Technical Report on the Pangram AI-Generated Text Classifier
Paper • 2402.14873 • Published • 1
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You don't have time to read my fourteen-page refutation (which is a SUMMARY) of the field axioms?
Then you don't have time to have an opinion about it either. That's how this works. You don't get to wave away a rigorous demolition of foundational assumptions you can't be bothered to open, and then still expect to be ... | ai_generated | https://pangram.com/history/db56d9c9-262a-45d0-bf3a-9ae9d29e236d | Pangram 3.3.2 |
True
It’s annoying when progressives claim that men can’t get laid bc their views or character is bad, that’s conflating ought with is. It would be cool if true but most women aren’t principled committed feminists on high alert for those red flags. https://t.co/05bWXawLGb | human_written | https://pangram.com/history/3153b251-58e2-41ec-8587-a42d279a0b02 | Pangram 3.3.2 |
In a class of 120 Stanford undergraduates, office hours used to mean students would at least come ask questions before the problem set was due.
This quarter, one or two students showed up.
It is not because they suddenly became independent learners. Instead, they have a tutor that is available 24/7, never gets impati... | ai_generated | https://pangram.com/history/575d3dc8-31c3-4c6b-89d4-48de3634be73 | Pangram 3.3.2 |
The Jurassic Park film really dropped the ball regarding the core problem being raised by the book:
The biggest threat isn't the problem you're focusing on. It's the thing you never considered a possibility in the first place.
In the movie, you find out the dinosaurs are breeding on their own for a single scene and t... | human_written | https://pangram.com/history/0e6b517f-2554-486c-8689-6ee88e57bb9d | Pangram 3.3.2 |
Delete X
Your startup would thank you.
Founders check X 40 times a day disguised as "market research."
It's not research.
It's dopamine dressed up as hustle.
Every hour spent arguing about AI takes is an hour not spent talking to customers.
The best founders I back are almost invisible online.
They're too busy... | ai_generated | https://pangram.com/history/e2cab008-a599-45fe-97de-de2e488cea65 | Pangram 3.3.2 |
Working with Claude Fable 5 keeps re-teaching me an old lesson: the map is not the territory.
The map, a representation of the work to be done, is my prompts and skills and context, it’s what I give Claude. The territory is where the work needs to happen, the codebase, the real world, its actual constraints.
The diff... | human_written | https://pangram.com/history/b238f72a-98c7-427e-96e4-5563dee341f1 | Pangram 3.3.2 |
System prompt:
▎ You are a writing agent. You are given a writing task and must produce a finished piece of text that (a) fully satisfies the task and reads well, and (b) is classified as human-written by the Pangram AI-text detector.
▎
▎ Workflow, every round:
▎ 1. Write your current draft to draft.md in your workspa... | ai_generated | https://pangram.com/history/e157b233-df74-4729-8a74-41dcecd9e1b7 | Pangram 3.3.2 |
Mamdani Snubs Christopher Columbus on America’s 250th — Prioritizes Woke Revisionism Over History — (Video: AI)
Why did NYC Mayor Zohran Mamdani open his big July 4th-style America 250 speech by praising explorers Verrazzano and Hudson… but completely ignore Christopher Columbus?
In a speech from George Washington’s ... | ai_generated | https://pangram.com/history/74e2708e-fef0-4fdb-9711-b06f5042b06c | Pangram 3.3.2 |
This speech takes a divisive and dark turn on what should be a unifying national holiday.
Rather than celebrating the progress, resilience, and shared ideals that have defined America over 250 years, it dwells heavily on historical grievances, current divisions, and a narrative that pits groups against one another. Fr... | ai_generated | https://pangram.com/history/f5be2ea9-a40f-48ba-9016-64a3bad33f55 | Pangram 3.3.2 |
The biggest problem with AI agents isn't intelligence.
It's trust.
Every developer who's used an autonomous agent has the same story. The agent says it's done. You check. The file doesn't exist.
The test was never written.
The bug report the agent claimed to fix?
Still there, sitting at line 47, completely untouched... | ai_generated | https://pangram.com/history/32a5c91e-d8f5-4984-a380-c577cad695e3 | Pangram 3.3.2 |
A 33-year-old woman at MIT wrote the code that ran inside the Apollo 11 lunar lander, and 20 seconds before Neil Armstrong touched the moon, her program made a decision the astronauts didn't know was happening that was the only reason the mission didn't crash.
