gcaussade

912 posts

gcaussade

gcaussade

@gcaussade

Serial software entrepreneur; seed investor with active role in investments.  Healthcare, AI, cybersecurity,and compliance. Mentor start-ups. PMP, CISSP

St. Louis, MO เข้าร่วม Eylül 2008
434 กำลังติดตาม163 ผู้ติดตาม
gcaussade รีทวีตแล้ว
Nav Toor
Nav Toor@heynavtoor·
A student submitted an essay she wrote by hand. Her university ran it through an AI detector. The detector said she cheated. She is autistic. Her name is Moira Olmsted. Adelphi University. February 2026. Turnitin flagged her essay as 100% AI-generated. She was disciplined. Two other AI detectors classified the same essay as human-written. She sued. She won. The court called the school's decision "arbitrary and capricious." She is not the only one. In May 2026, a high school student in Palo Alto was expelled after an AI detector flagged his work. He faced visa revocation. He filed a federal civil rights lawsuit. A researcher at Griffith University just proved mathematically why this keeps happening. The paper is on arXiv. The finding is one sentence. AI text detectors have a structural flaw that no amount of better engineering can fix. Here is what the math says. If a university wants its detector to catch 80% of cheaters, at least 750 out of every 10,000 innocent students will be wrongly accused. That is not a software problem. It is a theorem. If the university tries to limit false accusations to 1%, detection power collapses to 6%. It catches 6 out of every 100 AI-written papers. The other 94 get through. There is no setting where the detector is both fair and effective. The reason is diversity. Every student writes differently. Non-native English speakers use simpler vocabulary. Shorter sentences. Clearer structures. So does AI. A Stanford study found that 61.3% of TOEFL essays written by non-native English speakers were misclassified as AI-generated. A separate analysis tested 14 commercial detection tools. Zero out of 14 reached 80% accuracy. The students most likely to be wrongly accused are non-native English speakers, neurodivergent students, and anyone who writes with clarity and precision. The qualities that make their writing effective are the same qualities the detector mistakes for a machine. Vanderbilt University understood this. They disabled Turnitin's AI detection in 2023 after calculating that even a 1% error rate across 75,000 submissions would produce 750 wrongful accusations per year. 750 students accused of cheating for writing like themselves. The paper's conclusion is not that we need better detectors. It is that the diversity of human writing itself makes accurate detection mathematically impossible. The same thing that makes your writing yours is the thing that gets you accused. arxiv.org/abs/2603.20254
Nav Toor tweet media
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gcaussade
gcaussade@gcaussade·
Exactly, I'm an American that is lived in both places and Southern France those thick walls are amazing it keeping things cool. A lot of them are built into the side of a mountain so in fact you get that cave effect to certain extent which is air in the 60s naturally! A lot of places now have air conditioning. Paris really needs a lot more
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Nick
Nick@getyrtrouserson·
@ralphbuttigieg @Plinz As someone who spent a warm summer in the south of France living in an old farm cottage built with 25cm thick stone walls (and shutters on windows): yeah no.
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Joscha Bach
Joscha Bach@Plinz·
Americans like to make fun of the absence of airconditioning in Europe, while comically lacking heat insulating walls and double glazed windows
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gcaussade
gcaussade@gcaussade·
I think America is great. It’s the best place to be an entrepreneur but at the same time we have some serious issues. When I go to other countries, I don’t worry about the police shooting me. I wouldn’t want to be a police officer in the United States. they are on edge because they don’t know if somebody’s armed. Police in most other countries are far more relaxed, and that makes everything pretty nice and comparison. We have a huge drug problem all over the place and it’s more of a problem here than in most other countries the number one cause of death under 50 is fentanyl. Gas is over five dollars a gallon for premium and that’s not in expensive states. But we have our freedom and that’s something we should celebrate
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NOBUNAGA🇯🇵🏯_夏樹蒼依
One thing has genuinely surprised me. I expected Americans to react like: "Of course America is amazing." "Glad you're enjoying it, little Japanese guy." "USA! USA! USA!" Instead, I keep seeing comments like: "Thank you for saying something positive about our country." "Finally, a foreigner who understands us." "I hope America can regain its confidence and dignity." Honestly, I see far more national self-confidence from ordinary people in smaller Asian countries. On Asian social media, patriotic people from different countries constantly argue over whose nation is the greatest. It's almost a sport. But many Americans seem genuinely worried about their country's future. Why is that? Is it the burden of being the world's dominant power? Political division? Economic inequality? Something else? I'm curious what Americans think.
