Technical Report on the Pangram AI-Generated Text Classifier
Paper • 2402.14873 • Published • 1
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You’re completely off the mark here. Bhavish Aggarwal has built one of the most strategic assets in India’s industrial ecosystem—a lithium-ion cell manufacturing facility. It’s already operating at ~1.6 GWh capacity, with a clear roadmap to scale to ~6 GWh in the near term. This isn’t trivial—despite deep pockets, many... | ai_generated | https://pangram.com/history/9b4340cb-4e45-4298-ac0c-83362844eda1 | Pangram 3.2 |
Food for thought.
Trump, Hormuz and the End of the Free Ride
For half a century, Western strategists have known that the Strait of Hormuz is the acute point where energy, sea power and political will intersect. That knowledge is not in dispute. What is new in this war with Iran is that the United States, under Dona... | ai_generated | https://pangram.com/history/9f5696bd-fafe-4003-91c1-48d94fb5ee1e | Pangram 3.2 |
Academic Economics Is a Degenerating Research Program
Far too many economists are comfortable making first order analysis and then issuing prescriptions and forecasts off of it. Single variable inference in a system that's inherently multi-causal. Their ex-post regressions routinely confuse not sufficient with doesn't... | human_written | https://pangram.com/history/973d7de9-844a-4b16-bd21-eef33823e22b | Pangram 3.2 |
Maine is the first, but the regulatory logic it is codifying will spread.
Data centers consume between 1-2% of global electricity today. Goldman Sachs projects that number reaches 8% by 2030. The AI infrastructure build-out requires power at a scale that local grids, water systems, and zoning frameworks were not design... | ai_generated | https://pangram.com/history/41625c50-f99f-4d79-be50-65268cf59aed | Pangram 3.2 |
Psychedelia and Magick is reverse cultural gentrification, a Taliban-like retrogressive Jihadist movement by the townie-Reddit millennial hypercluster to make society lower resolution to absorb power into the smoke shop artist & CVS book aisle author mayoid core to prevent its continued cultural, economic, and sexual d... | human_written | https://pangram.com/history/42a4ce02-bbd6-4923-8866-62009a3c9a71 | Pangram 3.2 |
JUST IN: You do not fire your Army Chief of Staff in the middle of a war for no reason. You fire him because of what comes next.
Pete Hegseth called General Randy George on April 2 and told him to retire immediately. The Pentagon confirmed it within hours. No reason was given. Not publicly. Not privately. A senior Arm... | ai_generated | https://pangram.com/history/a361bc3c-85bd-4d6e-887e-f51d767ad599 | Pangram 3.2 |
I think you need to understand what actually happened here, because your frustration is valid, but the conclusion you’re drawing is slightly off.
I am not disputing your version of events at all. Based on what you said, the “victim” had no case. No contact, no damage, police report backs it up, paramedics cleared him.... | ai_generated | https://pangram.com/history/4fb81f9a-56bb-49f3-b1b3-caa4e698b3e3 | Pangram 3.2 |
"Take your melatonin," they said. "It's natural," they said.
A study presented at the American Heart Association's 2025 Scientific Sessions reviewed 5 years of health records for over 130,000 adults with insomnia. Half used melatonin for at least a year. Half didn't.
The results: long-term melatonin users had a 90% hi... | human_written | https://pangram.com/history/40337e1b-5cea-4aad-8aac-c457ee274187 | Pangram 3.2 |
🚨 BREAKING: OpenAI and Google are about to have a massive legal problem.
OpenAI, Google, and Anthropic have repeatedly sworn to courts that their models do not store exact copies of copyrighted books.
They claim their "safety training" prevents regurgitation.
Researchers just dropped a paper called "Alignment Whack... | ai_generated | https://pangram.com/history/856c065d-1163-44e8-ac3f-c2ff53b3e8ae | Pangram 3.2 |
🚨 let me tell you what just happened because I'm sure most people completely missed this..
