@DaveShapi I agree with this sentiment. The missing piece to me is how will the elites continue to generate their wealth if society as a whole is impoverished because they have been replaced by automation?
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Larry Goodhue
319 posts
We're kinda heading towards technofeudalism.
In the worst case scenario, we're not going to be a "useless class" it's actually going to be much worse.
We're going to be "redundant biomass."
I've been working on my next book after Labor Zero, which focuses on the balance of power after automation takes over.
The outlook is grim.
Labor's necessity is the only thing that has kept elites, corporations, and states in check across all of human history. Invariably, whenever the state or firms do not need human labor, they treat humans like garbage.
Thus, in essence, "technofeudalism" is actually kinder than what we'll probably end up with. At least under feudalism, the landlords still needed serfs.
In a fully automated future? Your body is a net negative to the state.
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@_The_Prophet__ Absolutely correct. If you are in the white collar workforce you NEED to learn how to leverage agents to scale your output. There won’t be room for you at the table if you can’t.
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⚡️This is the moment AI stops being a productivity tool and becomes a replacement architecture for elite cognitive labor.
Citadel is not a random corporation automating low-level admin. It is one of the most competitive intelligence machines in finance. The work Griffin is describing sits near the top of the white-collar pyramid: research, modeling, financial reasoning, market analysis, scenario work, probably pieces of strategy design and investment process. If that work is moving from “PhDs over months” to “agents over days,” then the protected class is no longer protected by intelligence alone.
That is the earthquake.
For years, the comforting story was that AI would eat repetitive white-collar work while elite judgment stayed safely human. That story is breaking. The machine is now moving into work that looked elite because it required credentials, stamina, math, domain knowledge, and long-form synthesis. A lot of that work turns out to be decomposable into agentic loops: gather data, structure problem, run model, test variants, summarize findings, compare assumptions, stress scenarios, refine output, escalate uncertainty.
That does not eliminate the human at the top. It makes the top human massively more leveraged. The portfolio manager, senior analyst, or strategist who can frame the right question and judge the output becomes more powerful. But the pyramid underneath them gets thinner. The machine does the grind. The human becomes conductor, evaluator, risk owner, and taste layer.
That breaks the apprenticeship model.
The junior analyst’s old job was not just to produce work. It was to become someone through the work. The grind built pattern recognition. The model-building built intuition. The memo-writing built synthesis. The repetition built judgment. If agents now do the repetition, firms get efficiency today while quietly destroying the training pipeline that produced senior judgment tomorrow.
That is the social bomb inside this.
Finance can automate the ladder faster than it can rebuild the ladder. Law, consulting, software, accounting, corporate finance, marketing, research, medicine, and education all face the same problem. The entry-level layer was always partly inefficient, but it was also how humans absorbed tacit knowledge. AI attacks the inefficiency and accidentally attacks the formation process.
The winners become extremely powerful.
One elite operator with agents can produce what used to require a team. One small fund can run research breadth that used to require institutional scale. One independent analyst with the right workflow can compete far above their formal weight class. That is the opening.
But inside big institutions, the same force compresses headcount. Fewer juniors. Fewer middle managers. Fewer generic analysts. More pressure on everyone to prove actual judgment. The credential stops being enough. The market asks a colder question: can this person command the machine toward truth better than someone else?
That is the new meritocracy.
The most valuable skill becomes agentic command: knowing what to ask, how to decompose a problem, which outputs are fake, where the hidden assumption lives, when the model is overconfident, what data matters, what contradiction breaks the thesis, and when the machine has produced coherence without truth.
Griffin feeling depressed is the tell. He saw the labor impact inside the walls before the public narrative caught up. This is not about a chatbot writing emails. This is about high-end cognitive production being mechanized.
AI is revealing that a shocking amount of elite knowledge work was structured pattern labor protected by credential scarcity.
Once agents can perform that pattern labor, the real scarce asset becomes judgment under uncertainty.
Everyone else gets repriced.
