E. Scott Klein

Global HR Practitioner, Solution Architect and HCM Cloud Evangelist, Husband, Pet Lover and Cat Rescuer. Views are my own.

[E. Scott Klein @EScottKlein]

@stephenacton7 @therichnate Prepare well. The body count is higher in the summer than the winter. Many people die of exposure.

[E. Scott Klein @EScottKlein]

@HumanityChad The little fluff is going to have a good life.

[E. Scott Klein @EScottKlein]

@EmilySm43 Thank goodness for that!

[E. Scott Klein @EScottKlein]

@alt_w_v_g

[E. Scott Klein @EScottKlein]

@JackieforSC Posting for wider viewership.

[Erich Hartmann @erichhartmann]

South Carolina redistricting is a big deal. But there's an even bigger issue that's about to bankrupt our State:

The Cheat Code that allows huge apartment developments to claim ZERO TAXES forever.

"The dumbest law we've ever seen"

And we have just ~4 days to repeal it.
🧵 1/

[E. Scott Klein @EScottKlein]

Ribeye!

[ElkinsCattleCo @ElkinsCattleCo]

X family: We’re GIVING AWAY a full beef box this weekend!!!

USDA prime, grass-fed & finished, dry-aged beef— raised right here in Lampasas, Texas

What’s included:
– 2 ribeyes
– 2 flat irons
– 8 wagyu burger patties
– 2 lb ground beef
– king sized picanha
– cross cut bone-in short ribs

We’ll ship it straight to your door!!

to enter:
• follow @ElkinsCattleCo
• repost this
• comment your all-time favorite beef cut

must be in the U.S. (AK/HI not included)

Winner announced monday 04/27 at noon CT
ships out Tuesday 04/28

1 winner will be announced + DM’d from this account only. Good luck! 🙏🥩🇺🇸

[Mike Nejat @mikenigel0000]

@AlinejadMasih @potus
@marcorubio
@JDVance
#IranMassacre‌
#DigitalBlackOutIran‌
#KingRezaPahlavi‌

[E. Scott Klein @EScottKlein]

@byteofari 10. Ravishing.

[E. Scott Klein @EScottKlein]

@0xlordmicky To live a noble life.

[Brivael Le Pogam @brivael]

Milton Friedman (prix nobel d'économie) a dit un truc il y a 50 ans qui est encore plus vrai aujourd'hui. Et quasiment personne ne le comprend.

🧵

On lui pose la question : "Sans régulation sur les médicaments, des gens pourraient mourir en prenant des produits dangereux. Vous ne trouvez pas ça grave ?"

Sa réponse est un des retournements logiques les plus brillants de l'histoire de l'économie.

Oui, dit Friedman. Un médicament non régulé peut tuer des gens. C'est visible. C'est dans les journaux. C'est un scandale. Tout le monde le voit.

Mais ce que personne ne voit, c'est les gens qui meurent parce qu'un médicament qui aurait pu les sauver a été bloqué pendant 10 ans par le processus de régulation. Ce mort là, personne ne le compte. Personne ne fait sa une. Personne ne connaît son nom. Parce qu'il est mort de l'absence de quelque chose qui n'a jamais existé.

C'est l'asymétrie fondamentale de la régulation.

Le régulateur a deux types d'erreurs possibles. Erreur 1 : approuver un médicament dangereux. Résultat : scandale public, procès, le régulateur perd son poste. Erreur 2 : bloquer un médicament qui aurait sauvé des vies. Résultat : rien. Personne ne sait. Personne ne proteste. Les morts silencieux n'ont pas de porte-parole.

Du coup, le régulateur rationnel optimise pour éviter l'erreur 1. Toujours. Il rajoute des études. Des phases. Des comités. Des délais. Chaque couche de "sécurité" supplémentaire le protège, lui, au détriment des patients qui attendent.

Friedman estimait que la FDA avait probablement tué plus de gens en retardant des bons médicaments qu'elle n'en avait sauvé en bloquant des mauvais. C'est impossible à prouver précisément. Mais la logique est imparable.