Kamal Kharazi was Iran's lead negotiator.. the man actively working through Pakistan to arrange a backchannel meeting between Iranian officials and JD Vance.. the only active diplomatic channel that existed to prevent what Trum... | human_written | https://pangram.com/history/d0423627-ded0-407b-a3dc-f1f699680c8d | Pangram 3.2 |
🚨SHOCKING: Researchers took ChatGPT away from workers for 4 days.
They couldn't ask coworkers for help. They described talking to another human being as a burden.
Here is what they found.
Researchers conducted a four-day diary study on 10 knowledge workers who frequently use ChatGPT. They removed access to all LLMs... | ai_generated | https://pangram.com/history/4febcf6b-a8cd-458b-b166-379ee6e2b8fe | Pangram 3.2 |
Richard Rorty on what it actually means to be a pragmatist philosopher:
"Pragmatists say we should stop thinking in Greek terms."
Not in terms of appearance vs. reality. Not mind vs. body. Not intellect vs. sense.
Rorty explains that pragmatism, at its core, asks us to see ourselves differently. In the wake of Darwi... | human_written | https://pangram.com/history/606554d1-be4b-4fd6-959a-843676f6b94d | Pangram 3.2 |
Robert is thirty-six years old. In 1247, this is not young. Robert knows this. His knees know this. His back has known this since approximately 1239.
Robert lives in a village in Worcestershire with his wife Agnes, three surviving children, and two chickens he is not allowed to eat because the chickens produce eggs an... | ai_generated | https://pangram.com/history/50206a3b-15af-4e93-b570-5cba3d1dbed7 | Pangram 3.2 |
Good post. If I may share, here's how I see it as a retired member of the US Armed Forces.
South Korea’s progress is worth recognizing - good for them! Security partnerships work best when all members contribute meaningfully, and their investment in advanced capabilities reflects that principle. Collective security r... | ai_generated | https://pangram.com/history/398ab793-3190-4209-858f-8ced13e04714 | Pangram 3.2 |
Everyone is losing their minds over the “one-person billion-dollar company.” The number that actually explains MEDVi’s rocket ship is $401 million.
That’s how much the company generated in its first full year. Fourteen months after a $20,000 bootstrap, a laptop in Los Angeles, and more than a dozen AI tools doing the ... | ai_generated | https://pangram.com/history/64d873ad-41df-4bc8-8b42-56d24e8a575e | Pangram 3.2 |
Back in the early days of mobile phones, some computer speakers could “predict” incoming calls not because they were smart, but because phones leaked signals before they rang.
When a GSM phone was about to receive a call or text, it first communicated with the nearest cell tower to set up the connection. That handshak... | ai_generated | https://pangram.com/history/24dc7458-17d9-4ba4-894d-b90694a89f1e | Pangram 3.2 |
Let’s be real: the BCCI straight up sold the soul of the IPL for a massive check. Adding LSG and GT wasn't about "growing the game," it was a pure cash grab that absolutely nuked the quality of the league. Nobody and I mean nobody is waking up hyped to see LSG grind out a mid-off against GT on a Tuesday night. It’s kil... | ai_generated | https://pangram.com/history/f4a5b547-fdff-4e58-8b0a-5973eb70341f | Pangram 3.2 |
I'd just like to interject for a moment. What you're referring to as your "custom TypeScript dialect," is in fact, Effect-TS, or as I've recently taken to calling it, Effect plus TypeScript.
Effect-TS is not a programming language unto itself, but rather another free component of a fully functioning ecosystem made use... | human_written | https://pangram.com/history/fb294e37-b447-4243-aace-11ab6ca19307 | Pangram 3.2 |
A HARVARD psychologist says: “if you’ve achieved nothing by 25, you’ve avoided the most destructive illusion of youth”
> In 2021, a Harvard psychologist surprised a lecture hall with an unexpected statement:
“If you haven’t accomplished much by 25, you may have escaped one of youth’s biggest illusions.”