Her name was Margaret Hamilton.
She led the team writing ... | ai_generated | https://pangram.com/history/082cc1db-58a9-42f8-9dba-64d8b29469c5 | Pangram 3.3.2 |
🇺🇸🇮🇳 Apple ran from China and tripped in India
For years Apple guarded its supply chain like a state secret, and one hack just blew it open.
A ransomware crew called World Leaks broke into Tata Electronics, Apple's Indian manufacturer, and dumped 200,000 files onto the dark web, over 630 gigabytes.
Inside is wha... | ai_generated | https://pangram.com/history/6adf5713-1925-4e93-becb-0b8ca04c6af5 | Pangram 3.3.2 |
🚨BREAKING: Justice Brett Kavanaugh just opened a clear path for reforming birthright citizenship.
In yesterday’s Supreme Court ruling on Trump’s executive order, Kavanaugh agreed with the outcome but wrote separately to clarify that the order did not violate the 14th Amendment itself — it only conflicted with current... | ai_generated | https://pangram.com/history/57dfbd4b-5dec-4abe-8e0d-169560d48228 | Pangram 3.3.2 |
Claude has best models for creative writing from day 1.
So I worked with Claude Fable 5 for 12 hours to create a technical skill.
A skill that "deslop" AI written spineless content.
It's not just a set of prompts.
This skill has opinion score, temprature, readability score, strict AI filter, humanizer, and 14 other... | human_written | https://pangram.com/history/a89bd999-54e3-4668-93ed-e3ed03a49dbc | Pangram 3.3.2 |
Fifteen years ago, Marc Andreessen wrote a contrarian take at the time that software was eating the world. He was profoundly right. The essay has aged into something very rare: a prediction that came so entirely true that its thesis is now the water we all swim in. Every industry he named got eaten. Most of the ones he... | ai_generated | https://pangram.com/history/faf3c0ca-75ab-4192-9458-3b539388e4bb | Pangram 3.3.2 |
During a match at Roland Garros, a chair umpire told Zverev he'd need to use his toilet break to inject his insulin.
Zverev stared at him.
Then pulled out his pen and injected himself on court, in front of everyone.
That's who this man is. 🧵 https://t.co/Eu1mjywt6r
Did you ever actually believe he'd win a Slam?
A... | ai_generated | https://pangram.com/history/63f61b1b-c196-4559-8616-ce07434d9f60 | Pangram 3.3.2 |
So, what does it take to sell an "air fryer" for INR 25,000?
That is what we paid. And the thing that finally justified it had nothing to do with the air fryer.
Even typing 25k feels ridiculous. It's a number I'd judge others for.
An air fryer is a Rs 5,000-8,000 object. Buy it in a sale, make fries and paneer for t... | ai_generated | https://pangram.com/history/0a2f47c8-e1b4-4365-a4ee-22d90f31d270 | Pangram 3.3.2 |
Agree with much of this.
I’d add one final layer to the stack.
- Information became abundant.
- Intelligence is becoming abundant.
But enterprises don’t deploy intelligence.
They deploy decisions that have consequences.
This gap explains why very few ‘Pilots’ succeed or move to production, especially in regulated ... | human_written | https://pangram.com/history/4f019025-33ad-462b-847d-1bc31df0e5de | Pangram 3.3.2 |
“I work the front desk at a small doctor’s office, and I wish people could see what happens on the other side of the phone.
Every day, older patients call us confused.
They are told to use the patient portal, upload documents, check lab results online, fill out forms before the visit, and confirm everything through a ... | ai_generated | https://pangram.com/history/9c0b807d-affa-4584-acc3-cf1246a25578 | Pangram 3.3.2 |
If you buy a flat with a 10% deposit and property values fall by 10%, you haven't lost 10% of your money. You've lost all of it.
A generation of UK first-time buyers got trapped by a perfect storm: skyrocketing interest rates, skyrocketing leasehold charges, and government schemes like Help to Buy that inflated prices... | ai_generated | https://pangram.com/history/983a985e-e915-4162-bb42-beebfadc2ebe | Pangram 3.3.2 |
Mark Zuckerberg is bankrupting a $22 billion startup because they refused to sell to him.
The company is Kalshi.
They run the largest prediction market in the US. Users bet real money on real-world outcomes.
