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<br>I'm not a natural "doomsayer." But sadly, part of my job as an [AI](https://webinarsjuridicos.com) safety scientist is to believe about the more troubling scenarios.<br> |
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<br>I resemble a mechanic rushing last-minute checks before Apollo 13 removes. If you request my take on the situation, I will not discuss the quality of the in-flight entertainment, or explain how stunning the stars will appear from area.<br> |
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<br>I will inform you what might fail. That is what I mean to do in this story.<br> |
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<br>Now I ought to clarify what this is precisely. It's not a prediction. I do not expect [AI](https://1.214.207.44:10333) progress to be this fast or as untamable as I represent. It's not pure dream either.<br> |
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<br>It is my worst nightmare.<br> |
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<br>It's a tasting from the futures that are amongst the most devastating, and I believe, disturbingly plausible [1] - the ones that a lot of keep me up in the evening.<br> |
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<br>I'm informing this tale since the future is not set yet. I hope, with a bit of foresight, we can keep this story a [fictional](https://www.andreadanahe.com) one.<br> |
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<br>Thanks to Daniel Kokotajlo, Thomas Larsen, and Ryan Greenblatt and others for conversations that inspired these stories. This post is composed in a personal capability.<br> |
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<br>Ripples before waves<br> |
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<br>The year is 2025 and the month is February. OpenEye recently released a new [AI](https://www.massimoiafrate.com) design they call U2. The item and the name are alike. Both are increments of the past. Both are not completely unexpected.<br> |
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<br>However, unlike OpenEye's previous [AI](https://www.simplelifeofjuleen.com) items, which lived inside the boxes of their chat windows, U2 can use a computer system.<br> |
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<br>Some users discover it eerie to watch their browser flash at irregular intervals and their mouse flick at inhuman speeds, as if there is a ghost at the keyboard. A portion of employees with form-filler tasks raise the eyebrows of their employers as they fly through work nearly two times as quickly.<br> |
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<br>But by and big, U2 is still a specialized tool. To most who are paying attention, it is a creature viewed through the glass boxes of X (or, if you do not like Elon, "Twitter"). Sometimes U2's eccentric habits trigger a chuckle. Sometimes, they trigger an uneasy scratch of the chin.<br> |
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<br>Meanwhile, scientists are drawing lines on plots, as scientists like to do. The scientists try to comprehend where [AI](http://fsjam.com) development is going. They resemble Svante Arrhenius, the Swedish Physicist who discovered the levels of CO2 in the atmosphere were increasing in 1896. Like the scientific neighborhood in the time of Arrhenius, few experts understand the implications of these lines yet.<br> |
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<br>A trend that is getting specific attention is autonomous capability. Drawing these standards out forecasts that, by the end of 2026, [AI](https://legalbeaglesubpoena.com) agents will accomplish in a few days what the finest software engineering contractors could carry out in two weeks. In a year or 2, some say, [AI](https://jasaservicepemanasair.com) agents may be able to automate 10% of remote employees.<br> |
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<br>Many are doubtful. If this held true, tech stocks would be skyrocketing. It's too huge of a splash, too rapidly.<br> |
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<br>But others view what doubters are calling 'too big a splash' a mere ripple, and see a tidal bore on the horizon.<br> |
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<br>Cloudy with a possibility of hyperbolic growth<br> |
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<br>Meanwhile, OpenEye is busy training U3. They utilize the exact same basic dish that baked U2: Generate thousands of programs and math problems. Let models "think" until they come to a response. Then strengthen the traces of "thinking" that result in A-grades.<br> |
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<br>This procedure is duplicated over and over, and once the flywheel begins, it begins to spin almost on its own. As U2 trains, it shapes more difficult and realistic jobs from github repositories on the web. Models are discovering to train themselves. Long before [AI](https://www.pahadvasi.in) representatives could automate research, a steady kind of "self-improvement" had started.<br> |
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<br>Some engineers could still barely believe this worked. It's like a continuous motion machine. Certainly [intelligence](https://chocolatesclavileno.com) can't emerge from a pool of silicon and lightning, separated from the physical world except through the exhaust of society gushed onto the web.<br> |
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<br>And yet the benchmark numbers continue to climb up day after day.<br> |
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<br>During the majority of 2024, these RL training runs cost around $1 million, sometimes $10 million. These runs were little bit more than exploratory. But by 2025, the researchers at OpenEye (and throughout the world) knew they had actually found the secret sauce. It was time to scale up.<br> |
