@heynavtoor @grok I don’t see you mentioned in that article. Would you have made the same mistake? Can you make not of this to ensure you do not?
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Jo Grace
1.2K posts
🚨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.
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Christie Laura Grace@_HeartofGrace_
🚨 Study on inhaled LNPs with a POSITIVE ZETA POTENTIAL OF 42! For those who are actually reading my tweets and learning (not just liking and retweeting): what happens again when you introduce an LNP with a large positive charge (large positive zeta potential) to the lungs? MASSIVE THROMBOSIS. They tested it in cells. They think it is fine in cells. Anyone out there want to take the inhaled covid RNA? hmmm? "Nebulised lipid–polymer hybrid nanoparticles for the delivery of a therapeutic anti-inflammatory microRNA to bronchial epithelial cells" If you are not reading, you are not learning. This is a no brainer. openres.ersjournals.com/content/5/2/00…
QME
@MidwesternDoc While you’re at it, give @MidwesternDoc a follow.
No one brings more research, clinical insight, or historical context when it comes to exposing the health myths we’ve all been fed.
This is easily one of the most valuable accounts you’ll ever follow.
--> @MidwesternDoc
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There’s a term in medicine that most doctors can’t even tell you what it means.
But it’s one of the most essential things your body needs to maintain a healthy heart.
Inside your body, there is an invisible force that keeps your blood from turning into sludge.
That force is known as “zeta potential.”
We’re taught circulation is simple: the heart pumps, and blood moves.
But when you zoom in, something else is quietly doing the heavy lifting. 🧵
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Christie Laura Grace@_HeartofGrace_
🚨 This is not going away. People have ignored the zeta potential activity on the lipid nanoparticle for far too long. Positively charged liposomes are toxic to many cells, including MACROPHAGES, and can damage the mononuclear phagocyte system, particularly macrophages and monocyte-like U937 cells. Cationic (positively charged) liposomes induce cytotoxicity (cell damage and cell death). The LNPs contain positively charged lipids. Animal studies showed injection of cationic liposomes induced hepatotoxicity (liver damage) and pro-inflammatory responses. The positive charge of the cationic liposomes correlated with increased liver enzymes in the blood and changes in body weight. Cationic liposomes were shown to affect the immune system by altering the secretion of signaling molecules important for immune defense against pathogen, meaning reduced immune system functioning. ncbi.nlm.nih.gov/pmc/articles/P…
QME
@VigilantFox x.com/_HeartofGrace_… And other threads from 2023
Christie Laura Grace@_HeartofGrace_
1/🧵PURE ZETA;PART 11: Why A POSITIVELY CHARGED (ZETA) LNP GOES RIGHT to the LUNGS, AND ENGAGES IN HYPERCOAGGULATION. And so help me Hannah if I see another doc/scientist calling themselves expert stealing my posts claiming it came from their brain on a podcast. COLLABORATE!
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@robertlufkinmd Any idea if there is still benefit to starting saunas if one is a stubborn 75 yr old male on statins for 10 yrs and 2 yrs on blood pressure meds who is now diabetic and unwilling to give up a glass of wine everyday? Asking for a friend.
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As a medical school professor, I never once prescribed "sit in a hot room" as medicine. But the data says I should have.
A 15-year study of 1,688 men and women found that sauna bathing 4-7 times per week cut cardiovascular death by 70%.
Key findings:
-- 2-3 sessions/week: 29% lower CVD mortality
-- 4-7 sessions/week: 70% lower CVD mortality
-- Dose-response was linear with no threshold
-- 45+ minutes per week gave the strongest protection
The mechanisms map directly to metabolic health:
-- Heat shock proteins rose 45%
-- Mitochondrial function improved 28%
-- Blood pressure dropped significantly
-- Arterial stiffness decreased
Your body responds to heat stress the same way it responds to exercise -- by upgrading its metabolic machinery from the inside out.
Full breakdown coming on the Health Longevity Secrets podcast.
#SaunaTherapy #CardiovascularHealth #Longevity #MetabolicHealth #Healthspan
Source: pmc.ncbi.nlm.nih.gov/articles/PMC62…
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@dsimieritsch How many degrees of separation between this network and Brookfield?
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A TV network just approached me about having my own show.
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Dr. Marian Laderoute, Ph.D. Immunology (A.R.T.)@hervk102
The mRNA gene therapy shot (at least by Pfizer-BioNTech) carries a now verified risk of integration by shedding. Shedding (bioweaponized HERV-K102 see Image 3 below) affects the unvaccinated as well as the vaccinated (but at slightly lowered risk, see Image 4). The horrific news is that shedding (Image 3) which often kills the host (irrespective of age and/or vaccination status) and which has recently been linked to myocarditis injuries: "WHAT REALLY GENERATED THE MYOCARDITIS SIGNAL? January 24, 2026. x.com/hervk102/statu…" and which is unique to the Pfizer-BioNTech LNPs related to putative spike protein contamination, carries a much higher risk of integration than presently thought because, it has now been shown that the spike mRNA is contained within the spike laden exosomes (Image 2) as depicted in Image 3 and because the HERV-K102 (protector) foamy retrovirus integration machinery has been implicated in the in vivo bladder cancer integration event that contributed to oncogensis and tumor progression (Image 1). WE MUST stop the continued onset of rapidly progressing cancers by shutting down the use of the mRNA tecnhnology for vaccination. While only 16 % of the Ottawa population got the COVID-19 booster since fall 2025, about 45% of the 65 + got the shot. And then they wonder where all the sudden deaths and cancers are coming from (eg. Catherine O'Hara died of pulmonary embolism at 71 on January 30, 2026 with colon cancer as the underlying disease.). WE MUST STOP THE SHEDDING NOW!