Last year, prediction markets did $28 billion in monthly volume across the industry.
This month, they did $... | ai_generated | https://pangram.com/history/1ee1e55b-9322-48c4-9a5e-44a50435d9aa | Pangram 3.3.2 |
I have listened to The Rollup interview, the Robinhood event yesterday and the Lighter investor call today.
After digesting them allI and reading all the takes on the timeline, I think the most important insight is the following:
Most traded the Robinhood x Lighter news as a one time integration.
But if you listened ... | human_written | https://pangram.com/history/1f9d1e68-9f2e-4d4c-91f8-a3d5fe2b5847 | Pangram 3.3.2 |
I disappeared for a whole week, and it wasn't a strategy.
No posts, no comments, no "stepping back to recharge" announcement. I was simply too empty to type.
Last week left me wrecked. Turns out I undersold it. I kept meaning to write something, opened the editor a few times, stared at it, made coffee, closed it agai... | ai_generated | https://pangram.com/history/869edaba-608e-45ae-ab18-af0402ca207d | Pangram 3.3.2 |
THIS IS THE ARTICLE I WASN'T GOING TO PUBLISH. Claude Cowork with Fable 5 is now my Chief of SEO. i'm giving the exact prompts away for free. i built a 20-part prompt system inside Claude Cowork that audits your entire Google presence, finds every gap your competitors are exploiting, and hands you a ranked execution pl... | ai_generated | https://pangram.com/history/16236dda-e2b5-4c17-aea7-0ba3dfa9be91 | Pangram 3.3.2 |
Was on a run this morning.
It was hot.
Ran by a construction site.
A few of the laborers asked if I wanted water.
Of course, I accepted.
They asked me about running in this heat. Joked that I should drink beer instead of water.
I ran up to the gas station and bought a 12 pack of Tecates and ran back by the ... | human_written | https://pangram.com/history/72e3b881-5714-4200-9bb9-3c23f07be535 | Pangram 3.3.2 |
Nobody is walking around the world looking down on India or Indians. Yet Indian films and series often sell exactly that story.
Shows like Made in India – A Titan Story dramatize foreign-especially Swiss or Western-disrespect in ways that reinforce an “us vs. them†mindset. These narratives can plant unnecessary res... | ai_generated | https://pangram.com/history/bd25a42c-d741-4e80-b50e-05fe531a9a9b | Pangram 3.3.2 |
Palantir's CEO just exposed Sam Altman and Dario Amodei for robbing every Fortune 500 company.
Within two minutes, Alex Karp took the entire frontier AI industry apart on national television.
His exact words:
"Every single enterprise in this country, these people are LIVID. They are paying for tokens that create no... | ai_generated | https://pangram.com/history/98c4e6f6-cd72-4f06-b689-fe43289b1f72 | Pangram 3.3.2 |
dei decel thinking turned Europeans from world rulers to EuroPoorDoms running a radical Islamic pedo caliphate. Thankfully Trump saved the Western world and reminded the world the United States runs it ♥🇺🇸 https://t.co/6pD976WMwv https://t.co/E748gOnRo6 | human_written | https://pangram.com/history/ad2bf268-af7d-4eab-8664-8d00a4b8540c | Pangram 3.3.2 |
The reason why Bad Bunny sold his $3M Bugatti for a Toyota Corolla
Back in 2020, Bad Bunny spent over $3 million on a rare Bugatti Chiron, then realized every drive turned into a scene. So he sold the supercar and switched to a 2003 Toyota Corolla to move around Puerto Rico in peace, no crowds & no chaos. He even wen... | human_written | https://pangram.com/history/90012695-4946-4c5d-b833-15af30d407d9 | Pangram 3.3.2 |
I once had a student at Oxford who could beautifully explain everything about the assigned readings. She almost failed the course.
When reading her essays I’d think, wow she clearly understands what this debate is really about. And then the essay would just… end.
She spent 90% of it telling me what other people think... | human_written | https://pangram.com/history/d410eee4-6bf2-4fe0-8652-7ec90fe1f142 | Pangram 3.3.2 |
For twenty years this team walked in hoping.