NOBUNAGA🇯🇵🏯_夏樹蒼依 tweet media
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gcaussade
gcaussade@gcaussade·
Nothing you said changes my position or makes any sense. How does any of that jive with the idea that Buc-ee's or the waffle House are so incredible to Europeans or should even be considered important? You're either trolling or delusional. It's a fact that rural health care is an extreme crisis right now. Farmers are also suffering right now. You mentioned the trades but don't seem to be aware that Germany is far ahead of us in helping students adopt that as a serious alternative to going to college. I suspect I've created a lot more jobs than you have and will continue to do so and I will help this administration meet its goals. But I don't do it by making up facts and ignoring the problems. The AI revolution is creating incredible opportunity. I made it pretty clear that I think the United States is the land of opportunity for entrepreneurs. There's no other place even close. Sorry, I think some of those retail establishments are very successful, but frankly irrelevant moving forward
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Freedom From Within
Hard pass. I lived and worked in rural America. In fact, I was mostly raised there too. I do not need to do ‘research’ to learn about it. My grandfather was a cattleman/surgeon. His Angus beef was so lean and tender, he had to import 6 bulls to increase the fat content. 2 of them were French Charolais. We called them Asterix and Obelix. (The other 4 were Santa Gertrudis bulls from the King Ranch in Texas. Given your expertise on rural subjects, surely you know about them. My grandfather had to give up his surgical career ten years after he returned from serving as a surgeon in India during WW2. In addition to breeding cattle, he got a PhD in Art History, including two years living in Florence, Italy researching and writing his dissertation. Rural folks can multitask like that, in spite of your low opinion of us. It sure is weird how disparaging you are of other citizens in your own country. Given your love of @elonmusk and the MAHA movement, your pace is a bit out of step with these groups. P/s: Maybe don’t lecture you people about things you don’t know and assume the other person doesn’t know anything about them.
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The Economist
The Economist@TheEconomist·
European football fans visiting America are discovering the mass affluence of the country’s suburbs. The wealth enticing holidaymakers troubles European elites. America, once a peer, seems to be racing ahead economist.com/finance-and-ec…
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gcaussade
gcaussade@gcaussade·
@Th3_Chad93 @DrNeilStone Yea, but unfreezing assets from elsewhere is still super problematic. I assume that is what they are negotiating, how the money can be used
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Brendan
Brendan@Th3_Chad93·
@DrNeilStone Neil stop lying no one said that Be more descriptive too, so don’t lie, the GCC would consider giving them money if Iran agrees on America’s terms Not the United States taxpayer dollars so stop lying
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Neil Stone
Neil Stone@DrNeilStone·
Result of talks in Switzerland so far The US has; Launched the $300 billion reconstruction plan Allowed oil & petrochemical exports. Lifted the naval blockade Released frozen Iranian assets The Iranian regime has done; Absolutely nothing. NICE SURRENDER JOB JD VANCE
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gcaussade
gcaussade@gcaussade·
@JoeCool_SC @DrNeilStone I'm worried he's right. But, true, let's let it play out, it's not done yet. It's not looking good for Trump. If he pulls it off, he'll deserve lots of accolades. Not a fan of people wanting him to fail. We need to beat the IRCG.
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Joe Cool 😎
Joe Cool 😎@JoeCool_SC·
@DrNeilStone The details of the $300 billion reconstruction plan haven’t even been finalized yet. Not even close. It is also contingent on a final deal. Stop listening to Iranian propaganda. The facts are bad enough without it.