QME
@Fynnderella1 Question. You know I didnt take the poke but somehow have the spike. Is this why sometimes when i am around someone I feel horrible & have like an autoimmune reaction? I cant prove someone just poked themselves but at least 1x i was near an older man at the eye doc 1//
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Why is this so important?
It’s not just something that shows that the Covid shots do not prevent disease. It’s much worse. It shows that all that receive these are pathogenically primed, so when they are exposed to the mutated chimera, they experience antibody dependent enhancement. This where we find the worst outcomes. I wrote about it in Jan 2021, and the more data I look at the more it points to this phenomenon. Why it isn’t front and center is beyond me- so many supposed “experts” out there and they never mention this.
They merely mention that the infection killed them, but don’t bother stratifying those that were vaccinated first.
Mark my word- red flags everywhere on this lethal combo- and ironically, both were engineered. The real question is which came first, the chicken or the egg? 🤔
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@JazzinHockeyGrl @CartlandDavid Come on dude. You can do better than that. At least be funny.
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Save this thread.
Send it to someone on statins.
This could save a life.
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You're taking a statin.
You think you're safe.
I thought so too.
I was a professional tennis player. Ranked #117 in the world.
My cholesterol was "normal" my entire adult life.
At 52, I had a heart attack.
What I discovered next changed everything. 🧵
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@WeatherMonitors It’s not dust
It’s Iron Oxide from the tail of Nibiru
Shit is about to get very serious in coming months and government disclosure will have to happen at this point
Whether they tell the whole truth is another story!!
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The sky is turning red right now as dust storms are hitting Tabraq, Libya.
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Lithium is very underrated, but it won't be the only thing needed to get to optimal health.
If YOU want PERSONALIZED, IN DEPTH help from us with any of your health goals, schedule a free call here:
https://
go.prism.miami/consultation
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A groundbreaking new study shows that a mineral deficiency can drive Alzheimer's, and consuming it can reverse it.
(🧵1/10)
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Nobody checked my Lp(a) until AFTER my heart attack.
If you don't know your number, you're flying blind.
Get tested. Know your truth.
@MyHealthTruth
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"You can't change Lp(a). It's genetic."
Every cardiologist told me this after my heart attack.
My Lp(a) was 276. They said I'd need drugs for life.
I got it down to 52. No drugs.
Here's my chart. 🧵
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@SabinehazanMD @dockaurG @Progenabiome Two ferocious Covid Warrior Women working together. How fantastic would that be for humanity!
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An area of fascinating and emerging scientific research to watch closely in the coming years relates to the role of our microbiota (gut, mucosal, skin) and T-cell immune function.
These three recently published peer-reviewed review papers are great introductory primers to learn more:
"Role of the microbiome in regulation of the immune system: Immune health and metabolic functions are intimately connected via diet and the microbiota.. Microbes survive and thrive at the interface between the host and environment, and we are beginning to fully appreciate the importance of mucosal microbial communities for their ability to profoundly impact immune effector and regulatory networks.."
▶️sciencedirect.com/science/articl…
"Interaction Between Microbiota and Immunity - Molecular Mechanisms, Biological Functions, Diseases, and New Therapeutic Opportunities:
Furthermore, this symbiotic relationship is crucial for maintaining overall health and preventing various diseases. The microbiota–immune system contributes to immune system maturation, while the immune system selects for beneficial microbiota composition, thus enhancing our immunity. This review summarizes the molecular mechanisms and biological functions of the interaction between microbiota and immunity, offering solid evidence for the role of microbiota in immune regulation.. This microbiota–immune system is incredibly complex.. Understanding this hidden partnership between our microbes and immune system could revolutionize healthcare.."
▶️pmc.ncbi.nlm.nih.gov/articles/PMC12…
"Gut microbiota in regulatory T-cell generation and function - mechanisms and health implications:
"The establishment and maintenance of immune homeostasis rely on a dynamic, bidirectional exchange of information between commensal microorganisms and the host immune system.. The context-dependent nature of microbial effects on immune regulation necessitates personalized approaches that consider individual variations in microbiota composition, host genetics, and disease pathophysiology.."
▶️#abstract" target="_blank" rel="nofollow noopener">tandfonline.com/doi/full/10.10…
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HAPPENING NOW: A MASSIVE crowd of aprox 5 million americans have gathered across 3000 cities of US for a No Kings Day protest against Donald Trump and his actions
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@Outdoctrination How about black seed oil ? I have a congestion relief combo of organic oil, garlic oil and black seed oil. Maybe I should use it for more than just colds.
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Antibacterials for SIBO, IBS, brain fog, coated tongue (might want to bookmark this):
⬩Oregano oil
⬩Allicin (garlic/onion)
⬩Mastic gum
⬩Ginger
⬩Pau D'Arco
⬩Rosemary
⬩Thyme
⬩Activated charcoal
⬩Wormwood
⬩Camphor
⬩Carrot
⬩Berberine
⬩Vitamin D
⬩Vitamin K2
⬩Zinc
⬩Lactoferrin
⬩ Propolis
⬩ Black walnut hulls
⬩ Barberry
⬩ Grapefruit seed extract
⬩ Olive leaf extract
⬩ Clove
⬩ Quassia
⬩ Gentian root
⬩ Goldenseal
⬩ Chinese gallotannin
⬩ Coptis (Coptis chinensis)
⬩ Skullcap (Scutellaria baicalensis)
⬩ Phellodendron bark
⬩ Chinese licorice (Glycyrrhiza uralensis)
⬩ Rhizoma Zingiberis (dried ginger rhizome)
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