Criticaster retweetet
Criticaster
6K posts


@craigzLiszt So you really don't want them talking to each other?
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Everywhere online there are videos thrown at you about how to make money. Investments, stocks, crypto, equity, broad market, assets, muLtiPle sTreAms etc
Is it so bad that I don't care about making loads of money? I just want enough for food and shelter and to be able treat myself every now and again. This shouldn't be too much to ask, or too absurd and unambitious?
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Criticaster retweetet

At this point, it's more worrying that the U.S has nukes than Iran.
A madman is openly threatening to bomb a nation back to the Stone Age and pin drop silence from global leaders on this. Hello? Anybody?
Aaron Rupar@atrupar
Trump: "We're giving them until tomorrow at 8 o'clock. And after that, they're gonna have no bridges, no power plants -- stone ages, yeah. Stone ages."
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@aiunocs @rickasaurus Seen this, pretty poor show tbh (I own an LG keyboard and mouse). Give me an open standard, a whole set of peripheral support and a large desk pad with multiple charging zones.
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@CriticasterUK I feel like it started up again when Anna was seen in The Last Of Us lol it all went uphill from there… but now it’s even more I’m so happy haha
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@kellabyte It's so dumb, logs are meant to be low cost, low effort and low maintenance. Structured logging throws that all away for a small amount of of additional context that could be inferred indirectly if the tooling was improved.
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@WW3finalboss Yes, lets call this super country The Greater United Kingdoms.
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Criticaster retweetet

So let me get this straight, I go to the grocery store and buy … a pound of sliced turkey in a plastic bag, a loaf of bread in a plastic bag, a gallon of milk in a plastic jug, a pack of napkins in plastic wrap, a store-made salad in a plastic tub, a plastic bottle of mustard and ketchup, but they won't give me a plastic bag to carry it home because the plastic bag is bad for the environment? 🙄😂
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@DrEilidhMaria Yes, it's shockingly bad how low doctors are paid given the amount of responsibility they have to shoulder.
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Criticaster retweetet

🚨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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@enjojoyy I try to be the best that I can be. If I get rewarded for it, so be it.
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