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gcaussade
gcaussade@gcaussade·
I immigrated with my mother from Germany at age one. Yes, became American citizen as teen. My father French and American, served in US airforce in Vietnam, he's 87, lives in Southern France. He and his wife had hoped to move to USA, but found healthcare too expensive. I give him credit for my entrepreneurial spirit. I grew up in St.Louis, Midwest and visited family yearly in the summer in Europe. When people asked, which was better, I said both had their strengths. Buc-ee's? Hahaha I've only visited when driving down to Starbase to see a REAL American success story, SpaceX. Ok, clean bathrooms. Wow, compared to beating the Chinese in the space race, come on? You're comment is what makes Europeans wonder about Americans. You mean the gas station that has over $5 a gallon for premium gas in the Midwest? Oh, I didn't pay that because I have a Tesla. Trump has been godsend for EV adoption. And, then there's Anduril and other stunning companies helping us beat our opponents on the battlefield. But you want Europeans to be impressed with Bucee's and Waffle House? Ok. I'm normally in Washington DC every few weeks because I work closely with the administration, on the HHS side. Yes MAHA is concerned about health, and yes, rural America is in a deep crisis. We'll get past it, like we have in the past because of our entrepreneurial spirit. This admin sends me to London and Saudi Arabia because of my long-term connections and the sloooow pace government moves. I suggest you get more familiar with rural America's issues. I personally work closely with rural facilities, veterans, and that includes the trades. I suggest you do more research.
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Freedom From Within
“United States small towns are basically often third world. You should know that.” No, I don’t. Please clarify which small towns you consider to be third world in this country. “And Americans are actually even worse than they think in my opinion.” This is your opinion as a natural born American, or a naturalized American citizen or someone with permanent Green Card status? Which one applies? If the answer is not American, what is your citizenship? “Buc-ee's and the other ones were mentioning are perfect examples of junk food organizations and you're proud of that?” Buc-ees is an American success story and is far more than a junk food organization. It is a gas station with immaculate restrooms and those are the primary reasons people stop. Your opinion is baffling. If America is such a bad place, why are you here?
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gcaussade
gcaussade@gcaussade·
Funny you mentioned the trades, we need to learn from Germany and formally let kids pick the trades. We can improve on their system, AI is changing everything in any event. Maybe RFK can lean from France, where they don't poison their kids with junk food at lunch, instead get super nutritious meals. US has a diabetes epidemic, maybe instead of bucees, Americans can quit selling junk food just to cause more health problems. MAHA has their own approach.
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gcaussade
gcaussade@gcaussade·
Agree your college point. We work closely with veterans and also with construction, some of the leading AI coming out in that category. Plumbers, electricians, roofers, etc., all deserve a lot respect. Trades are fantastic and not everyone is "book smart". Germany has led on that front door s long time, you know- Europe.
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gcaussade
gcaussade@gcaussade·
Instead of being impressed by Bucces, hopefully they are impressed by Elon's rockets being reusable, lowering the cost of taking freight to orbit by two orders of magnitude. Finding out that Texas has mega amounts of wind power and that solar is being installed everywhere. Europe is discovering that Elon's FSD is next level and that EVs are cheap to operate. Iran is finding out what happens when you didn't have the right to bear arms. Oh, you didn't mention that has prices are super high. I have a Tesla, so I don't worry about it. We have things to be proud of and it's NOT bucees and the Waffle house, ask RFK.
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gcaussade
gcaussade@gcaussade·
I've been to the largest buc-ee's and there are a few competitors that are in the Midwest, I live in St Louis full time. I don't doubt the articles are focused on some specific instances, if you're going to compare small towns in Europe compared to the United States, good luck. United States small towns are basically often third world. You should know that. Of course it depends exactly on the state but many have almost no health care at this point, the poverty rate is astronomical in many of the area. We have many tribes that have 70% unemployment. There are hundreds of tribes in the United States still. And I do work with some of the wealthy ones as well. The inner cities are a disaster that's true mostly and I agree that the Democrats haven't been very helpful at all. St Louis is a fantastic example. And Americans are actually even worse than they think in my opinion. They are ridiculously uneducated sadly. Europe is starting to go that way because they are copying us, but the obesity in the United States is ridiculous. Buc-ee's and the other ones were mentioning are perfect examples of junk food organizations and you're proud of that? That's exactly the problem with America. Drive around in Europe and you're in the small towns and you'll find one gorgeous spot after another. We have our own beauty there's no doubt about it it's a big country. And a huge amount of Europeans visit the United States of course now they don't they can't stand Trump. Any makes it difficult on the other hand there's a lot of denial in the United States on how much support Trump has in Europe. People are concerned about immigration in Europe. I guess we'll just have to agree to disagree. Sounds like a lot of propaganda for some crap organizations if that's the best we can offer that people are impressed about it's a really sad state of affairs in the United States
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gcaussade รีทวีตแล้ว
Freedom From Within
Not speaking for the 3rd one but Buc-ees is cool and so is the Awful Waffle. I think what has impressed the Europeans so much is that the terrible lies that have been spread about Americans, ugly and otherwise aren’t true for most of America. They’ve also been led to believe that all of America is full of dangerous gangs and shootings. That is mostly the ones led by Democrats. Furthermore, if you travel back and forth, you know that most European towns outside the large capitols, are decades behind American ones.
