-Kanye West
Ambition without action becomes anxiety.
Thanks for being an insider till the end!
Till next , stay safe and stay hydrated!
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!