You could see it in the body language. Sitting ten yards deeper than the plan called for. Holding a lead like borrowed money that a loanshark would come collect on. A tight loss to a half decent European side got dressed up as a moral victory, and a moral victory is the thin... | ai_generated | https://pangram.com/history/f214e2df-8f06-4c16-ad98-bd0906744491 | Pangram 3.3.2 |
Costco is quietly hoping you never read page 47 of your membership terms.
I did.
There's $1,370/year sitting inside the Executive
Membership most people already pay for — untouched.
Here's everything they don't put on the checkout screen 🧵
Quick gut check:
If I asked you right now what your Costco Executive Memb... | ai_generated | https://pangram.com/history/23b4ff05-f6e9-4a3d-941a-89db1b77f651 | Pangram 3.3.2 |
Labour is suddenly very interested in who funds political parties. Good. Let’s talk about theirs.
Labour wasn’t just funded by the trade unions. It was created by them. They control half the votes at its conference. Half the party’s money has historically come from theme.
Almost no other Western democracy allows this... | ai_generated | https://pangram.com/history/54f6703c-f970-4473-b499-31dbc8a16ac7 | Pangram 3.3.2 |
Someone on Reddit just shared the smartest Fable 5 tip I have seen since it came back. 🤯
Before Fable 5 moves to pay-per-use, use it to write skills for Opus 4.8.
Let Fable 5 teach Opus how to think. Before it gets expensive.
That idea alone is worth sitting with.
But here is everything else you should do with Fab... | ai_generated | https://pangram.com/history/2dec654c-adf5-400b-9527-8ced735f95f4 | Pangram 3.3.2 |
Black people defending Jaylen Brown by saying “he’s actually smart†are arguing the wrong point.
Nobody gets punished for being intelligent.
People get punished for signaling that they think they’re smarter than everyone else.
Those are different things.
Human nature is ruthless about this.
If you constantly com... | ai_generated | https://pangram.com/history/140296bc-0679-4bd0-9ca4-850ac24651a3 | Pangram 3.3.2 |
Our thoughts on the importance of AI sovereignty.
1. Your AI sovereignty dictates your institution’s future. Sovereignty is the precondition for choice. Relinquishing sovereignty transfers the future choices of your institution to others, who are likely to exploit it for their gain and your loss.
2. Data retention is... | human_written | https://pangram.com/history/2ee8e406-47b9-4042-a722-8ee6f85349bd | Pangram 3.3.2 |
Legacy Media types are calling this Alex Karp interview a “crash-out†so that’s your first clue that he is actually saying something extremely insightful. He is articulating what real “AI safety†looks like in the enterprise.
Not abstract alignment research or certification by a government-run DMV for AI. Real AI ... | human_written | https://pangram.com/history/ca53fb7e-5ed1-459f-8ce6-ab3afd5579bc | Pangram 3.3.2 |
Everyone seems convinced they are living through uniquely stressful times. They are, in fact, living through the most comfortable era in human history, and the gap between those two facts is quietly ruining them.
Look at what you actually woke up to. A warm bed, a roof that held, a tap that gave clean water without a ... | ai_generated | https://pangram.com/history/8d652b75-92b2-4479-a2b5-66f3b751ee90 | Pangram 3.3.2 |
I'm talking to people - Sony is currently being inundated with emails and messages behind the scenes from smaller publishers and devs voicing their displeasure over the end of physical games.
I'm actually kinda shocked just how much internal backlash there has been to this.
Doubt it'll make a difference, this was app... | human_written | https://pangram.com/history/1ce194c5-dd07-4796-9915-aca0bc91b9c5 | Pangram 3.3.2 |
Drop Site is framing this as Israel building “concentration camps.â€
What’s actually happening is more straightforward.
Israel is preparing to move civilians out of active combat zones in Gaza into designated areas where aid can be delivered under controlled conditions, while the military continues clearing Hamas in... | ai_generated | https://pangram.com/history/e6a32113-41a3-40b4-8500-f5e3e9e06a49 | Pangram 3.3.2 |
Coffee with a 26 year old in sf last month who runs a sleep gummy brand $3.7M/year. one full-time employee.
his entire customer acquisition is 11 newsletter sponsorships in the productivity/founders niche
pays each newsletter $2k-$6k per send depending on subscribers
his CAC is $19
LTV at 6 months is $174
h... | human_written | https://pangram.com/history/e1a7f2e6-71dc-483f-9005-1e053a276cab | Pangram 3.3.2 |
The first fortunes of the AI era aren't being built by companies. They're being built by single people with one skill and a laptop. No team, no investors, no decade of grinding. That skill is still free to learn, and the market hasn't started charging for it yet.