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gcaussade
gcaussade@gcaussade·
Excellent post. I saw this a lot in Saudi Arabia when there would be billionaires sitting next to me and they just felt poor because there were other billionaires that had tens of billions of dollars in counter anything they were doing in a second
Eric Weinstein@ericweinstein

Fair point. I worry about this too. First: our model of “The Elite” is just wrong. There are totally different circles that barely touch each other. So no one I know knows what “The Elite” are doing. Seattle has Tech Billionaires that Barely know of the NYC financial Billionaires, let alone know them personally. Even Seattle Tech Billionaires don’t know Silicon Valley Billionaires all that well. They are mostly minding their own shops. The Scientific Elite in Cambridge Massachusetts don’t know the Science Policy Elite representing them in Washington DC/N. Virginia AT ALL and are always shocked when I tell them what is being done in their name. The Scientific Elite in Biology don’t know the Scientific Elite in Physics. The retail elite don’t hang out with the pharma elite or big food elite except by accident or some bottleneck like fundraising, vacationing, schools, collecting, etc. So there is no “The Elite”. —————- Next once you understand that there is no “The Elite”, the next thing you learn is that Elite Circles worry about each other a lot. I know a lot of wealthy/powerful people terrified of Bill Gates. “What is he doing with global health and vaccines?? Why is he buying farmland?? What is he plotting??” So that’s definitely a thing. The Elite circles fear each other because they compete mostly with each other. Not you or me. ————— Next: Are the elite circles preparing for doomsday? Some are. Some aren’t. Most that I know, aren’t prepping. Most who are have very silly plans. 6 months of canned goods, a few deisel generators and 2 Ex-special forces guys in a luxury bunker on 7500 acres in Wyoming that you brag about, are not going to get you far in a post apocalyptic world. Call it a hunch. A small number have rather more serious plans. But it cuts into their usable wealth and time. So it’s not a slam dunk that it is a good idea to try to outlive a major pandemic or nuclear war. —— Last: the Elite don’t always know they are the Elite. I have been at tables with several Billionaires where they complain about the Rich and Powerful. No one feels all that powerful at the moment. Everyone I know is subject to being sued, blindsided, betrayed, ignored, sidelined, outplayed, divorced, humiliated, smeared in the press or made the target of an online lynch mob. ——- So, to sum it up. There is no widespread doomsday event known generally to “The Elite” but not the public of which I am aware. Believe me. You’d know. Many of them would have told you…and they are worried just as you are. I didn’t know all that many powerful people for most of my life. What I have learned in the last 20 years of having met a few: Wealth and Success changes a lot, but much much much less than you’d think. No one feels all that powerful. We are still all just slobs with family issues trying to get from A to B and have a few laughs with our loved ones before it’s all over. Sorry. Maybe there is a level above this, but I sure haven’t seen it.

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John Kevin Fabiani
John Kevin Fabiani@FabianiKevin·
@DrNeilStone "It came - briefly - only for it to be abandoned" When has anyone bombed where you live and you considered it "help"?
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Neil Stone
Neil Stone@DrNeilStone·
Imagine what it's like for the Iranian people Brutalised for 47 years Rose up in rebellion and slaughtered for it Told help was on the way It came - briefly - only for it to be abandoned Now watching the US make a deal with their killers as the world forgets them
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gcaussade
gcaussade@gcaussade·
Are you serious? When I visit Europe it's mostly extremely safe. And the police aren't terrified of getting shot by everyone so they're not super paranoid. Here in the United States everyone is on edge all the time. The police is hypervigilant you don't know if you're going to get shot by them. I'd hate to be a police officer in the US. It's true I live in one of the safest neighborhoods in the United States according to the statistics. But random violence is rampant not far away
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Professor_Goat
Professor_Goat@Professor_Goat_·
its the fact that i can walk my street at night, safely. that my fucking wife can walk around without being violently RAPED by a migrant, then the entire establishment works against her to protect the fucking migrants. america is what europe USE to be. america is still striving towards the dream. yall forgot it.