Un exemple concret. Le bêta-bloquant Propranolol était disponible en Europe des années avant d'être approuvé aux États-Unis. Pendant ces années, des Américains mouraient de crises cardiaques qui auraient pu être évitées. Combien ? On ne le saura jamais. Parce qu'on ne compte pas les morts de l'inaction.

C'est le même principe partout. Pas que dans la médecine.

En France, les taxis autonomes sont bloqués par la régulation. Chaque année de retard, ce sont des accidents de la route qui auraient pu être évités. Mais personne ne compte ces morts là. On compte uniquement le premier accident d'un taxi autonome, qui fera la une de tous les journaux.

L'IA dans la médecine est ralentie par des processus d'approbation qui prennent des années. Des diagnostics qui pourraient être faits en secondes par un algorithme attendent des validations pendant que des patients attendent des mois pour un rendez-vous.

Le nucléaire a été bloqué pendant des décennies par la peur. Combien de gens sont morts de la pollution des centrales à charbon qui ont tourné à la place ? Personne ne les compte.

Le pattern est toujours le même. On voit le risque de l'action. On ne voit jamais le risque de l'inaction. Et comme le risque de l'inaction est invisible, le régulateur choisit toujours l'inaction. Parce que l'inaction ne produit pas de scandale.

Friedman résumait ça en une phrase : "Les gens qui ont été sauvés par la FDA sont visibles. Les gens qui sont morts à cause des retards de la FDA sont invisibles. Et dans une démocratie, le visible gagne toujours contre l'invisible."

La prochaine fois que quelqu'un vous dit "il faut plus de régulation pour protéger les gens", posez une seule question : combien de gens meurent en attendant que la régulation les autorise à vivre ?

La réponse est toujours plus grande que ce qu'on imagine. Mais personne ne la calcule. Parce que les morts de l'inaction n'ont pas de visage.

[Nav Toor @heynavtoor]

🚨SHOCKING: Apple just proved that AI models cannot do math. Not advanced math. Grade school math. The kind a 10-year-old solves.

And the way they proved it is devastating.

Apple researchers took the most popular math benchmark in AI — GSM8K, a set of grade-school math problems — and made one change. They swapped the numbers. Same problem. Same logic. Same steps. Different numbers.

Every model's performance dropped. Every single one. 25 state-of-the-art models tested.

But that wasn't the real experiment.

The real experiment broke everything.

They added one sentence to a math problem. One sentence that is completely irrelevant to the answer. It has nothing to do with the math. A human would read it and ignore it instantly.

Here's the actual example from the paper:

"Oliver picks 44 kiwis on Friday. Then he picks 58 kiwis on Saturday. On Sunday, he picks double the number of kiwis he did on Friday, but five of them were a bit smaller than average. How many kiwis does Oliver have?"

The correct answer is 190. The size of the kiwis has nothing to do with the count.

A 10-year-old would ignore "five of them were a bit smaller" because it's obviously irrelevant. It doesn't change how many kiwis there are.

But o1-mini, OpenAI's reasoning model, subtracted 5. It got 185.

Llama did the same thing. Subtracted 5. Got 185.

They didn't reason through the problem. They saw the number 5, saw a sentence that sounded like it mattered, and blindly turned it into a subtraction.

The models do not understand what subtraction means. They see a pattern that looks like subtraction and apply it. That is all.

Apple tested this across all models. They call the dataset "GSM-NoOp" — as in, the added clause is a no-operation. It does nothing. It changes nothing.

The results are catastrophic.

Phi-3-mini dropped over 65%. More than half of its "math ability" vanished from one irrelevant sentence.

GPT-4o dropped from 94.9% to 63.1%.

o1-mini dropped from 94.5% to 66.0%.

o1-preview, OpenAI's most advanced reasoning model at the time, dropped from 92.7% to 77.4%.

