RaduC

[RaduC @rcoz87]

need a iob? https://t.co/FC7ORiJkSR

[Dustin @r0ck3t23]

Elon Musk thinks the entire education system is built on a broken assumption.

That every student should learn the same thing. At the same speed. In the same order. At the same time.

Musk: “Everyone goes through from like 5th grade to 6th grade to 7th grade like it’s an assembly line. But people are not objects on an assembly line.”

The model was designed for a factory economy. Standardized inputs. Predictable outputs.

That economy is gone. The assembly line is gone.

But the education system still runs on its logic.

A student who masters algebra in two weeks sits through eight more weeks because the calendar says so. A student who struggles gets dragged forward because the schedule doesn’t wait.

Neither is being served. Both are being processed.

Musk: “Allow people to progress at the fastest pace that they can or are interested in, in each subject.”

AI doesn’t teach a classroom. It teaches a student.

One at a time. Every time.

It skips what a student already knows. It finds where they’re stuck and approaches it from a different angle.

It adjusts in real time. Not at the end of a semester when the damage is already done.

A student obsessed with basketball learns fractions through shooting percentages. A student who builds in Minecraft learns geometry through architecture.

The subject doesn’t change. The entry point does.

No teacher with thirty students can do this. Not because they lack skill.

Because the math doesn’t work.

AI doesn’t have that constraint.

Musk: “You do not need to tell your kid to play video games. They will play video games on autopilot all day. So if you can make it interactive and engaging, then you can make education far more compelling.”

The brain isn’t broken. The format is.

Kids learn complex systems and strategic thinking for hours voluntarily. Then walk into a classroom and can’t focus for twenty minutes.

That’s not a discipline problem. That’s a design problem.

Musk: “A university education is often unnecessary. You probably learn the vast majority of what you’re going to learn there in the first two years. And most of it is from your classmates.”

Four years. Six figures of debt.

And the real value comes from the people sitting next to you. Not the institution charging you.

The degree doesn’t certify knowledge. It certifies endurance.

Musk: “If the goal is to start a company, I would say no point in finishing college.”

The system was built to train employees. If you’re not trying to be one, it has nothing left to offer you.

Every lecture. Every textbook. Every curriculum. Now available instantly. Personalized to any learner. Adapted to any pace.

The question isn’t whether the old model survives.

It’s how long we keep forcing students through it while the replacement already exists.

[Bo Wang @BoWang87]

Professor Judea Pearl — the pioneer who invented causal reasoning in AI — says scaling won't save us.

"Mathematical limitations that are not crossable by scaling up."

The brutal truth: LLMs aren’t learning how the world works. They are learning how we describe the world.

This resonates with most biologists: Drug discovery is hitting the same wall. We have mountains of genomic data, but most AI models just find patterns in published papers — not in the raw biology itself. They're learning what scientists think causes disease, not what actually does.

Pearl's causal revolution? That's how we move from "this gene correlates with cancer" to "this gene causes cancer" — and finally design drugs that work.

Until then, we're building very expensive parrots.

[Dustin @r0ck3t23]

Elon Musk isn’t automating jobs. He’s deleting companies.

Project Macrohard. Painted on a roof in letters visible from space. Musk calls it the most important thing xAI will build.

Musk: “We aren’t just automating tasks. We are automating the corporation.”

The insight is surgical: if what you produce is digital, you don’t need to exist.

Musk: “It should be possible to completely emulate any company where the output is digital.”

The world’s most powerful corporations produce nothing physical. Google doesn’t make objects. Meta doesn’t manufacture. Microsoft ships bits, not atoms.

If your product is information, your company is just organized thinking. And thinking can be replicated perfectly at zero cost.

Musk: “Their output is digital. So they don’t actually make hardware.”

That’s the vulnerability. Every company that doesn’t touch physical reality is just expensive middleware between a problem and a solution.

Project Macrohard removes the middleware.

No employees. No politics. No overhead. Just function. Pure output at near-zero marginal cost, 24/7, forever.

This isn’t about making companies more efficient. It’s about making them unnecessary.

The Fortune 500 spent a century optimizing competition against other humans. They have zero defense against entities that don’t sleep, strike, or resign.