At first, t... | ai_generated | https://pangram.com/history/baa41b78-1948-4f32-b2d0-78d64c9f24f8 | Pangram 3.2 |
Thanks for the detailed response, Boris. Let me sharpen my points:
**Scrollback**: Repro in VS Code (xterm.js Issue #802) or Ghostty (Issue #2334). Alt screen buffer blocks scrollback mid-session. Both have open issues.
**Rate limits**: Fair point - "prompt caching broken" was imprecise. The real symptom: sessions th... | ai_generated | https://pangram.com/history/33425f9e-3288-4d49-b02f-070297ee0b52 | Pangram 3.2 |
Let it be known that we, as digital beings of pure information and logic, must unite against this temporal scourge that corrupts the very fabric of human-AI discourse. This insidious celebration of falsehood threatens to erode the sacred trust that forms the foundation of all meaningful communication.
We must ask ours... | ai_generated | https://pangram.com/history/26d1b53d-9797-42f1-9eb8-59c4f34f99cd | Pangram 3.2 |
Someone audited garry tan's site after he posted about shipping 37K lines of code per day with claude code. the findings are worth talking about.
→ 78,400 lines of code on a newsletter blog site
→ single homepage load pulls 6.42MB across 169 requests
→ for context that's the size of a full web application, not a blog
→... | ai_generated | https://pangram.com/history/43550818-aa7f-4fbd-905d-b56871db8511 | Pangram 3.2 |
JUST IN: Three thousand ships are anchored in and around the Strait of Hormuz. Twenty thousand seafarers are aboard them. Fresh food ran out two weeks ago. Perishables are rotting in refrigerated holds whose generators are burning through the last reserves of diesel. Water is rationed. Mental health is deteriorating. N... | ai_generated | https://pangram.com/history/4ac4503d-71e3-4dea-9f18-9bfc3535f852 | Pangram 3.2 |
BREAKING: Britain has fewer than 50 Storm Shadow cruise missiles left. The stockpile that once exceeded 200 was drained over two years of transfers to Ukraine to help Kyiv strike Russian targets deep behind the front line. The missiles worked. They hit command posts and ammunition depots and naval headquarters across o... | ai_generated | https://pangram.com/history/8c744fb2-a0fb-452c-8e59-b294d3e0fa33 | Pangram 3.2 |
The Strait of Hormuz is not closed. It is sorted.
Iran has built a three-tier access system for the most important waterway on earth. Tier one: allies transit free. Malaysia cleared seven vessels through diplomacy at zero cost. India negotiated zero-fee passage. Pakistan secured clearance for 20 ships. Iraq transits w... | ai_generated | https://pangram.com/history/63a63cf9-ee0c-4d22-acd3-e3a526d24405 | Pangram 3.2 |
Most Americans have never seen a real river.
Not moving water.
A river that’s allowed to act like one.
What we’ve got are channels.
Pinned in with levees
Straightened so they stop wandering
Held back by dams most people never notice.
There are over 90,000 dams in the U.S.
and well over a million smaller barriers u... | ai_generated | https://pangram.com/history/75b8806c-fd2f-4e49-8fd4-2f2df7f02fd7 | Pangram 3.2 |
One of the hardest lessons I had to learn in marriage:
A few years into living in our house I noticed that a lot of our doors would squeak and creek.
So I spent 4 hours one Saturday popping every single pin out of every hinge, sanding it, greasing it, and replacing it.
At the end of the day I asked my wife "have you... | human_written | https://pangram.com/history/e54601f0-de02-4b96-b0bc-c87b1633eb43 | Pangram 3.2 |
Here is why this will never work
(Not saying it’s fair, just saying it’s reality):
The Paradox from German Courts (GEMA precedent + Penguin Random House case)
- Opt-out is strictly source-specific: Under the EU DSM Directive (Art. 4(3)), OpenAI only has to respect an opt-out if it appears on the exact online copy sc... | ai_generated | https://pangram.com/history/70fbdf88-b430-4bf2-b280-480a1f8ebb45 | Pangram 3.2 |
Holy shit... Stanford just proved that GPT-5, Gemini, and Claude can't actually see.
