Constantine Zaitcev | dRPC.ORG Profile picture
Jul 7 11 tweets 4 min read Read on X
Terence Tao just revealed why he isn't worried about AI.

The UCLA professor tested ChatGPT's reasoning against complex problems.

It performed like a mediocre student, with ONE disturbing pattern.

His reasoning challenges everything we think about AI dominance:🧵 Image
Terence Tao is widely considered the world's greatest living mathematician.

UCLA professor. Fields Medal winner. Breakthrough Prize recipient.

When he speaks about the future of mathematics, the entire field listens.

His take on AI is surprising:
Last month, Tao tested ChatGPT's o1 reasoning model on complex analysis problems.

The AI could answer difficult questions - but only with "a lot of hints and prodding."

Like working with a struggling grad student.

But here's where it gets interesting:
"One key difference between graduate students and AI is that graduate students learn," Tao explains.

"You tell an AI its approach doesn't work, it apologizes, it will maybe temporarily correct its course..."

"But sometimes it just snaps back to the thing it tried before."
This isn't a minor flaw. It's fundamental.

When you correct a human mathematician, they internalize the lesson.

When you correct AI, it performs temporary compliance, then reverts to its original error patterns.

This creates a ceiling that AI can't break through:
Think about what this means for expertise.

A human expert builds on every correction, every failure, and every insight.

Their understanding compounds over years.

AI resets after each conversation.

No wonder Tao sees a different future than most predict:
"AI and mathematicians will more likely always be collaborators," he says.

Not because of sentiment or job protection.

But because AI excels at scale, while humans excel at learning.

Here's Tao's vision:
"You might have a project and ask, 'What if I try this approach?'"

"And instead of spending hours and hours actually trying to make it work..."

"You guide a GPT to do it for you."

The human provides direction and insight as AI handles the computational heavy lifting:
Tao believes AI will enable mathematicians to explore large-scale, previously unreachable problems.

Problems requiring massive calculation but human insight to direct.

And this extends to other jobs that people have previously thought would be replaced by AI.
A bit about me:

I spent 15 years in tech and blockchain & built a Web3 company to 7 figures without VC funding or tokens.

Now I share insights on tech entrepreneurship and building in Web3.

Follow me @constantine_rm for lessons from the trenches, not theory.
Video Credit:
Terence Tao: Hardest Problems in Mathematics, Physics & the Future of AI | Lex Fridman Podcast #472

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More from @constantine_rm

Jul 4
Steve Jobs handed Samsung the blueprint to destroy Apple.

One handshake in 2005 created a $70 billion monster.

From Apple's most trusted supplier to their deadliest rival in 4 years.

The betrayal that changed every smartphone you've ever owned:🧵 Image
In 2005, Samsung executive Chang-Gyu Hwang visited Steve Jobs with "the solution to Apple's life-or-death problem hidden in my pocket."

He pulled out NAND flash memory.

"This is exactly what I wanted," Jobs said.

But there was a catch:
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It was supposed to be a death sentence.

Instead, it became the greatest business pivot ever.

How forced independence created Singapore's unstoppable wealth: 🧵 Image
Image
August 9, 1965.

Prime Minister Lee Kuan Yew broke down in tears on live TV.

Singapore had just been kicked out of Malaysia after less than 2 years.

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Most experts predicted total collapse...
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Singapore would become something Malaysia never imagined.

The strategy reveals everything about turning crisis into a competitive advantage:
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In 2025, economists are making identical warnings.

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Here's how the U.S. accidentally created history's worst dictator: 🧵 Image
The 1920s were booming.

Strong economic growth everywhere.

But cracks were forming beneath the surface.

Income inequality was rising, debt was mounting.

And one group was getting destroyed:
American farmers were facing economic disaster.

During World War I, they had a captive market selling food to war-torn Europe.

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Fields that once brought prosperity could barely cover costs:
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May 26
Elon Musk just turned a Texas beach town into his own city.

283 locals voted, most SpaceX employees.

The vote: 212-6 to create America's newest company town.

That's not even the CRAZIEST part.

Here's the real story: 🧵 Image
Image
Boca Chica Village was once a quiet retirement community in southern Texas.

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It's a company town where SpaceX employs most residents and owns most homes...
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They manage roads, water, and power systems.

They run the school and offer medical care.

This is about building an ecosystem around space exploration:
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May 19
In 2014, Microsoft was collapsing:

Windows 8 was failing. Nokia was a disaster. Their culture was imploding.

Until ONE man turned it into a $3 TRILLION empire.

Here's how he did it: Image
Image
When Satya Nadella became Microsoft's CEO in February 2014, the company was in serious trouble.

Bing couldn't make a dent against Google's dominance.

The company faced an antitrust suit from the EU.

But he was about to change everything:
Born in Hyderabad, India, in 1967, Nadella initially dreamed of being a professional cricket player.

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This determination would define his entire career:
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May 16
Ryanair's strategy seemed crazy:

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• €10 tickets (but €50 if you forget your boarding pass)

Yet they became Europe's most profitable airline.

Here's how: 🧵 Image
Started in 1985 with a single 15-seat plane between Ireland and the UK.

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It worked beyond expectations...
O'Leary's approach was simple.

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Headlines created controversy while low fares filled planes.

But there was a hidden cost they'd soon discover:
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