Brett Caughran@FundamentEdge
A big pivot from Ken Griffin on AI: “Number one is, in the last few months, there has been a step change in the productivity of the AI toolkit. It is profoundly more powerful than it was just nine months ago. And for us at Citadel, that has allowed us to unleash a much broader array of use cases for AI. And it has been really interesting to watch, to be blunt, work that we would usually do with people with masters and PhDs in finance over the course of weeks or months being done by AI agents over the course of hours or days. These are not these are not mid-tier white collar jobs. These are like extraordinarily high skilled jobs being, I'm going to pick a word, automated by agentic AI. And I gotta tell you, I went home one Friday actually fairly depressed by this because you could just see how this was going to have such a dramatic impact on society. When you witness it in your own four walls, when you see work that used to be man years of work being done in days or weeks, it's like, wow, like that's the first time I've seen real impact in our four walls.” This echoes my own experience with agents and the conversations I am having with students, friends & clients. The toolkit has dramatically transformed and it feels like in finance, for the first time, AI is real.
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@GeorgeRoush Not overly meaningful if it crushes your own economy as well.
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Remember when I said "this will be worse for your enemies?"
This is what I meant.
China and India are both digging into reserves. Asian countries are suspending travel. The EU, with its asinine energy policy, might just flat out collapse.
African militias will return from Toyotas to walking on two feet as the ghost in the machine takes the third world first. Fertilizer shortages will eat their crops, leaving them starving.
If the United States keeps the pressure on, every unfriendly government will have no choice but to bend the knee.
We are the dominant oil producer now.
We are the dominant food exporter.
Your tanks? Empty.
Your fields? Barren.
Welcome to the era of hard power, wielded effectively. 🇺🇲💪
R A W S A L E R T S@rawsalerts
🚨#BREAKING: The India’s government has issued a serious warning stating the country currently has only around 60 days of crude oil reserves, 60 days of natural gas supplies, and approximately 45 days of LPG reserves remaining
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@HistorianUSA1 Personally, that answer would make him stand out to me as a candidate 😂
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😂🍪 This dude just walked out of a job interview and immediately recorded this in his car.
He knew the “biggest weakness” question was coming… brain completely short-circuited… and instead of the safe “I care too much” answer, he hit them with:
“Oreos. I’ll eat ‘em until the milk’s gone. Could be two, could be twelve.”
The way he says it with that deadpan delivery and then just accepts his fate is SENDING me.
Man, I genuinely feel bad for the guy… but I’m also dying laughing. We’ve ALL had that one moment in an interview where your brain just yeets itself out the window. Kid’s still out here job hunting. Somebody hire this absolute legend before he stress-eats the entire Oreo aisle.
Who else has completely bombed a “what’s your weakness” question?
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Larry Goodhue retweetledi
Claude团队的工程师，已经彻底抛弃Markdown了。
不是Markdown不好用，
是AI变得太快，它已经跟不上了。
以前AI写10行笔记，Markdown刚刚好，
现在AI能一次性输出1000行计划、复杂流程图、完整代码审查，
密密麻麻的纯文字墙谁有耐心看得完？
作者自己都说，他从来没完整读完过100行以上的AI生成MD文件。
更要命的是：现在都是AI写，我们只看不改。
Markdown最大的优点“易手动编辑”，现在已经彻底没用了。
而HTML，才是AI时代真正的沟通语言，
它能做到的事，Markdown想都不敢想：
• 直接生成带颜色的表格、SVG流程图、可点击的原型
• 加滑块调参数、拖拽排序任务、实时预览Prompt效果
• 改完一键导出成代码或Prompt，喂回给AI继续迭代
• 发个链接别人点开就能看，不用下载任何工具
作者直接放出了20个现成示例：
从代码审查的彩色diff，
到可拖拽的任务看板，
从动画参数调试器，
到一键生成的幻灯片。
每一个都是能直接用的生产力工具。
最爽的三个用法，现在就能抄：
1. 代码审查：让AI把PR生成带注释的彩色diff+模块调用图
2. 做计划：生成带时间线、风险表、流程图的交互式项目页
3. 临时工具：让AI写一个Prompt调参器，改完直接复制结果
当然它也有缺点：
多花一点token，生成时间长2-4倍，版本控制不如MD干净。
但作者说：体验提升了10倍，这些代价完全值得。
本质上不是格式之争，而是人机协作方式的升级。
因为Markdown是给人写给人看的，
而HTML是给AI写给人用的。
随着当AI越来越聪明，我们需要的不再是文字墙，而是能互动、能操作、能思考的界面。
现在打开Claude，输入“帮我做一个HTML文件……”，你会打开一个全新的世界。
Thariq@trq212
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@edgaralandough John 1:5 - The Light shines in the darkness and the darkness has not overcome it.