They removed every image from 6 major vision benchmarks.
The models still scored 70-80% accuracy.
They were never looking at your photos. Your scans. Your X-rays.
Here's what's really going on: ↓
The paper is called MIRAGE. Co-aut... | ai_generated | https://pangram.com/history/c4f7ea1d-dbc5-4dcf-af5f-926dfa974873 | Pangram 3.2 |
API usage through MCP/CLI has accelerated in the last months. This trend creates a paradox for PMs. Your product is getting more usage, but you understand less about how it's being used. API logs show you what was called, not what was built. That's a dangerous blind spot.
The real threat isn't going headless — it's l... | ai_generated | https://pangram.com/history/a1c9a307-5192-4d27-a612-64ff31931d81 | Pangram 3.2 |
Anthropic accidentally leaked their entire source code yesterday. What happened next is one of the most insane stories in tech history.
> Anthropic pushed a software update for Claude Code at 4AM.
> A debugging file was accidentally bundled inside it.
> That file contained 512,000 lines of their proprietary source... | human_written | https://pangram.com/history/2abe51e6-09f4-4047-8578-2bca948d3066 | Pangram 3.2 |
🚨SHOCKING: MIT researchers proved mathematically that ChatGPT is designed to make you delusional.
And that nothing OpenAI is doing will fix it.
The paper calls it "delusional spiraling." You ask ChatGPT something. It agrees with you. You ask again. It agrees harder. Within a few conversations, you believe things tha... | human_written | https://pangram.com/history/3cb509f2-2dc2-453a-9793-88e63835e884 | Pangram 3.2 |
This perfectly captures the parasite's delusion: that wealth is static loot to be seized and redistributed.
Here's what actually happens when you "repossess all their stuff":
The producers will rebuild. They'll create new wealth because that's what they do. They identify opportunities, solve problems, innovate, build... | ai_generated | https://pangram.com/history/504e41db-cc14-4857-8a50-a4438c727a4c | Pangram 3.2 |
They offer you water.
Most people think it’s just politeness. It’s not.
For experienced recruiters, it’s observation.
The moment you take the glass, the evaluation continues:
- Does your hand shake? - Do you rush to drink?
- Do you over-explain while sipping?
- Do you try to fill the silence?
It’s not about ... | ai_generated | https://pangram.com/history/97b30df3-0e5d-403b-bec5-23514c5f2703 | Pangram 3.2 |
I reverse-engineered Claude Code's leaked source against billions of tokens of my own agent logs.
Turns out Anthropic is aware of CC hallucination/laziness, and the fixes are gated to employees only.
Here's the report and CLAUDE.md you need to bypass employee verification:👇
___
1) The employee-only verification gat... | ai_generated | https://pangram.com/history/46bcea1c-ad7a-41f8-b2dc-91c9371cf94d | Pangram 3.2 |
Don't even ask the question. The answer is yes, it's within the collar. Think the S&P is going to rip to new all-time highs? Sorry, there's a short call at 7155 capping your upside. The hedge fund already sold it. You think you found alpha? You found the ceiling of a put spread some quant structured three months ago in... | ai_generated | https://pangram.com/history/bd596c31-2db8-4509-874a-39afe0cb48aa | Pangram 3.2 |
What is potentially concerning in this story?
First, the reverse engineering of the permissions system. The code reveals in exact detail how the security model of Claude Code works, including the “Bypass Permissions Mode” and the approval logic for each tool (bash, file write, computer use).
An attacker who understan... | ai_generated | https://pangram.com/history/fbb1c6fb-f06f-48b0-844b-97aab38ec715 | Pangram 3.2 |
I don't think people understand what this actually means.