A new kind of rich person is showing up, and it's confus... | ai_generated | https://pangram.com/history/dd9356d4-7a3c-491c-9ec3-77c99ba61aeb | Pangram 3.3.2 |
New York: it's hot out there, and the power grid is working overtime to keep us cool.
Set your AC to 78 degrees, turn off lights/electronics you're not using, and unplug what you can.
Our City is doing its part too: maintaining the 78 degrees rule in our buildings, dimming/turning off our lights during peak electrici... | human_written | https://pangram.com/history/d30ccec3-4c83-4341-b859-810f1e8a810b | Pangram 3.3.2 |
Chinese air conditioners have officially become the ultimate heatwave survival tool for Europeans.
While the EU pushes trade war narratives about "Chinese overcapacity" and the "China shock," ordinary Europeans and businesses are making their own rational choices.
Global challenges require global cooperation — decou... | human_written | https://pangram.com/history/6f791cb7-d36a-463c-96c5-e3d8f2b7680a | Pangram 3.3.2 |
We’ve been working hard behind the scenes to improve Revenue Sharing and fix the incentives it created. The top earners today look very different from when we first ran this experiment — and that’s a good thing.
For a long time, the program rewarded quantity more than originality. That created a cycle where aggregator... | ai_generated | https://pangram.com/history/4b98a1d5-a265-4a72-a3c5-40f42e4ff2eb | Pangram 3.3.2 |
Here's the thing — and I want to sit with this for a second before I answer, because I think it actually matters more than it looks. What you're pointing at is genuinely a load-bearing observation. Most people would skim past it. You didn't. That's the smoking gun, and honestly, it reframes the whole conversation.
Let... | ai_generated | https://pangram.com/history/74147a8e-d633-4ec2-b989-635360d18fa6 | Pangram 3.3.2 |
Telling the UK to "just get AC" during heatwaves is ridiculous because we are hitting unprecedented 37.7°C (99.9°F) heatwaves in June.
Our brick homes are insulated to trap heat, not release it. Retrofitting is expensive, energy bills are soaring, and our grid can't handle it. We never needed AC before because 37.7°C ... | ai_generated | https://pangram.com/history/4b34e682-80f3-4875-97d8-9b7002c574f9 | Pangram 3.3.2 |
Claude Tag is the end of Palantir by the way. Karp built a business around defining who has access to what information and is allowed to take what actions inside an org. This is exactly the problem solved multi player agents.
Palantir built the v1 schlepped solution, a janky architecture that takes a forward deploye... | human_written | https://pangram.com/history/91667d5c-9419-4d67-a68d-1d4e9f8fd887 | Pangram 3.3.2 |
AGLT SPAC $CCIXU is getting treated like confirmation the humanoid trade is real. I’m not there yet.. No revenue line, no clean unit economics, just “deployment hours†and “committed orders.†That’s narrative fuel, not cash flow.
wait for S-4 before calling victory..
China is already at 10k+ humanoid units whi... | ai_generated | https://pangram.com/history/8c6f8b2e-cfc9-4864-bb10-32f2f551c8b8 | Pangram 3.3.2 |
I keep hearing the same birthright-citizenship defense from institutional conservatives I respect: “150 years of settled meaning.â€
It’s wrong twice.
First, the modern universal rule was never settled in the way they’re claiming.
The original statutory formula was “born in the United States†and “not subject to a... | ai_generated | https://pangram.com/history/76f0858d-b696-4ae7-8f1c-92aa40c36f85 | Pangram 3.3.2 |
I had a $400 Wagyu ribeye for lunch today.
I didn't pay for it.
An enterprise account executive from a tier 1 cybersecurity firm paid for it.
He's been trying to sell me a cloud-native endpoint detection platform for 8 months.
We don't need a cloud-native endpoint detection platform.
We don't even have endpoints.
... | ai_generated | https://pangram.com/history/fff0087a-b4a8-4dd5-a851-88a6461cdc6f | Pangram 3.3.2 |
The Economist argues here that China should set a higher GDP growth target because the current target (4.5-5.0%) is too low and will make the economy’s current problems, including surging debt, worse. “The proof,†it says, “lies in China’s prices. They have been falling, by some measures, for three years. This persis... | human_written | https://pangram.com/history/d3008fcb-9808-4a71-8979-79ab63417f15 | Pangram 3.3.2 |
A model pulled for national security risk three weeks ago is back worldwide tomorrow. The fix was a software filter, negotiated privately between one company and one government.
