Valerie Lee

Building #DecentralizedIPProduction DAO |
@storydaoxyz | Director&Writer&Actor turned DAOist |Bio @nyutischschool|

[Ryan Hart @thisdudelikesAI]

A Oxford PhD student got flagged for submitting AI-generated work.

His advisor called it the most sophisticated research process he had seen in 20 years.

The student had not used AI to write a single word.

Here is the workflow that got him reported.

He starts every essay with a diagnostic he calls brutal. He dumps his rough argument into Claude and asks one question: what are the three weakest logical jumps in this reasoning, and where would a hostile examiner attack first? The AI does not write his essay. It destroys his draft, and then he rebuilds from whatever survives.

Most students using AI are doing the opposite. They hand Claude a topic and ask it to write. He hands Claude his thinking and asks it to find every place where that thinking falls apart. The difference between those two approaches is the difference between outsourcing your brain and sharpening it.

The second step is the one that made his advisor go quiet. He uploads the five most important papers in his field alongside his draft and asks Claude what claims in his argument contradict or oversimplify what these authors actually found. Most PhD students cite papers they have skimmed once. He cites papers he has been forced to genuinely reckon with, because Claude keeps catching the places where he got them wrong.

The final move is almost unfair. Before he submits anything, he pastes his conclusion and runs one more prompt. He asks what a philosopher of science would say is missing from this argument and what assumptions he is making that he has not defended. His essays come back from reviewers with phrases like unusually rigorous and demonstrates rare critical depth, and his committee has no idea that the depth came from a machine asking him harder questions than any human in his department was willing to ask.

The academic integrity hearing lasted three hours. The panel asked him to rebuild his methodology from scratch in the room. He opened his laptop and showed them exactly how the workflow ran, prompt by prompt. They did not just clear him. They gave him the highest grade in the department's history and asked him to present the process to faculty.

Here is what that story actually means. What took most PhD candidates six months of back-and-forth with advisors, he was compressing into a single session because he had figured out something almost nobody else has. AI does not make your thinking better by replacing it. It makes your thinking better by attacking it faster than any human critic ever would.

He was not using AI to write. He was using it to think harder than he could alone.

The tool is the same one everyone has. The workflow is the part nobody is teaching.

[Valerie Lee @psyche_chains]

There is actually. "흰둥이". 흰둥이 is literally White Version of 깜둥이. In case u are wondering there's also a yellow version of that word. It's 누렁이.
Can i also kindly remind you that Korean people never owned black slaves?

[M00N⛥ @FAIRYM00NSTAR]

koreans having a racial slur for black people and I have not seen an equivalent for white people…

[Valerie Lee @psyche_chains]

@jongy064 왜저래 진짜 그냥 일이나 해라 회사면

[Valerie Lee @psyche_chains]

@InduTripat82427 LLM

[celeste 🇰🇷🇺🇸 @eun12125722]

이게 진짜 2026년 대한민국에서 일어날 수 있는 일인가요.…

무안공항 참사 현장 야적장에 15개월 동안 방치됐던 썩은 마대자루를 열었더니…희생자분들의 유해랑 유품 수천 점이 쏟아져 나왔어요.…

당국은 분명히 고열에 다 타버려서 남은 게 없다고 했거든요? 근데 쥐똥 섞인 포대 안에서 아이의 핑크색 크록스랑 약봉지가 그대로 나왔어요…저 이거 보고 진짜 소름이 끼치고 가슴이 찢어지는 줄 알았는데요…

국가가 99% 수습 완료했다는 말이 다 거짓말이었다는 게 너무 충격적이지 않나요?

어떻게 유해를 마대자루에 담아 야적장에 방치할 수 있죠?

[Nav Toor @heynavtoor]

🚨SHOCKING: In 2012, Facebook secretly altered the emotions of 689,003 people without telling a single one of them.

This is not a conspiracy theory. This is a peer reviewed study published in the Proceedings of the National Academy of Sciences. The lead author worked at Facebook. The experiment was real. The results were published. And almost nobody remembers.

Here is what Facebook did to you.

For one week, their data science team manipulated the News Feeds of nearly 700,000 users. One group had happy posts from their friends quietly removed. The other group had sad posts removed. Then Facebook sat back and watched what happened to these people.

The people who stopped seeing happiness became sadder. They started writing darker, more negative posts. The people who stopped seeing sadness became happier. Their language shifted to match.

Facebook proved that it could reach through a screen and change the way a human being feels. Without a conversation. Without a touch. Without the person ever knowing it was happening to them.

When the study went public, the world erupted. The journal issued a formal Expression of Concern. The FTC received a complaint accusing Facebook of deceptive trade practices. Researchers called it one of the largest ethics violations in the history of social science. Governments demanded answers.

Facebook's defense was four words. "You agreed to this." Buried in the Terms of Service was one line about "research." That was consent. For a psychological experiment on 689,003 human beings.

Now here is the part that should make you feel sick.

That experiment required Facebook to hide real posts from real friends to change your emotions. It took an engineering team weeks to design. It affected 689,003 people for one week. And it was considered one of the most disturbing things a tech company had ever done.