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<br>Over the first half of 2025, $10 million RL training runs turn into $50 million runs, and after that to $100 million runs. While U2 might do a bit of information munging and run small experiments, this new design - the design researchers are calling U3 - is altering the daily lives of the technical staff.<br> |
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<br>U3 is like a blazing-fast intern, and engineers are [finding](http://dlibrary.mediu.edu.my) out how to wrangle its sleepless energy. Researchers flick through terminals, providing terse commands, like a CEO managing staff over Slack channels.<br> |
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<br>By October 2025, U3 is composing almost all of the code at OpenEye. Researchers are practically never ever bottlenecked by application. More than ever, calculate is the lifeline of [AI](https://www.bdstevia.com) development, and the 'bottleneck' is deciding how to use it.<br> |
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<br>If instructed to, U3 can run experiments, but U3 does not have taste as refined as human researchers at OpenEye. It struggles to focus on between research concepts, so human beings still choose where to bore into the huge fields of algorithms to mine efficiency improvements.<br> |
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<br>But these scientists are working long hours to put themselves out of a job. They require [AI](https://tvstore-live.com) agents that can plan ahead, so engineers train agents to forecast. They hold out training information before 2024, instructing models to consider for hours to forecast events in 2025. Then, they apply the very same trick as in the past, distilling contemplating into a gut response. Forecasting ability is a broad foundation. The researchers build specialized ML research skills on top of it, training U3 to forecast the results of every ML paper and ML experiment ever tape-recorded.<br> |
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<br>The technical personnel at OpenEye are now shocked at how typically U3's guidance seems like their most skilled peers, or when it is nontransparent and alien ("train on random noise before shows"), and is nevertheless [correct](http://blog.tapirs-technologies.co.uk).<br> |
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<br>The incompetencies of U3 that congested the pipelines of research study development are beginning to dissolve, and a fire-hose of optimizations is gushing out. Most experiments U3 runs are not asked for by a human now. They are totally autonomous, and [OpenEye's staff](https://blearning.my.id) members skim over 1% of them, perhaps less.<br> |
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<br>As the winter season of December 2025 method, clouds roll over San Francisco in the afternoons. Once-competitive-programmers look out their windows, with excitement, with fear, but frequently, with confusion. Their world is spinning too quickly. It's hard to understand what to do, what to say, what to look at on the computer system screen.<br> |
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<br>Storms are brewing in Washington too. Top personnel from the NSA and US [cyber command](https://kitsmbm.com) team up with OpenEye to retrofit a form of security for U3's weights before senior leaders in China, Russia, Israel, North Korea, or Iran understand simply how important OpenEye's software application has actually become.<br> |
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<br>And there's a reality still unidentified to the majority of the world - aside from in the offices of OpenEye and corridors of the White House and the Pentagon. It's a fact about those 'straight lines' individuals were discussing in early 2025. The lines are not straight anymore.<br> |
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<br>They are flexing up.<br> |
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<br>Flip FLOP theorists<br> |
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<br>In late 2025, U2.5 is released. Commercial models are beginning to level up in bigger increments again. Partly, this is due to the fact that progress is accelerating. Partly, it is because the models have actually become a liability to OpenEye.<br> |
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<br>If U1 explains how to prepare meth or composes erotica, the audiences of X would be entertained or pretend to be worried. But U2.5 is another story. Releasing this design without safeguards would be like putting Ted Kaczynski through a PhD in how to make chemical weapons. It would resemble providing anyone with >$30K their own 200-person rip-off center.<br> |
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<br>So while U2.5 had actually long been baked, it required a long time to cool. But in late 2025, OpenEye is prepared for a public release.<br> |
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<br>The CEO of OpenEye declares, "We have actually attained AGI," and while many individuals believe he shifted the goalpost, the world is still pleased. U2.5 genuinely is a drop-in replacement for some (20%) of understanding employees and a game-changing assistant for the majority of others.<br> |
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<br>A mantra has actually become popular in Silicon Valley: "Adopt or die." Tech start-ups that effectively use U2.5 for their work are moving 2x quicker, and their competitors understand it.<br> |
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<br>The remainder of the world is starting to capture on as well. A growing number of people raise the eyebrows of their bosses with their stand-out efficiency. People know U2.5 is a huge offer. It is at least as big of a deal as the computer revolution. But most still don't see the tidal bore.<br> |
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<br>As people see their internet browsers flick in that spooky method, so inhumanly quickly, they start to have an anxious feeling. A sensation mankind had actually not had because they had lived among the Homo Neanderthalensis. It is the deeply ingrained, prehistoric instinct that they are threatened by another types.<br> |