Even giving the models 8 examples of the exact same question beforehand, with the correct solution shown each time, barely helped. The models still fell for the irrelevant clause.

This means it's not a prompting problem. It's not a context problem. It's structural.

The Apple researchers also found that models convert words into math operations without understanding what those words mean. They see the word "discount" and multiply. They see a number near the word "smaller" and subtract. Regardless of whether it makes any sense.

The paper's exact words: "current LLMs are not capable of genuine logical reasoning; instead, they attempt to replicate the reasoning steps observed in their training data."

And: "LLMs likely perform a form of probabilistic pattern-matching and searching to find closest seen data during training without proper understanding of concepts."

They also tested what happens when you increase the number of steps in a problem. Performance didn't just decrease. The rate of decrease accelerated. Adding two extra clauses to a problem dropped Gemma2-9b from 84.4% to 41.8%. Phi-3.5-mini from 87.6% to 44.8%. The more thinking required, the more the models collapse.

A real reasoner would slow down and work through it. These models don't slow down. They pattern-match. And when the pattern becomes complex enough, they crash.

This paper was published at ICLR 2025, one of the most prestigious AI conferences in the world.

You are using AI to help you make financial decisions. To check legal documents. To solve problems at work. To help your children with homework. And Apple just proved that the AI is not thinking about any of it. It is pattern matching. And the moment something unexpected shows up in your question, it breaks. It does not tell you it broke. It just quietly gives you the wrong answer with full confidence.

[E. Scott Klein @EScottKlein]

My father, a WWII vet (Army), held the medics and corpsmen, in the highest regard. As he told me, "When a soldier needed help, those guys ran into places where angels fear to tread."

[John Ʌ Konrad V @johnkonrad]

This is why Americans are the deadliest fighters on earth.

I met a priest yesterday who just got accepted to chaplain school in Newport. I asked him the obvious question: Marines or Navy?

Navy, he said. His face fell a little. He told me he could never be a Marine because every Marine is a rifleman, and as a priest he can’t carry a weapon.

He’s hoping to get assigned to a Marine unit anyway. All chaplains are Navy officers, so that’s the only door in.

I laughed. I feel a little bad about that.

Then I explained to him what “Devil Doc” means. The Marine Corps doesn’t have medics. They use Navy Corpsmen.

I told him: when you get out to the fleet, find a Marine sergeant with a couple of Purple Hearts and tell him Devil Docs “aren’t real Marines.”

Be prepared to duck.

Marines are violently particular about who gets to wear their uniform. Navy Corpsmen and Navy chaplains who have eaten dirt alongside them in combat qualify. Full stop.

My dad was Air Force. Not even Navy. I remember going to VFW halls with him as a kid. Someone would ask him what service, he’d say Air Force, and the room would chuckle a little. Then they’d find out he was a medic, and the air in the room changed. Something close to reverence.

Dad hated being honored. He had one line he used to deflect it:

“I didn’t do much. Save your praise for my cousin the PJ.”

That always broke the ice.

PJs are the Air Force special operators who go into hell to pull downed pilots out.

They will take casualties and are prepared to die to rescue a single pilot or crewman.

The math doesn’t math out. Why would any combat force take multiple casualties to rescue one air force jet jockey?

What the padre is about to learn is that the military has a hierarchy that has nothing to do with rank, and nothing to do with the service stitched on your chest.

Have you deployed?

Have you seen combat?

In every firefight there are men who move toward the guns and men who hang back. And when the guy at the tip of the spear is pinned down, bleeding, with rounds cracking past his head, there is exactly one word he screams into the radio.

“Medic.”

Here is the catch, and it is the whole reason America fights the way America fights.

That Marine is willing to push forward into fire BECAUSE he knows the Corpsman is coming. He knows the medevac birds will land in the hot LZ.

He knows the Devil Doc will drag him out by his plate carrier if it comes to that.

And, if the medic can’t help, if he has what Dad called “injuries incompatible with life,” he knows that chaplain will crawl on his belly to administer last rights and deliver him to heaven.