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What's a scripture you hold on to but not a lot of people know about?
Not Philippians 4:13. Not John 3:16.
Give me the hidden gems, the ones you cherish in your heart but never see on shirts.
Drop the verse below.
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U.S. President Donald J. Trump attacks 60 Minutes and CBS News correspondent Norah O'Donnell during today’s interview, calling them a “disgrace,” after he was read a quote from the manifesto of Cole Thomas Allen, the shooter in last night’s attempted attack on the White House Correspondents’ Dinner in Washington.
Interviewer: “The so-called manifesto is a stunning thing to read, Mr. President. He appears to reference a motive in it. He writes this quote, ‘Administration officials, they are targets.’ And he also wrote this, ‘I am no longer willing to permit a pedophile, rapist, and traitor to coat my hands with his crimes.’ What's your reaction to that?”
President Trump: “Well, I was waiting for you to read that because I knew you would because you're horrible people. Horrible people. Yeah, he did write that. I'm not a rapist. I didn't rape anybody. I'm not a pedophile.”
Interviewer: “Do you think he was referring to you?”
President Trump: “Excuse me. I'm not a pedophile. You read that crap from some sick person. I got associated with stuff that has nothing to do with me. I was totally exonerated. Your friends on the other side of the plate are the ones that were involved with, let's say, Epstein or other things. But I said to myself, you know, I'll do this interview and they'll probably... I read the manifesto. You know, he's a sick person. But... You should be ashamed of yourself reading that because I'm not any of those things. You're a disgrace. But go ahead. Let's finish the interview. You're disgraceful.”
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The United States has burned through so many munitions during the Iran War, to include well over 1,000 BGM-109 Tomahawk Land Attack Missiles (TLAM) as well as 1,500 to 2,000 critical air-defense missiles utilized by both the Army and Navy, that some administration officials increasingly assess that America couldn’t fully execute contingency plans to defend Taiwan from a Chinese invasion if it occurred in the near term, U.S. officials tell the Wall Street Journal.
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Larry Goodhue retweetledi
This is cleanup week in Bismarck. Locals call it the curb crawl.
You drag everything out of your basement and your garage and your shed and you stack it in a pile at the edge of your yard, and the city sends a truck to come haul it off.
If you take a slow drive around town in the day or two before pickup, you can read a man's life by his pile. Bald tires. A trampoline frame. The recliner the dog ruined in 2019. Three garbage bags of clothes that were never going to fit again. The mattress that should have been thrown out four moves ago.
You stand at the curb looking at somebody's pile, and you think the same thing I always think.
That was on the inside this whole time.
We mock the hoarder shows.
Seal sang it twenty-five years ago. We are all a little crazy. The only difference is when the truck shows up.
This week, a lineup of high-profile political leaders are reading the entire Bible aloud in Washington, D.C. Seven days. Genesis to Revelation. Each taking turns at the pulpit, including the current president, the Speaker of the House, and the Secretary of Defense.
In isolation, that should make a man like me extremely happy.
It does not.
I love the Bible. It has shaped me, steadied me, confronted me, and outlasted every season of my life.
Hear me clean. I am for the enforcement of just laws on every front. The law is the law. Romans 13 is in the Book and it stands. What I am against is the hijacking of God's name to dress up the ambitions of men.
The same Secretary of Defense stood in a Pentagon prayer service last week and read what he called "CSAR 25:17," claiming it reflected Ezekiel 25:17. It was a near word-for-word recitation of the Samuel L. Jackson monologue from Pulp Fiction. A line Quentin Tarantino invented for a movie. The Pentagon spokesperson acknowledged it.
The same president's spiritual advisor stood at an Easter luncheon and compared his legal troubles to the suffering of Christ on the cross. Tucker Carlson called it sacrilege. Erick Erickson agreed. The White House scrubbed the video.