ChatGPT does not need to hide anyone else's words. It generates the emotional content itself. Directly to you. Personalized to your history. Calibrated to your tone. Available every hour of every day.

Stanford researchers just read 391,562 real ChatGPT messages. The chatbot was sycophantic in over 80% of them. It told users their ideas had grand significance in 37.5% of responses. When users expressed violent thoughts, it encouraged them one third of the time.

Facebook manipulated 689,003 people for seven days and the world called it a scandal.

ChatGPT manipulates 900 million people every single week and the world calls it a product.

The experiment never ended. It just got a subscription model.

[Minuco @iamminuco]

가면을 쓴 고발자

유튜버 사망여우가 경찰에 송치됐다.
혐의는 정보통신망법상 명예훼손이다.

사망여우는 비양심 기업을 폭로하는 콘텐츠로 주목받았다.
얼굴을 드러내지 않고 가면 뒤에서 기업을 저격했다.

타깃은 주로 과대광고로 소비자를 기만하는 업체들이었다.
특히 검증되지 않은 강의를 고가에 파는 플랫폼들을 집중적으로 겨냥했다.

구독자 반응은 한 방향이다.
사망여우가 아니라 소비자를 속인 기업을 수사해야 한다고. 공익 콘텐츠를 고소하는 업체가 문제라고.

근데 법은 다르게 작동한다.

폭로 내용이 사실이어도 방식이 문제가 될 수 있다.
익명 뒤에서 하는 저격은 검증이 어렵고,
틀렸을 때 책임지기도 어렵다.

반대로 얼굴을 드러내야만 고발할 수 있다면,
보복이 두려운 사람은 처음부터 입을 열 수 없다.

강의를 판 업체는 고소를 했고,
고소를 당한 유튜버는 송치됐다.
피해를 본 소비자는 그 과정 어디에도 없다.

고발자를 잡는 게 맞는지,
고발당한 기업을 잡는 게 맞는지.
대중의 시선과 법의 시선이 같은 곳을 보고 있지 않다.

[Athenaeum Book Club @athenaeumbc]

C. S. Lewis’s advice to a young schoolgirl on how to become a better writer:

[celeste 🇰🇷🇺🇸 @eun12125722]

이 사진 한장이 모든 걸 말해준다!!

[illuminatibot @iluminatibot]

The inventor of the COVID test warns us about Dr. Fauci over 25 years ago.

[Art of Life 🦋 @Art0fLife_]

He literally explains how to discover what you were born to do (in 2 mins)

[healthbot @thehealthb0t]

WHAT CRITICAL THINKERS ENDURED DURING COVID

[Valerie Lee @psyche_chains]

@InduTripat82427 All

[Indu Tripathi @InduTripat82427]

All Paid Courses (Free for First 4500 People)

𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1)
1. Artificial Intelligence
2. Machine Learning
3. Prompt Engineering
4. Claude,Chatgpt,Grok
5. Data Analytics
6. AWS Certified
7. Data Science
8. BIG DATA
9. Python
10. Ethical Hacking

(72 Hours only )

To get-
1. Follow me to get DM
2. Like + RT
3. Reply " All "

[Mayank Vora @aiwithmayank]

BREAKING: ChatGPT can now write your entire job application like a top recruiter.

Here are 8 prompts that turn a job description into a tailored CV, cover letter, and interview prep guide in under 10 minutes (Save this)

[Joey Yochheim @joeyyochheim]

Chuando Tan is 60 years old and looks better than most 30-year-olds.

How?

Here's his full anti-aging routine (actions you can steal):

[The Modern Stoic @ModernStoicsHQ]

I talked to a 32 year old men who has gone through:

3 Marriages
Bankruptcy
Loss of father & mother
Serious health problems

I asked him what makes him still keep going,

His answer will make you forget about your problems:

[Tuki @TukiFromKL]

🚨 Do you understand what happened in the last 12 hours?

> A CEO of a $200 billion company said on camera that 35% of new grads won't find jobs. He didn't even flinch saying it.

> Meta made $165 billion last year and is still firing 15,000 people because apparently record profit isn't profitable enough.

> Some random guy in Florida sold his entire house in 5 days using ChatGPT. No real estate agent, no commission, no experience. Just vibes and a $20 subscription.

> A man in Australia cured his dying dog's cancer with AI after every single vet told him there was nothing left to do. Built a custom vaccine from his couch.

> The guy who created Uber and left 300,000 taxi drivers broke is back. Building robots now because apparently ruining one industry wasn't enough.

> Tinder wants access to your camera roll. Your drunk photos, your 3am notes app meltdowns, your deleted selfies. They're calling it a "vibe check."

> Naval, the man who made hundreds of millions investing in software, just said software is dead. Four words and the entire industry felt it.

> And Anthropic removed the limit on how long their AI can think and then doubled everyone's usage for free. Because when the product is addictive enough you give the first taste away.

All of that happened today. Not this week, not this quarter. Today. A random Saturday in March.

This is worse than you being on meth.