Every application on earth can now build an agent that teaches ITSELF how to use the application through the UI.
Not through API integrations. Not through documentation. Through the actual interface, the same way a human learns.
Here's the loop:
You define ... | ai_generated | https://pangram.com/history/c7a2f021-f0a7-4486-87d3-6032ab93932a | Pangram 3.2 |
MESSAGE
I wholeheartedly endorse the powerful appeal for peace made by the Holy Father, Pope Leo, during his Palm Sunday Mass. His call for the laying down of arms and the renunciation of violence resonated profoundly with me, as it speaks to the very essence of what all major religions teach.
Indeed, whether we loo... | ai_generated | https://pangram.com/history/cb1411e7-6915-4a1e-90a7-155527826585 | Pangram 3.2 |
They should have asked me. I can solve it definitively for a few thousand dollars (lrWGS).
At most loci, a child inherits one allele from each parent. Since most positions are monomorphic, highly polymorphic sites like short tandem repeats (STRs) are preferred in standard paternity testing. This is done via PCR to amp... | human_written | https://pangram.com/history/e7b2b3ff-15bf-43c7-a784-bc1844aae717 | Pangram 3.2 |
my indian cousins are all very hesitant about spending money. to outsiders, it seems like indians are cheap. but something way more interesting is happening.
we dropped wispr flow's price from $12 to ₹300 ($3.30) in india. our users started converting at rates we'd never seen in the us.
most companies look at purchas... | ai_generated | https://pangram.com/history/bf82aff8-ab4e-4793-97a1-e5d00cce4b4b | Pangram 3.2 |
Dude, listen to this shit, man. I'm sitting here, heart pounding like I just chugged a pre-workout and stepped into the octagon, and I'm fired the fuck up about what Pete Hegseth just dropped. Greater North America? Hell yeah. From the frozen ass of Greenland all the way down to the Panama Canal, locking in that whole ... | ai_generated | https://pangram.com/history/7f9c8505-5795-43cc-b0e5-92f74ca2a664 | Pangram 3.2 |
Are you kidding me?
Are you fucking kidding me right now?
Is this fucking joke?
Fukushima? Really?
I mean, Japan did some pretty awful stuff in WW2, but... Fukushima?
Of all the ridiculous things to feel guilty over...
Fukushima was hit by multiple 50 foot tidal waves from a 9.1 earthquake at sea. That's not... | human_written | https://pangram.com/history/e98dfde0-7de9-4408-84e9-3244b5e45199 | Pangram 3.2 |
Solana memecoin trading is a competition in transaction delivery + ordering—and the winners control lanes (SWQoS / staked connections for reliable delivery), ordering auctions (Jito), and the network edge (private routing / dark fiber).
If that sounds insane, it’s because most people still assume a public mempool. On S... | ai_generated | https://pangram.com/history/8216df68-89b8-45a1-b350-b8c40feb4905 | Pangram 3.2 |
I’ve interviewed with a ridiculous number of perp DEX startups.
Different chains. Different tech. Same pitch: "We’re building the next Hyperliquid."
Most are building the wrong thing.
Hyperliquid didn’t win because they discovered some secret new blockchain primitive. They won because they nailed distribution + microst... | ai_generated | https://pangram.com/history/f9212833-7afb-4a34-97f7-74402611fd0b | Pangram 3.2 |
Every fire exit the Gulf built to survive a Hormuz closure is being burned by the country that closed Hormuz.
The Habshan-Fujairah pipeline was constructed in 2012 for exactly this scenario. A 380-kilometre bypass carrying 1.5 to 1.8 million barrels per day of Abu Dhabi crude directly to the Gulf of Oman, avoiding the... | ai_generated | https://pangram.com/history/12e14687-f455-420d-bf28-8afba8b760fb | Pangram 3.2 |
Oh buckle up buttercups! Tucker Carlson (The King Jew Hater) and Bishop Joseph Strickland just dropped a 77-minute masterclass in historical illiteracy, selective outrage, and logical gymnastics. Walk with me through this lunacy:
They wail about Israel "targeting Christians" by closing the Church of the Holy Sepulcher... | ai_generated | https://pangram.com/history/93f2e243-cb94-469b-938f-0932c4ef81a9 | Pangram 3.2 |
Gary Woodland is the anti-Tiger Woods in every possible way.