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gcaussade
gcaussade@gcaussade·
Yeah I'm having a hard time believing Europeans are so stupid they think Roadhouse buc-ee's and waffle House are cool LOL. I'm half European and go back and forth. Europe definitely has its challenges but they also have plenty of modern amenities of course. It is true that part of the issue in Europe is that it's just become one big museum.
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...
...@MonchitoPelu·
@TheEconomist so much affluence near Buc-cees, Waffle House and Texas Roadhouse GTFOH You people are a rage baiting joke
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gcaussade
gcaussade@gcaussade·
The European Union is still very new. Think of each country as a state. If you combine them it's about $22 trillion dollars. They definitely have issues. The US system is simply better for entrepreneurs. But, that's not necessarily a good lifestyle. It's brutal. We have our own problems. Our healthcare system is simply broken it's just too much of the GDP and going up.
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Richie Matthews
Richie Matthews@XRichieMatthews·
@TheEconomist When exactly was any country in Europe a peer of the United States? For the past 80 years, the American economy has averaged 47 times the size of the average European country’s economy. We have a $30 trillion GDP.
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Ethan Baron
Ethan Baron@ethan53896137·
@SchmidhuberAI Bro honestly you've got to get yourself together More lifting less bitching if you may
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Jürgen Schmidhuber
Jürgen Schmidhuber@SchmidhuberAI·
Some still don't know: Google's 2017 normalized quadratic Transformer [TR1] is based on the principles of the 1991 unnormalized linear Transformer [ULTRA]. In 1991, KEY/VALUE was called FROM/TO. ULTRA’s computational costs scale linearly in input size, rather than quadratically! The 1993 paper on a recurrent ULTRA extension [FWP2] introduced the attention terminology: learning "internal spotlights of attention" by gradient descent. See the T in ChatGPT! Details and references: people.idsia.ch/~juergen/1991-…
Jürgen Schmidhuber tweet media
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gcaussade รีทวีตแล้ว
Mario Nawfal
Mario Nawfal@MarioNawfal·
🇺🇸 An AI broke into nearly every NSA system And it was a test. The NSA basically hired the AI to try breaking in, and it walked right through. The AI is Anthropic's model, Mythos, and it got into almost all of the government's most secret networks in hours, not weeks. Senator Mark Warner raised it in a hearing to make a bigger point. Warner: "…Mythos, thank God it was Anthropic. When the head of the NSA and Cyber Command came and said, 'This tool broke into almost all of our classified systems, not in weeks, but in hours'…" His point is simple. We got lucky a responsible company built this. If a shadier outfit had a tool this strong, just trusting them to grade their own homework wouldn't cut it. So he wants independent testing made mandatory, and done in weeks, not months. Strip the drama and the real story is this: AI is now powerful enough to be a national security problem, and what kept those secrets safe was a company choosing to play straight. Source: Economist / Writer: Daniyal
Mario Nawfal tweet mediaMario Nawfal tweet mediaMario Nawfal tweet media
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ThisGirl
ThisGirl@Sooner_Bred13·
@amjadt25 750 officials dead, AirForce gone, navy gone, US controls the straight…and they’ve got the upper hand bc optics?
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Amjad Taha أمجد طه
This was humiliation. No one in modern history has made America wait and beg for negotiations. This was the moment JD Vance should have returned to Washington. The Islamic regime did this on purpose. Trump, if you don't understand politics, you should at least understand protocol. The visuals from Switzerland: • The U.S. delegation entered well before the Iranians. In diplomacy, the side with leverage doesn't wait in the room. You claim to be leading and winning, yet you arrived first. First mistake. • Ghalibaf did not enter while the press was inside. JD Vance did. Another mistake. It looked as though you didn't just abandon allies, including Israel, you also diminished America's image by ignoring basic diplomatic protocol. • The Iranian foreign minister entered last and refused to shake hands. We didn't need photographs to tell us who looked confident and who looked desperate, but these images made it easy for the world to draw its own conclusions.
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