The F-15 pilot punching out over enemy territory knows the same thing. He knows the PJs will move heaven and earth to reach him, and turn whatever is shooting at him into a smoking crater of hell on earth on the way in.

This is the quiet math underneath American violence.

Our warriors are the fiercest on earth not because they are more aggressive, not just because they are better trained, or better equipped, though they are all of those things. They are the fiercest because they know, in their bones, that when they key the mic and call for help, help is coming in hot.

Take that away, and you don’t have the U.S. military anymore. You have a security force.

[E. Scott Klein @EScottKlein]

@SamaHoole My father had numerous memory issues while he was on statins. Eventually we removed them from his regimen and a lot of his sharpness returned. WWII vet who lived to 94, memory and wits intact.

[The Redheaded libertarian @TRHLofficial]

I see we are arguing the responsibility of who killed Christ on Easter. How very social media.

The Supreme Jewish Council led by Caiaphas convicted Christ of blasphemy, in the dead of night, at trial which violated Jewish law 6 ways to Sunday.

The high priest Caiaphas, knowing he had no authority to kill Jesus, convinced Pilate to try Jesus for treason. “He makes himself a king”.

Pilate said repeatedly, “this man has committed no crime.” and tried to hand Christ off to Herod. He then tried to satiate the mob that had formed with a flogging. The mob, stirred up by the chief priests and elders, demanded crucifixion in exchange for Barabbas the thief, and finally Pilate washed his hands of it.

The high priests facilitated the death of Christ. Fact.

The Romans carried it out by law. Fact.

The pitchfork mob, insisted on all of it, cheered it on, and mocked Him. Fact,

It was a dark day, no one wants “their team” to be responsible for killing the Son of God, however it was also predestined that Jesus die to atone for the sins of believers so that we may have eternal life.

Today we celebrate Easter and because everyone, Jew and gentile, played their role, He is Risen.

[John Ʌ Konrad V @johnkonrad]

NATO is in far bigger danger than anyone realizes. And the reason has nothing to do with defense budgets.

The real danger is psychological. It’s cultural.

Europeans didn’t just free-ride on American security for 80 years. They built an entire identity around the idea that they evolved past the Americans protecting them.

That identity is now the single biggest obstacle to Western survival. And the darkest irony is: we helped build it.
After World War II, Europe wasn’t just economically shattered. Its culture was in ruins. The cities, the universities, the concert halls, the museums. Rubble.

The Marshall Plan rebuilt the economy. But culture wasn’t a priority. Not at first.
Then the Iron Curtain dropped. And suddenly culture became a weapon.

American diplomats, academics, artists & scholars flooded Western Europe. We funded their universities. Supported their orchestras. Rebuilt their museums. Promoted their intellectual life.
Not because European culture needed saving for its own sake.

Because Eastern Europeans were struggling for Maslow’s mist basic needs.

We needed the view from the other side of that Wall to be intoxicating.

So America built Western Europe into a showcase of self-actualization. Art. Philosophy. Cafe culture. Long vacations. Universities where people studied literature instead of surviving.
We were manufacturing jealousy.

And it worked. The Wall came down.

But here’s what no one accounted for.

When you give a society self-actualization on someone else’s tab long enough, they forget it was a gift. They start believing it was organically theirs.

And when they look at the country that funded it all, a country busy building aircraft carriers and semiconductor fabs and shale fields instead of reaching the Maslow’s pinnacle.

An overweight American in a ball cap who can’t tell Monet from Pissarro. Who eats fast food. Who drives a truck. Who builds strip malls instead of piazzas.

And to a culture trained in aesthetics but stripped of strategic awareness, that American looks uncivilized.

So the arrogance takes root. And once a culture decides another is beneath them, they stop listening.

Americans say wars are sometimes necessary: crude.

Oil is the backbone of prosperity: unsophisticated.

Kids build companies in garages that reshape the planet: crass.

Wall Street finances the global economy: vulgar.