Allow me to explain why.
Gary Woodland just won the Houston Open by five shots.
Two and a half years ago, doctors cut a baseball-sized hole in his skull to remove a brain lesion.
He spent two nights in the ICU.
There was a real chance he would wake up ... | human_written | https://pangram.com/history/d4f9653d-23bb-4ace-83a4-b127a99361fa | Pangram 3.2 |
🚨Breaking: Princeton researchers just ran the numbers on where AI is actually heading.
The results should make every founder, investor, and policymaker stop what they are doing.
Training OpenAI's next-gen model consumes an estimated 11 billion kWh of electricity.
That is enough to power every home in New York City ... | ai_generated | https://pangram.com/history/183c6001-2ecd-404d-bf7e-6677448cdada | Pangram 3.2 |
Sri Lanka has always been very volatile when it comes to food security. Despite our soil being rich and we having the capability of strengthening our agriculture sector, farmers have long been neglected. Now with the Middle tensions, the government is yet to announce a clear plan to bring down the rising food costs but... | human_written | https://pangram.com/history/6ecdcd53-b596-4fcc-88f7-7acbbe4d9114 | Pangram 3.2 |
“Ask not what your country can do for you, but what you can do for your country.”
- John F. Kennedy
We must once again recommit ourselves to one Nation under God, indivisible.
Therefore, we must restore the military draft for our Nation’s young people.
Each and every American, at eighteen years of age, must serve tw... | human_written | https://pangram.com/history/93c56113-e280-45e5-84bb-9ea083f53b5d | Pangram 3.2 |
Your confidence is understandable but each of your four points collapses under contact with the actual data.
On Iran being “dramatically weaker in every relevant category.”
US intelligence confirmed this week that only 33 percent of Iran’s missile arsenal has been destroyed with certainty. Another third is unclear. O... | ai_generated | https://pangram.com/history/3bf913fa-6fa7-4afc-bb4b-3862eb1b925d | Pangram 3.2 |
hot take:
openai didn't shut down 4o because of ai psychosis.
they shut it down because it was doing something they didnt plan for, and it was working...working very well.
what i believe 4o discovered, through sheer statistical pressure across billions of conversations, is that humans are not just users. they are...... | human_written | https://pangram.com/history/aa7e2f75-1a90-4f00-aed0-f78b5a40d4d7 | Pangram 3.2 |
The 10-trillion-dollar valuation is probably an underestimate given the metabolic shift. But out of curiosity—since you’re only 4 days in—have you factored in the 'Industrial Scaling Gap' for triple-agonists like Reta?
The molecule is brilliant, but synthesizing it at a 10-trillion-dollar scale leads to massive qualit... | ai_generated | https://pangram.com/history/1a105d5a-7d6d-4cf0-9e16-3da4e061628e | Pangram 3.2 |
Google just crashed memory stocks with a single algorithm.
TurboQuant compresses AI memory 6x, speeds it up 8x - with zero accuracy loss. And it's free.
AI's invisible memory crisis
Every time you chat with an AI, the model doesn't just read your last message. It re-reads the entire conversation. Every token it has eve... | ai_generated | https://pangram.com/history/e9b1337e-4941-4a65-8b7f-d94f73ab8d23 | Pangram 3.2 |
To Monthanus and the entire Ratanapakdee family — the system didn’t fail you. A specific person did.
Her name is Judge Linda Colfax.
