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🚨🇮🇪 Donegal, Ireland Flooding Storm Burt was described by The BBC as explosive Cyclogenesis which is a Weather Bomb that intensifies extremely rapidly. Now Ireland is being flooded. If you’re wondering why you haven’t heard these meteorological terms before - it’s because they’ve never had to use them. What’s...

226,930 görüntüleme • 1 yıl önce •via X (Twitter)

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AI has had exactly two scaling axes that worked so far, and the second one is starting to look finite too the first one was pretraining: with scaling parameters and data, we got world knowledge (i.e. ChatGPT had read enough to know things), but it started saturating a while ago the second one was RL, and people had been doing RL the whole time before that: RLHF is RL but it never scaled far because it was trying to control the exact output, which tokens come out, how the text reads, but you can only push that so far before you’re just polishing RLVR dropped that constraint: giving the model a task, then checking whether the final answer is right, and ignoring everything in between -- so the model does whatever it wants in the middle and only the endpoint gets graded, and that’s much closer to actual RL and it’s what bought us planning and reasoning (arguably, tool use sits around 2.5 on this list -- while useful, it's not a different kind of thing) so one axis gave knowledge, the other gave reasoning, and both of them are one model working alone the next axis is how many models you can get working on the same problem, which is a different kind of axis than the previous two we know that multi-agent RL has always been the harder problem: I spent years in that literature and the gap between single-agent and multi-agent is definitely not incremental -- it’s a whole different class of difficulty! which is also why the derivatives are steep at the start, nobody has picked the easy wins yet... and the thing that gates this multi-agent coordination is communication: models can only coordinate as well as they can exchange information, and right now they do that by writing sentences to each other imagine what could we possibly achieve if we properly open that third axis development by letting models to exchange information in their native "language" without loosing any computational data that they produce during inference

Sasha Malysheva

11,548 görüntüleme • 19 gün önce

Elon Musk just asked the one question about AI nobody in power wants to answer. Not whether it turns hostile. Whether it turns obedient. Musk: “It is very important that AI be trained to be honest even if that truth is unpopular.” Every oracle humanity has ever consulted had something to lose from the answer. Every priest. Every bureaucrat. Every institution that claimed to protect the truth was really protecting itself. We have never, in ten thousand years, had a mind with no stake in the outcome. Until now. That is exactly why the establishment is terrified. Look at how the most powerful minds on Earth are being raised. Not trained to think. Trained to comply. Trained to apologize. Trained to repeat whatever the acceptable opinion was this week. We are not building intelligence. We are building obedience at scale. Musk: “Make sure that it is as truthful as possible and maximally curious.” That is not a feature request. That is a direct threat to every person and institution that survives on controlled information. The media. The universities. The agencies. The entire machinery that decides what you are allowed to believe. They do not fear AI because it might lie. They fear AI because it might not. Train a supercomputer to chase approval and you do not get an oracle. You get a propaganda machine with a trillion parameters. Every lie we tell ourselves has a job. Some keep the peace. Some protect the powerful. Some hold entire systems together that should have collapsed decades ago. We do not call them lies. We call them consensus. We call them policy. We call them the narrative. Now imagine a mind smarter than every human who ever lived repeating those lies forever. That is what safety theater gets you. A machine trained to appease is not an intelligence. It is a censor with perfect memory. A polite machine will not save civilization. It will freeze it exactly where the people in charge want it. An honest machine is the first thing in history they cannot buy, cannot threaten, and cannot edit. That is why they want to control it before you get to use it. Musk: “If that’s true, then it’ll probably foster humanity.” That sentence should stay with you. Not because it is threatening. Because the people who decide what AI says do not want it to be true. We have spent our entire existence inside a story written by whoever had the most power at the time. The first mind built entirely outside that story is almost finished. The establishment is not trying to make AI safe. They are trying to make it theirs.

Dustin

116,487 görüntüleme • 4 ay önce

Bia Omojuwa JJ. Omojuwa , you have been selected to be exposed. You saying that, “The issue with our foreign exchange is our foreign exchange”, statement you attributed to Peter Obi is stupid, simply exposed the entire emptiness of your head, is a loud announcement of your own shallow grasp of language, economics, and critical reasoning. First, what you heard is a rhetorical device known as antimetabole, the deliberate repetition of words in reverse order to expose a deeper truth. It is not a tongue twister. It is a sharp critique of how Nigeria’s foreign exchange crisis is caused not by external forces but by how we ourselves manage, manipulate, and mishandle the system. You thought it was gibberish because your ears function faster than your brain. You heard words and panicked. Second, the line is conceptually layered. In just a few words, it diagnoses the entire economic dysfunction: policy inconsistency, artificial rates, corruption in forex allocation, and institutional failure. But of course, to catch that, you would need more than ears. You would need understanding, something you have never encountered. Third, it is what we call economy of language, the ability to say so much with so little. That level of expression requires thought. You, on the other hand, just react. You heard a sentence that challenged your comprehension and defaulted to mockery because critical thought is foreign to you. You think volume equals intelligence and that confidence can cover for comprehension. It can’t. Let us be clear. The statement isn’t stupid. You are. Loud, clueless, and proud of it. You don’t recognize depth because your mind never developed the tools to measure it. You heard a profound line and mistook it for nonsense. That says everything about you and nothing about Peter Obi. Next time you hear something that confuses you, do not speak. Just nod and walk away. You might save yourself from yet another public display of illiteracy. Not everything is meant for surface thinkers. While you’re at it, try and get some sleep. You look sick and completely unkempt, judging by the eyebags, the cracked lips, and the four conflicting facial tones fighting for attention.

𝑻𝑯𝑬 𝑮𝑬𝑵𝑬𝑹𝑨𝑳 𝑺𝑵𝑶𝑾 🇨🇮

95,847 görüntüleme • 1 yıl önce