The largest corporations on Earth are just legacy architecture waiting to be compressed into executable code that does it better, faster, and free.

[RaduC @rcoz87]

cash is king, or is it? https://t.co/2WB6RlFpV6

[RaduC @rcoz87]

Why digital ID? To stop illegal immigration, lol. That's how you get paid, crypto, but not any crypto. Expiring crypto, dedicated crypto as in this crypto is only good for rent or food or ... (part of the framework is already here, gift cards, EDT). https://t.co/3RkpIlYgzF

[Basil the Great @BasilTheGreat]

🚨KEIR STARMER COLLAPSES UNDER QUESTIONING ON DIGITAL I.D

"Bosses who want to hire illegal workers aren't going to check for their Digital I.D"

"Well we have to be really clear they must check"

"But they're not going to are they"

He's a clown 🤡

[RaduC @rcoz87]

now, let's see the other one https://t.co/5eZYGjaDMn

[Adam Livingston @AdamBLiv]

🧵The Alchemy of War: How Central Banks Turned Human Blood Into Balance Sheets

Your grandfather didn't die for freedom.

He died for a banking system👇

[RaduC @rcoz87]

hmmm.... https://t.co/FNVL6obAsO

[RaduC @rcoz87]

when Amazon was just a baby
https://t.co/DebeaUi4qq

[Eric Daugherty @EricLDaugh]

🔥 Wow. A simply stunning week for MAGA. If you're a Trump supporter, you are LOVING it right now.

A ceasefire between Iran and Israel, after the nuclear facilities are destroyed.

Supreme Court ends the judicial coup by limiting nationwide injunctions.

Trump secures 5% of GDP defense spending from *every* NATO country - amounting to billions.

Rwanda and the Congo have just signed a peace deal - another war ended.

Trump received permission from SCOTUS to send illegals to third party countries.

The S&P 500 and NASDAQ hit RECORD highs.

Trump emerges victorious after a Senate attempt to rein in his Iran strikes through a War Powers resolution.

The China trade deal has been signed.

Several food giants joined the growing list removing artificial dyes from their food products.

Economic experts admit total defeat over Trump's tariffs.

Social Security handouts saw the largest monthly decline EVER after attempts to end waste, fraud and abuse.

"Big Balls" made a return to the Trump admin.

General Electric Appliances is moving manufacturing from China to Kentucky, USA.

The Pentagon begun reinstating servicemembers wrongfully discharged for refusing the COVID vaccine.

The DEI President of University of Virginia resigned after pressure from the Trump admin.

It's a good day to be MAGA.

[RaduC @rcoz87]

The 80 year cycle https://t.co/XgiFg22Zy2

[RaduC @rcoz87]

How Big is Bitcoin Compared to the World’s Largest Companies?

[HOW THINGS WORK @HowThingsWork_]

Still think this is one of the coolest medical projectors. 😮

[Tesla Optimus @Tesla_Optimus]

Was just getting warmed up

[RaduC @rcoz87]

https://t.co/e5wz6BgQuY

[Linus ✦ Ekenstam @LinusEkenstam]

Claude can now control and talk directly to blender, create 3D scenes at lightning speeds

who will build an MPC for Unreal or Unity?

[The Vigilant Fox 🦊 @VigilantFox]

BREAKING: Donald Trump just signed a wave of game-changing executive orders.

This includes:

1. Rescinding 78 Biden-era executive actions, orders, and memoranda.

2. Implementing a regulatory freeze to halt new regulations until full control of the government is achieved.

3. Freezing federal hiring, with exceptions for the military and other specified categories.

4. Requiring all federal workers to return to full-time in-person work immediately.

5. Directing every federal department and agency to address the ongoing cost of living crisis.

6. Withdrawing from the Paris Climate Agreement, saving over a trillion dollars.

7. Sending a letter to the United Nations to formally announce the U.S. withdrawal from the Paris Climate Agreement.

8. Restoring freedom of speech and preventing government censorship of free speech.

9. Ending the weaponization of government against political adversaries of the previous administration.

[BRICS News @BRICSinfo]

JUST IN: 🇺🇸 Elon Musk's SpaceX booster rocket achieves its second successful return to the launch tower.