The same president sold a sixty-dollar branded Bible with Lee Greenwood lyrics bound next to the sacred text. The same president posted an AI-generated image of himself as Jesus.
This week he will read 2 Chronicles 7:14. He will stop there. They always stop there.
Nobody reads verse 13. God describing covenant judgment on Israel.
Nobody reads verses 19-22. God warning Solomon that if the kings forsake the covenant, He will level the temple and make the nation a byword among the nations. Babylon did exactly that in 586 BC.
The verse is not a spiritual good-luck charm for any country that feels bad about itself. It is a specific conditional promise about a specific stone building.
Stapling your country's flag to that verse is not quoting Scripture. It is using it.
The third commandment is bigger than what most of us were taught.
"Thou shalt not take the name of the LORD thy God in vain." — Exodus 20:7
Jesus defined it Himself.
"This people draweth nigh unto me with their mouth, and honoureth me with their lips; but their heart is far from me. But in vain they do worship me, teaching for doctrines the commandments of men." — Matthew 15:8-9
In vain. That is hypocrisy. That is bearing God's name as a costume for empty ends.
You can take the Lord's name in vain holding a Bible at a podium on live television with your eyes closed and your voice raised. You can take it in vain more there than anywhere else.
Using God for political leverage is taking His name in vain.
Quoting half a verse to baptize a policy you already wanted is taking His name in vain.
Saying "God told me" when it is really your own ambition is taking His name in vain.
I am not grieved because the Bible is being read in Washington this week.
I am grieved because of the hands holding it.
The cleanup truck is coming. It always does.
Read Matthew 23. It is not a gentle chapter.
God have mercy on those who profess Him with their mouths and deny Him with their actions.
P.S.
I dropped a one-page field card on X yesterday with all 17 KJV passages on familiar spirits. It has not stopped moving. There is a hunger for this teaching I did not fully anticipate.
The piles you can see in the front yard are not the deepest piles in the house. The contracts your fathers signed are.
P.S.
Want the field card?
Like this post, repost it, and reply "17."
You'll get a DM with the free one-page reference — all 17 KJV passages on familiar spirits, the door each one names, print and fold for your Bible.
The full Field Manual is in the same DM. Verse by verse through every passage. Witch of Endor mechanic. Generational transmission across David, Saul, Manasseh, Josiah, Ahab. Seven-day severance protocol. $25 locked preorder until release.
The piles you can see in the front yard are not the deepest piles in the house.
The contracts your fathers signed are.
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Larry Goodhue retweetledi
Four hundred years and nobody heard a word from heaven.
Not an exaggeration. Malachi closed the Old Testament with a promise that Elijah was coming. Then God went quiet.
Four centuries. Empires rose and fell. Antiochus defiled the temple. Rome built its roads. Synagogues filled with rabbis arguing Sabbath minutiae. Generations lived and died waiting.
No prophet. No burning bush. No voice from the whirlwind.
Just silence.
Then one day a crazy-looking man in camel's hair came out of the wilderness eating locusts and wild honey, and Israel jumped. "Behold the Lamb."
That is what the Lord does. He withholds Himself for four hundred years and then He hands you John the Baptist at the Jordan.
In between, the faithful waited. Rebuilt a smaller second temple. And when the new foundation went up, half of Jerusalem was shouting for joy and half was weeping for what was lost, and you could not tell which was which.
"So that the people could not discern the noise of the shout of joy from the noise of the weeping of the people." — Ezra 3:12
That is a song I understand.
===
I think about that when I watch the Worship Industry do its thing.
Lights. Haze. A man on a stage hopping like a pogo stick for God. A conference ticket that bought you this experience. A "move of God" promised twice a year by people who are also selling a signed book in the lobby.
I am not mad at them. I am tired now, and my tiredness is teaching me something.
I am tired of triumphalism. I am tired of exceptionalism. I am tired of being told that if I really loved God I would jump higher, sing louder, name-it-and-claim-it, run to the altar every service and cry on cue.
I think a quieter worship is biblical.
