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Stephen Wolfram says AI won't end work, but it will make learning low-level mechanics obsolete We moved from assembler to high-level languages, removing the need for humans to understand the machine's plumbing "you don't have to go to the lower levels... it's no longer useful

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Tip for recording covers! If a song is way too high for you to sing, it's okay to sing it an octave lower! But sometimes that's too low, so it can help to pitch the original song up ^^ Useful if you have a low vocal register or want to do a very high vocaloid song :3

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Meredith Whittaker says AI agents make encryption irrelevant. To be useful digital employees, they need system-level access to your messages, browser, files, and clicks. That collapses the blood-brain barrier between applications and the operating system. “Our encryption no longer matters.”

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Joscha Bach says the bigger existential threat isn't building AI, it's not building it in time. “Over a long enough time span, it's certain that something will lead to our extinction.. unless we build AI, to get consciousness to the next level.” He says our real obligation isn't to delay AI. It's to build it wisely, while we still have time.

Joscha Bach says the bigger existential threat isn't building AI, it's not building it in time. “Over a long enough time span, it's certain that something will lead to our extinction.. unless we build AI, to get consciousness to the next level.” He says our real obligation isn't to delay AI. It's to build it wisely, while we still have time.

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"You cannot have a low-level District Court judge filing an injunction to usurp the executive authority of the president of the United States. That is completely absurd," says Karoline Leavitt. "You have these lower-level judges trying to block this president's agenda."

"You cannot have a low-level District Court judge filing an injunction to usurp the executive authority of the president of the United States. That is completely absurd," says Karoline Leavitt. "You have these lower-level judges trying to block this president's agenda."

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"Compete. The ability to sustain a high level of competition allows you to have or at least approach success. Hard work doesn't guarantee success but without it you got no shot.' That gives you a chance to pull a game out or make a team quit. We call it 'the wear-down effect'."

"Compete. The ability to sustain a high level of competition allows you to have or at least approach success. Hard work doesn't guarantee success but without it you got no shot.' That gives you a chance to pull a game out or make a team quit. We call it 'the wear-down effect'."

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📁 Yann LeCun, Meta’s chief AI scientist, says the biggest unsolved problem in AI is not low level actions but abstract planning. Humans do not plan a trip from New York to Paris in milliseconds or muscle movements, they think in high level goals like going to the airport and taking a plane, then break them down. This is called hierarchical planning. Animals already do it. AI still cannot.

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🚨 JUST IN: Fraud Czar JD Vance CONFIRMS his national fraud prosecution strategy is pure genius He's starting with the low level fraud... The low level exposes the whole criminal enterprise. Then, you can prosecute the TOP FRAUDSTERS 🔥 You can't ignore ANY level of fraud. $1M in fraud can lead you to tens or HUNDREDS of millions! "It's impossible to get to the high level fraudsters unless you're sometimes willing to look at the low level fraudsters too." "I mean, how many of us have watched a good mob movie and how do those prosecutions always start?" "You never start with a boss, you start with the low level guys who then give you some sense of the criminal enterprise and then you can go after the high level fraud and the high level crime." "The fact that we return to blind eye to fraud under a million dollars meant that we weren't even looking at the people who were sitting on top of some of these fraud rings!"

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Ashok Elluswamy, Tesla's AI lead, during a GTC discussion, highlighting the fundamental similarity in AI approaches for self-driving cars and humanoid robots: - Hierarchical decision making is useful, but it has to be done as part of the same decision-making process as lower-level controls. - We haven't seen the long tail of humanoid robotics, but Tesla has seen the long tail of self-driving, where high and low-level decisions have to be jointly made at a pretty high framerate. - Optimus's architecture is designed in a similar way, where there's a hierarchy but it's all running as part of the same model and the latencies involved in decision making are well modeled. - This architecture will scale quite well with humanoid robots. - The distinction of the decision-making levels is only in the developer's mind. For the model, it's a continuous space of decision making, where there are dials available to make them more fine or coarse. - Humanoids have more sensor modalities and higher degrees of freedom compared to self-driving, but the fundamental constraints remain the same: you need to make real-time decisions. There's obviously a hierarchy to these control signal outputs, but the lowest frequency cannot be too low, because the safety of the robot cannot depend upon things running at very low frequencies.

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