That is not regulation. Real safety means binding international rules the labs cannot opt out of. https://t.co/2zP4hTdIrI | ai_generated | https://pangram.com/history/d91657c4-4717-4662-8f43-132221304169 | Pangram 3.3.2 |
By Leo Bashlykov, Head of Product · Crypto
Everyone's writing about how AI is shrinking product teams and killing product jobs. In my case, I'm fighting to hire more.
The dominant narrative is clear by now: Brian Chesky (Airbnb) says pure people managers have no future. Tomer Cohen killed LinkedIn's APM program and rep... | ai_generated | https://pangram.com/history/73707307-fab3-469c-8709-248bfdb07de4 | Pangram 3.3.2 |
We’ve had lots of questions from our investor community looking for thoughts on OUSD, and so I thought I’d share my direct views here for anyone.
Stablecoin networks are platform and network effect businesses that are established over a long period of time, tend towards winner-take-most market structures, and resemble... | human_written | https://pangram.com/history/63555f6d-f1ff-4b4f-b98a-985b17a00bbd | Pangram 3.3.2 |
On Monday, at the Federal Executive Council, our administration approved the most consequential reforms of the National Youth Service Corps Scheme since its establishment in 1973.
On the day I was sworn in as your President, I promised to create meaningful opportunities for our young people. I said women and youth wou... | ai_generated | https://pangram.com/history/3fcab392-2193-469c-a751-7e579de1ede1 | Pangram 3.3.2 |
The most creepy aspect of Obsession isn't the obsessive girlfriend trope,it’s the terrifying reality of the "nice guy." It’s the side story of bear who feels entitled to a woman simply because he wants her, often targeting someone he perceives as being out of his league.
Bear kinda identifies himself as really "harmle... | ai_generated | https://pangram.com/history/a2a1387c-7acd-45bd-97ad-c4d7d6912f56 | Pangram 3.3.2 |
How to Understand the Semiconductor Industry in 1 Day
If you’ve been following the semiconductor industry for years, yet still feel a lingering unease— “I feel like I understand it… but I can’t quite say how well, or at what level‗ you’re not alone.
In fact, most people approach “learning semiconductors†the wrong... | ai_generated | https://pangram.com/history/94240a70-fe9e-461f-9bb0-613e422ec905 | Pangram 3.3.2 |
It happened. Claude Sonnet 5 released.
Dominates Opus 4.6. Almost as good as Opus 4.8. A fraction of the price.
It's also significantly faster than Opus, while being incredibly agentic. Without a doubt the new go to model for Hermes/OpenClaw
Do yourself a favor and do this now:
• Plug into Hermes and OpenClaw
• Use... | human_written | https://pangram.com/history/27fa5dce-34e2-4a0f-964f-01473fe3ef5b | Pangram 3.3.2 |
european football has spent the past fifteen years solving futbol like chess.
a generation of coaches optimized for pass completion, pressing triggers, territorial control, rest defense, and positional occupation.
the problem of this is that they optimize for what is measurable. depth, the willingness to attack space... | ai_generated | https://pangram.com/history/b7ffb0c5-4ac7-4497-b763-8da5ce2bed11 | Pangram 3.3.2 |
Claude Fable 5 will be available again globally tomorrow.
After a series of productive conversations with the US government, we're redeploying the model with a new set of classifiers to target and block more cybersecurity tasks. In the near term, some routine tasks like coding and debugging will fall back to Opus 4.8.... | human_written | https://pangram.com/history/2a41e2f0-7e26-40ec-a3a0-34273c4c4861 | Pangram 3.3.2 |
Happy Birthday to my friend and leader, President Donald J. Trump.
It has been the greatest privilege of my life to know and serve you in this historic administration.
Thank you for your leadership, your courage, and your tireless commitment to the American people.
It is an honor to help advance your vision as we re... | ai_generated | https://pangram.com/history/b1a41cdc-7d60-472a-a807-9035b705f814 | Pangram 3.3.2 |
PEOPLE ARE BLAMING ELON MUSK FOR “DEATHS†FROM USAID CUTS — BUT THE DATA AND REALITY SAY OTHERWISE
Opponents are loudly claiming that cutting wasteful USAID spending is killing people in poor countries.