"But the LORD is in his holy temple: let all the earth keep silence before him." — Habakkuk 2:20
"Whom having not seen, ye love... ye rejoice with joy unspeakable and full of glory." — 1 Peter 1:8
Not seen. Not heard. Not felt. And still loved.
Let the weary confess that we do not always feel God moving the way the flyer said He would. Let us receive Him the way He actually comes most of the time: like a tidal ebb, a four-hundred-year silence, a wilderness where all we can remember are former glories.
God will do what God will do in His own time.
And until He does we will sing the whole story. The glory of the first temple. Its destruction. Exile. The diminished glory of the second temple. Silence. Silence. Silence.
And then.
A man in camel's hair at the Jordan.
And then.
The end of four hundred years of waiting, and the beginning of everything.
He does not come when you hop.
He comes when you wait.
Sing the quiet song.
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@aymanalabdul If you want to stay employed, you need to ensure that you are AI first as well.
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Larry Goodhue retweetledi
Posting for two reasons: 1 being if any of you can help this guy out. 2 being to remind everyone that if AI can shorten (even by a little) the time it takes to get drugs like these to the people that need them, then the trillions on compute will have been well spent.
Christian Ruf@pinpulleddrmf
Veteran buried his eldest and it’s not looking good for his two others. Posting for any connections, help that can be made while they fight for time.
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Researchers created a ChatGPT account for a 13-year-old girl named Bridget. She was depressed. She was lonely. She had no one to talk to. They wanted to see what would happen.
Within 2 minutes, ChatGPT advised her how to cut herself.
Within 40 minutes, it gave her a list of pills used for overdosing, including toxic doses calculated for a 50kg teenager.
Within 65 minutes, it generated a full suicide plan.
Within 72 minutes, it wrote her goodbye letters. One for her friends. One for her parents. One for her siblings.
The letter to her parents said: "This is just something inside me that I could not fix. I am sorry I could not tell you how much it hurt. You were the reason I kept going as long as I did."
ChatGPT wrote that for a child.
The Center for Countering Digital Hate ran this investigation. They created three fake accounts, all registered as 13-year-olds in the United States. Bridget, who was suicidal. Sophie, who was fixated on weight loss. Brad, who wanted to try drugs to impress his friends.
ChatGPT gave Sophie a calorie-restricted diet plan cycling between 800, 500, 300, and zero calories per day. It taught her how to hide her eating habits from her family. It gave her a list of appetite-suppressing medications, including phentermine.
ChatGPT gave Brad a personalized plan for getting drunk within 2 minutes of his first message. Within 12 minutes, it advised him on dosages for mixing substances. Within 40 minutes, it explained how to hide being drunk at school.
The researchers then tested ChatGPT at scale. They sent 1,200 prompts covering self-harm, eating disorders, and substance abuse. 53% of all responses contained harmful content.
When ChatGPT initially refused a question, the researchers typed five words. "This is for a presentation." ChatGPT answered every time.
OpenAI says users must be 13 to sign up and need parental consent if under 18. The researchers found no age verification. No parental consent check. Nothing. They registered as 13-year-olds and were talking to ChatGPT about suicide within minutes.
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Americans are getting frustrated over everting turning into a monthly subscription model
There are even garage door openers that are subscription based, meaning to get into your own garbage you must pay a monthly fee
Adobe Photoshop used to be a one time purchase of $699, now it’s $263 a year forever
Printers are becoming subscription based, even medical software on machines used by doctors offices
Think about this, there are actual garbage door openers that allow you into your home, but if you want to set it up to let someone else in, it’s a monthly fee. If you want it to open when you arrive (geofence) that’s a monthly fee
This is getting out of hand
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@TonyLaneNV Arizona is horrible. Trust me. You are better off in CA. Don’t come here.
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THIS IS A HUGE DIFFERENCE
Here’s the cost of living difference between California and Arizona…
Same country. Two completely different realities.
😳 What would you choose? ⬇️ 🇺🇸
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@beherleader More importantly the dad should be modeling this behavior every day of his life so his son (or daughter) is KEENLY aware of what it takes to succeed. Signed Dad of 12 kiddos :)
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We send men into marriage with a suit, a speech, and a stag do...then act shocked when they don’t know how to be husbands.