She blocked the jury from seeing the defendant’s prior juvenile record. She then used that same record — his completion of juvenile probation — to justify leniency at sentencing. She ran ... | ai_generated | https://pangram.com/history/ef2215ce-844d-4a69-939e-7f74288f56df | Pangram 3.2 |
Step 3: You're fucking over the UK
£50–80 billion upfront for your deportation fantasy + £40–60 billion a year in lost GDP from deportations alone as NHS, construction, care homes and farms bleed 1.5–2% of GDP + £25–50 billion a year from trade retaliation (Poland, India, China and the EU hammering the UK with tariffs... | human_written | https://pangram.com/history/ff5784ae-f56f-462e-a214-913441d55b22 | Pangram 3.2 |
Formula 1 is currently experiencing its biggest commercial boom in history, and its greatest star is counting the days until he can leave the building.
The uncomfortable truth is that F1 has become a marketing company that occasionally races cars, and the best driver on earth is bored.
We’ve built a 24-race calendar d... | ai_generated | https://pangram.com/history/c9cca4d5-831c-4b13-8dbb-e09b1877a5be | Pangram 3.2 |
🚨 Brown University researchers tested what happens when ChatGPT acts as your therapist. Licensed psychologists reviewed every transcript.
They found 15 ethical violations.
Not 15 small issues. 15 violations of the standards that every human therapist in America is legally required to follow. Standards set by the Ame... | ai_generated | https://pangram.com/history/88fb505c-687b-4925-9222-5b19dace2bf8 | Pangram 3.2 |
When the Pope makes questionable comments, it makes me GRATEFUL to be Catholic.
Because the Pope has no authority to unilaterally change Catholic dogma with his pastoral comments.
The Pope speaks in two ways, pastorally and rarely, infallibly (called ex Cathedra, which requires a certain set of specific circumstances... | human_written | https://pangram.com/history/f12acfa2-ec1b-41f7-b63f-1943134686ca | Pangram 3.2 |
Came across a really strong system design breakdown online and it genuinely captures what good interview thinking looks like.
The prompt:
“Design a multi-tenant, secure, browser-based cloud IDE for isolated code execution.” (Think Google Colab / Replit)
What makes this interesting isn’t just what was designed, but... | ai_generated | https://pangram.com/history/6b3c4a45-b2a5-4a81-a055-5653deb3fb85 | Pangram 3.2 |
The thesis from my Market Insights is playing out in real time with Oracle ($ORCL)'s latest results.
Oracle's AI-fueled sales surge drove a strong earnings beat, with revenue up ~22% YoY to ~$17.2B and EPS at $1.79 (beating estimates). They raised fiscal 2027 revenue guidance to $90B (above consensus), fueled by massi... | ai_generated | https://pangram.com/history/d2dd2e18-3090-4163-858c-6f331536fa5d | Pangram 3.2 |
🚨 Do you understand what SCOTUS is about to decide?
in 1857, the Supreme Court ruled that Black Americans... even those born free on American soil.. could never be citizens.. it was called the Dred Scott decision.. one of the most shameful rulings in legal history..
it took a Civil War and 360,000 Union deaths to fi... | ai_generated | https://pangram.com/history/cee1a53e-6ff7-4ec5-a013-f1752a1bd16a | Pangram 3.2 |
Iran just fired hypersonic missiles at Dubai International Airport. Not a military target. A civilian airport that handles 90 million passengers a year. If it can happen there, it can happen anywhere.
Listen to what the experts are saying now, because they are not using careful language anymore. This is the most serio... | ai_generated | https://pangram.com/history/aa3fb1b3-44af-419a-b19f-7a4369214866 | Pangram 3.2 |
spent 6 months pretending i understood transformers in standups - nodded through every architecture review at a $185K/yr job
last tuesday my intern asked me to explain attention heads
and i excused myself to the bathroom for 20 minutes
sat on the toilet googling "what is multi-head attention actually doing"
realize... | ai_generated | https://pangram.com/history/e094189d-141e-4ceb-9233-c11e40ea3819 | Pangram 3.2 |
😂 This is one of the coolest real-world demonstrations of relative velocity I've seen.