Europe has no world-class technology sector. No military capable of strong defense. No energy independence. No AI capacity.

What Europe has is culture. The culture we paid for at the expense of us reaching Maslow’s pinnacle.

For decades that was fine. We funded the museums, protected the sea lanes, and tolerated the sneering because the arrangement worked.

Then Europeans stopped keeping the contempt private. They started saying it to our faces. In their media. In their parliaments. At every international forum. “Americans are stupid.

Americans are violent. Americans are a threat to democracy.”

We could have moved the Louvre to NY. We could have built a Venice here. We could have stolen your best artists, designers, philosophers and more… like your conquering armies did for centuries.

Instead we funded them. And all we asked for in return was to let us visit.

You don’t have the military to defend your borders. You don’t have the technology to compete. You don’t have the energy to heat your homes without begging dictators.

What you have is an 80-year superiority complex FUNDED BY AMERICANS, protected by American soldiers, and built on the false belief that self-actualization is civilization.

It isn’t. Civilization is the ability to sustain itself. By that measure, Europe isn’t a civilization at all. It’s a dependency with better wine.

That’s not a threat. It’s a weather report.

Build a Navy. Or don’t. But stop lecturing the people who made you “better than us”

Our “crudeness” our “stunted liberal education” our “ugly strip malls” are because we sacrificed our culture to support yours.

[E. Scott Klein @EScottKlein]

@DataRepublican @seanmdav @DataInterpretr @JoelValdezDOW Is anyone else waiting for the, "Hello Pentagon Press Corps..." post?

[E. Scott Klein @EScottKlein]

@CNviolations Bollocks

[Paul Rees. ex Rucksack. @HannahIamthest1]

EMPLOYEE NOTICE Relocated 😂😂

Due to the current financial situation caused by the present actions in Iran and impact on the economy, the Government has decided to implement a scheme to put workers of 50 years of age and above on early, mandatory retirement, thus creating jobs and reducing unemployment.

This scheme will be known as RAPE (Retire Aged People Early).

Persons selected to be RAPED can apply to the Government to be considered for the SHAFT program (Special Help After Forced Termination).

Persons who have been RAPED and SHAFTED will be reviewed under the SCREW program (System Covering Retired-Early Workers).

A person may be RAPED once, SHAFTED twice and SCREWED as many times as the Government deems appropriate.

Persons who have been RAPED could get AIDS (Additional Income for Dependents & Spouse) or HERPES (Half Earnings for Retired Personnel Early Severance).

Obviously persons who have AIDS or HERPES will not be SHAFTED or SCREWED any further by the Government.

Persons who are not RAPED and are staying on will receive as much SHIT (Special High Intensity Training) as possible. The Government has always prided themselves on the amount of SHIT they give our citizens.

Should you feel that you do not receive enough SHIT, please bring this to the attention of your TD, who has been trained to give you all the SHIT you can handle.

Sincerely,

The Committee for Economic Value of Individual Lives (E.V.I.L.)

PS - Due to American actions, recent budget cuts and the rising cost of electricity, gas and oil, as well as current market conditions, The Light at the End of the Tunnel has been turned off.

🤣🤣🤣

[Paul White Gold Eagle @PaulGoldEagle]

BREAKING NEWS: First-in-the-World IVERMECTIN, Mebendazole and Fenbendazole Protocol for CANCER has been peer-reviewed and published!

I am seeing our paper everywhere recently, the NEWS is spreading! 😃

BIG PHARMA attacked our Fenbendazole paper on three Stage 4 Cancer patients who are now Cancer Free, but it will be resubmitted and published soon!

I have been attacked recently by Canadian authorities for my revolutionary Cancer research and work, but...

a NEW FLORIDA CANCER CLINIC is coming soon!🙏

Thank you all for your ongoing support!! 😃

God Bless you all and God bless those who are fighting Cancer...

-William Makis

[E. Scott Klein @EScottKlein]

@SkyVirginSon Amen!