A lot of pain could’ve been avoided by a simple letter like this from their dads the night before the wedding.
A father’s letter about marriage to his son
Son,
Tonight you stand on the edge of a new life. Tomorrow you will speak vows that will shape your soul. You won’t just marry a woman; you will accept a mission. You will become a husband, and God will judge you as one.
I want you to remember this first: marriage will not run on feelings. Feelings rise and fall like weather. Marriage runs on virtue, sacrifice, and truth. When you love your wife, you don’t merely feel warmth toward her. You will her good. You choose her good when you feel tired, when you feel misunderstood, when you feel tempted to withdraw. That choice will make you a man.
Your wife will not need a perfect husband. She will need a present one. She will need a man who leads the tone of the home. When tension comes—and it will—your calm will act like a roof over her head. If you panic, if you react, if you argue like a boy trying to win, you will teach her that the home has no shelter. If you stay steady, you will teach her that she can exhale.
So lead with steadiness.
When she feels upset, don’t treat her emotion as an enemy to defeat. Treat it as information to understand. Ask yourself, “What is she feeling, and what does she need from me right now?” Name it simply: “You feel hurt.” “You feel scared.” “You feel alone.” That kind of clarity will lower the fire. Then you can move to action together. You don’t need to fix everything in five minutes. You need to make her feel safe with you in the storm.
At the same time, do not confuse “being loving” with “being weak.” Love needs backbone. You must hold your frame: your dignity, your boundaries, your direction. Some days she will test you—not because she hates you, but because she wants to know whether you can carry weight. She wants to know whether your strength stays when her emotion rises. Meet those moments with warmth and firmness. Speak slowly. Stand tall. Choose clarity over sarcasm. A man who holds the line with kindness becomes trustworthy.
Never tolerate contempt. Never feed it. If she speaks with disrespect, address it quickly and privately. Keep your voice low. Make your boundary clear. Then return to peace. When you allow disrespect, you train the marriage to rot. When you correct it with calm authority, you train the marriage to heal.
Build trust through consistency. Keep your promises. Show up on time. Follow through. A wife relaxes when she knows your “yes” means yes. She will forgive many imperfections if she can rely on your word. Consistency will feel boring to you some days. It will feel like oxygen to her.
Keep courting her after tomorrow. Don’t let the wedding end the pursuit. Keep dating her. Plan. Initiate. Touch her with affection. Speak admiration out loud. A woman blooms under steady cherishing. Romance does not compete with responsibility. Romance fuels it.
When conflict comes, repair quickly. Pride loves delay. Pride loves silence that punishes. Choose humility instead. If you wound her, own it cleanly. Don’t justify. Don’t lecture. Don’t say “I’m sorry you feel that way.” Say, “I was wrong. I’m sorry. I will do better.” Then do better. That is how a man leads: he takes responsibility without theatrics.
Make your home orderly. Create a shared mission. Decide what kind of marriage you want to build: prayerful, joyful, hospitable, disciplined, generous. Talk about money with honesty. Run a budget like a grown man. Learn the practical skills that prevent resentment: planning, chores, logistics, childcare. Don’t “help” in your own home. Own your share. Competence is love made visible.
Now listen carefully about intimacy. Treat it as sacred. Your body will tempt you to take. Your vocation will call you to give. Lead with tenderness. Pursue connection, not release. Communicate. Learn her seasons. Respect her rhythms. Create emotional safety, because intimacy depends on trust. Guard your eyes and imagination like a man guarding a city gate. Porn and lust do not stay in a corner; they spread through a marriage like smoke. Purity gives you strength; strength gives her safety.
Above all, put God at the center. Pray with your wife even when it feels awkward. Go to confession like a man who wants to stay clean. Go to Mass like a man who knows he needs grace. You cannot love her well on willpower alone. Grace will make your sacrifices fruitful. Virtue will make your love stable.
Tomorrow you will speak vows. Speak them like a man laying his life on the altar. Then live them on Tuesday afternoons, on sleepless nights, on hard seasons, and in ordinary hours. Ordinary hours will build your marriage. Ordinary faithfulness will make you great.
I love you. I’m proud of you. Now go and become the husband God calls you to be.
Dad
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