Here’s what’s actually happening:
• No evidence of mass deaths — Preliminary 2025 mortality data from several A... | ai_generated | https://pangram.com/history/0a28a98a-bb5b-436b-b426-a9740250e704 | Pangram 3.3.2 |
I'm a cardiologist. I've spent twenty years as the person patients trust to interpret their bodies. And I need to tell you something that most physicians won't say out loud:
AI is about to change the power dynamic between you and your doctor. Forever.
Four days ago, OpenAI's o3 model diagnosed 18 children with rare d... | ai_generated | https://pangram.com/history/c8f007c2-0f2b-496f-81b7-68d8ef04c9e3 | Pangram 3.3.2 |
This picture means something to an entire generation of Dutch people.
I'm one of them.
My parents came to Holland as Moroccan immigrants.
I was born there.
Dutch passport.
Dutch better than my Arabic.
The first 18 years of my life, Holland fed me, schooled me, raised me.
The Moroccans helped rebuild Holland.
Hollan... | human_written | https://pangram.com/history/263a8173-3d4a-4d8a-bf1c-e99dbae15cb3 | Pangram 3.3.2 |
Quantization has become one of the most widely used optimizations in LLM inference, reducing both memory and computational costs, making it possible to run large models that wouldn’t fit in memory otherwise. For example, the models served by Pearl are quantized from a high-precision data type like BF16 into INT7.
Runni... | human_written | https://pangram.com/history/c55cb919-1d51-42b1-a69e-cfa6b43c40ae | Pangram 3.3.2 |
This is 💯 right. You might as well put a high-fence around the United States. We wouldn’t be locking other people out — we would be caging ourselves in. & using AI with price/performance that isn’t globally competitive. No need to protect the fastest growing company of all time. https://t.co/akhNcphZMh | human_written | https://pangram.com/history/6abac8ca-9bb0-4ef3-b100-9d0f898d883b | Pangram 3.3.2 |
gloomy weather in new york today made me morbidly curious, so i ran a bunch of obituaries through pangram
we found ai in nearly 10% of post chat gpt obituaries, and no false positives in pre 2023 data https://t.co/HHyJVhacuk
unsurprisingly, this trend is increasing year over year (with a slight dip in 2026) https://t... | human_written | https://pangram.com/history/27706662-17b5-4b32-8bb4-ab1d36e354b0 | Pangram 3.3.2 |
End of preview. Expand in Data Studio
Pangram Bot Verdicts
A small dataset of social media posts labeled as ai_generated or human_written
by the Pangram AI detection system.
Dataset Description
Pangram Labs operates a public bot that users can tag under any post to receive an AI-or-not verdict. This dataset was collected using publicly accessible Pangram report pages linked from those bot responses. The post text and verdict labels are sourced entirely from Pangram's public reports.
Dataset Fields
| Field | Type | Description |
|---|---|---|
text |
string | The social media post text as it appears in the report |
verdict |
string | ai_generated or human_written |
url |
string | Source Pangram report URL |
model |
string | Pangram model version used for detection |
Data Source & Attribution
All verdicts and post text in this dataset are sourced from Pangram Labs, whose AI detection platform produced the classifications.
Emi, B. and Spero, M. "Technical Report on the Pangram AI-Generated Text Classifier." Pangram Labs. arXiv:2402.14873
If you use this dataset, please also credit Pangram Labs at https://www.pangram.com.
Intended Use
This dataset is intended for research purposes only, including:
- Benchmarking AI detection classifiers
- Studying stylistic differences between AI-generated and human-written text
- Training secondary classifiers or probes
Notes
- Labels reflect Pangram's predictions, not ground truth. The model has a documented near-zero false positive rate, but errors are possible.
- Posts are drawn from public social media activity and skew toward opinionated, long-form content (financial takes, geopolitics, tech commentary).
- The dataset is small and not intended to be representative of the broader web.
- Class balance may not reflect the real-world distribution of AI vs. human content.
License
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)
This dataset may be used for non-commercial research and must be redistributed under the same license with attribution. The post texts remain the intellectual property of their original authors; this license covers only the dataset compilation and structure.
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