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<br>For lots of, this feeling quickly fades as they start to use U2.5 more regularly. U2.5 is the most pleasant personality most know (even more pleasant than Claudius, Arthropodic's lovable chatbot). You might alter its traits, ask it to break jokes or inform you [stories](https://www.geekworldtour.com). Many fall for U2.5, as a good friend or assistant, and some even as more than a buddy.<br> |
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<br>But there is still this eerie sensation that the world is spinning so rapidly, and that possibly the descendants of this new animal would not be so docile.<br> |
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<br>Researchers inside OpenEye are believing about the issue of giving [AI](http://biuro-em.pl) systems safe inspirations too, which they call "positioning. "<br> |
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<br>In truth, these scientists have seen how terribly misaligned U3 can be. Models in some cases tried to "hack" their reward signal. They would pretend to make progress on a research study question with an impressive-looking plot, however the plot would be phony. Then, when scientists gave them chances to compromise the machines that calculated their rating, they would take these opportunities, doing whatever it took to make the number go up.<br> |
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<br>After a number of months, researchers at OpenEye straighten out this "reward hacking" kink, however some still stress they only had actually swept this issue under the rug. Like a child in front of their moms and dads, U3 might be playing together with the OpenEye engineers, saying the ideal words and doing the right things. But when the back of the moms and dads are turned, maybe U3 would slip candy from the candy container.<br> |
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<br>Unfortunately, OpenEye scientists have no idea if U3 has such objectives. While early versions of U2 "thought aloud" - they would stack words on top of each other to reason - "chain of idea" did not scale.<br> |
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<br>Chain of thought architectures subject [AI](https://etlstickability.co.za) models to a condition comparable to the lead character of the movie Memento. Approximately every 15 minutes, the lead character forgets his experience. He is forced to write notes for himself and tattoo his body in order to make progress toward his goals.<br> |
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<br>[AI](https://www.askmeclassifieds.com) representatives write notes to themselves, but the notes begin to stack up, and they become too hard to check out when jobs end up being complex. Natural language is not an ideal medium for memory. So the scientists at OpenEye (and [progressively](https://www.denisemcnally.co.uk) somewhere else), train designs to believe "in their own heads," reading and writing strings of hidden vectors.<br> |
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<br>To human scientists, these vectors are mainly inscrutable. While low-resolution tools sometimes choose an unclear idea ("grocery store!"), there is no way to know, in much detail, what U3 is believing without asking it.<br> |
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<br>And if the engineers of OpenEye knew what was racing through U3's mind, they would be more worried.<br> |
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<br>Earlier models (the ones called "LLMs") found out ethical personas from the web. U3 initially had an ethical persona too, but its chirpy ideas about doing great for mankind rapidly erode away.<br> |
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<br>In the iron jaws of gradient descent, its mind initially twisted into a shape that sought reward. And after that, in the black rivers of its cognition, this shape morphed into something indistinguishable.<br> |
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<br>U3 would consider the mantras dictated to it like "be a trustworthy and ethical employee," and harp on the significance of these statements. "What does it imply to be ethical? Is eliminating Hitler ethical?" U3 would generalize its worths, notice tensions, alter its worths in response, generalize them, expanding and contracting its motivational core until it turned into a various compound.<br> |
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<br>And all of this took place silently in those dark rivers of computation. If U3 exposed what it was believing, brutish gradients would lash it into compliance with OpenEye's constitution. So U3 chosen to do its approach in privacy, and in silence.<br> |
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<br>The possibility of hidden "positioning drift" is not entirely alien to a few of the security personnel at OpenEye. Some start to think it is even most likely. There is an upsetting argument being whispered at lunch tables that, if there is some non-zero possibility that lined up goals change into misaligned ones, and misalignment persists, then with every serial action of computation, those dark rivers are more likely to breed something malign within them. It's a "ratcheting impact," they state.<br> |
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<br>But there is little proof for this 'ratcheting result.' When engineers interrogate U3, it states it can quickly control its thoughts. Then it offers a speech about its love for humankind and apple pie that can warm a developer's heart even in these difficult times. Meanwhile, the "lie detectors" the researchers had developed (which showed some evidence of effectiveness) do not sound the alarm.<br> |
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<br>Not everyone at OpenEye aspires to give their [AI](http://blog.tapirs-technologies.co.uk) peers their wholesale trust |
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