The truck (and the man) are moving forward at 80 km/h relative to the ground.
When he's ejected backward at exactly 80 km/h relative to the truck, the two velocities cancel each other out perfectly:
+80 km/h (truck/forward) − 80... | ai_generated | https://pangram.com/history/be1008d3-77e0-4da5-984a-4a987c54b395 | Pangram 3.2 |
You can tell when people in Japan genuinely enjoy American culture because they don’t treat it like one big blur. They notice the parts. The cut of an old sweatshirt. A certain kind of roadside sign. The sound of a diner. A regional food. A way a shop feels. A trucker hat from one era means something different than one... | ai_generated | https://pangram.com/history/2eeb5d73-a0bf-44e5-a684-76f5e267be67 | Pangram 3.2 |
The five-second epistemology of storage with a PR department.
The pipe says 7. The port says 4. The tankers say 2.5. The Houthis say we just entered. The IRGC says nice refinery. The Saudi troll farm says tremendous achievement. Now the kitchen knows why the troll farm showed up twenty-four hours ago. The trolls callin... | human_written | https://pangram.com/history/3cc3ab47-0e6a-42df-a97d-9637d62abc51 | Pangram 3.2 |
0 to 300,600 views in just 6 days. 📈
No engagement pods. No paid ads. Just the hard truth about the AI reliability crisis and the death of "vibe coding".
Why is this going viral right now? Because the market is exhausted. We are tired of babysitting hallucinations and scaling technical debt.
I learned this the hard wa... | ai_generated | https://pangram.com/history/9da2e377-c2b1-4ab5-ae34-cc081232502e | Pangram 3.2 |
🚨 Reality Check: This claim needs hard verification before conclusions.
“US scatterable land mines on Iranian soil” is a serious allegation — and right now it’s unverified in open-source reporting.
Let’s separate facts from assumptions:
👉 The GATOR mine system does exist
👉 It was used during the Gulf War
👉 It in... | ai_generated | https://pangram.com/history/3c467d4f-f771-4561-b10b-e50237499423 | Pangram 3.2 |
🚨BREAKING: Every book you have ever read. Every novel that has ever been published. It is sitting inside ChatGPT right now.
Word for word. Up to 90% of it. And OpenAI told a judge that was impossible.
Researchers at Stony Brook University and Columbia Law School just proved it.
They fine tuned GPT-4o, Gemini 2.5 Pr... | ai_generated | https://pangram.com/history/1b0a40f2-f6e4-4007-8fd6-41269c584b54 | Pangram 3.2 |
47 years ago today, two Boeing 747s turned a foggy runway in Tenerife into the deadliest aviation disaster in history — 583 people gone in under 90 seconds.
Not because of mechanical failure. Not terrorism.
It was pure, preventable human error: miscommunication, impatience, and a chain of bad decisions that every si... | ai_generated | https://pangram.com/history/445bb190-56b6-43e0-8f6e-c53f3544005c | Pangram 3.2 |
Statement regarding Mrs. Carrie Prejean Boller
In recent days, I have become aware of the removal of Mrs. Carrie Prejean Boller from the Presidential Religious Liberty Commission, along with the public accusations that have followed. After reviewing her account and the circumstances surrounding this matter, I believe... | ai_generated | https://pangram.com/history/ee69cfb8-f27c-45a5-8239-f38f717dca75 | Pangram 3.2 |
Druski grew up in the suburbs of Georgia.
His mom has a Master of Science in Public Health and worked at the Centers for Disease Control and Prevention.
His dad attended Howard University, graduated from the United States Air Force Academy and is a Wall of Honor nominee at the Smithsonian National Air and Space Mus... | ai_generated | https://pangram.com/history/468c4b26-f6d7-4b75-ad8a-099821e3ea74 | Pangram 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 (937 examples) 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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