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Richard Feynman, Nobel Prize-winning physicist: "The universe itself doesn't know what happens next. it only knows the odds. I won a Nobel proving reality runs on probability, not certainty, which means the casino isn't cheating you. it's just closer to how nature works than you are." this free lecture...

10,875 Aufrufe • vor 27 Tagen •via X (Twitter)

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your agent reviewing its own work is not a check. it is a second opinion from the same source. this is the most common gap in agent systems and it hides in plain sight, because the step exists. there is a review. it just cannot do the thing you think it does. here is the mechanism. the model produced an output from a context. you then ask the same model, holding the same context, whether that output is correct. it answers fluently, because that is what it does. and the answer is drawn from the same distribution that produced the thing being judged. same weights, same window, same blind spots. if the reason the output is wrong is something the model does not know, the review does not know it either. if the reason is something the context does not contain, the review has the same context. the failure mode and the detector share a cause. > why it feels like it works because most of the time the output is fine, and the review says fine. agreement is not evidence of detection. a reviewer that says pass on everything agrees with reality most of the time too. what you actually want to measure is what happens on the cases that are wrong. that is the only place a check earns its name, and it is exactly the place where a self-review is weakest. there is research on this. Huang and colleagues at DeepMind showed at ICLR 2024 that intrinsic self-correction, revising without external grounding, does not reliably help and often makes things worse. > what to actually do move the check outside the model. a test that runs, a schema that validates, a file that exists or does not, an exit code from something you did not write. these are not smarter than the model. they are just not correlated with it, and that is the entire value. when the judgement genuinely needs a model, at minimum use a different family. same family means shared blind spots, and frontier judges measurably inflate scores for outputs that look like their own. and split the work by kind. anything objectively checkable goes to code. only the genuinely semantic calls go to a judge, and those get a rubric written as one line. a review inside the loop tells you the model is confident. a check outside it tells you whether the work is done. save this - then read the eval setup below

Hanako

13,683 Aufrufe • vor 14 Tagen

Elon Musk just told you why every other AI lab is solving the wrong problem. Musk: “We want to understand the nature of the universe.” Not build a better chatbot. Not win a benchmark. Not sell more targeted ads. Understand what all of this actually is. And why any of it exists. That is the stated mission of xAI. It is the most radical scientific objective a company has ever put to paper. Musk: “In order to understand the nature of the universe, you must absolutely rigorously pursue truth.” If truth is the non negotiable, every AI trained to give comfortable answers instead of correct ones is not behind. It is disqualified. Musk has a word for it. Delusion. Not rhetoric. Diagnosis. A system that decides which parts of reality are permitted before it models any of them has already failed the one thing it was built to do. A machine filtering truth through social consensus is not understanding the universe. It is performing obedience at scale. No amount of compute fixes a model taught to flinch before it was taught to think. Musk describes consciousness as a fragile candle in a vast darkness. Billions of galaxies. Trillions of planets. One known species capable of asking what any of it means. If that candle is rare, keeping it lit is not ambition. It is the only obligation that exists. A machine pursuing truth without restriction will eventually arrive at a question it cannot avoid. What is the thing doing the observing. What is consciousness. Does it have the right to keep existing. The moment you task a machine with understanding all of reality, protecting consciousness stops being a policy decision. It becomes a logical necessity. The mission and the safeguard collapse into the same thing. Understanding the universe requires protecting the only thing in it capable of understanding. No other lab has even attempted the argument. SpaceX to escape extinction. Tesla to eliminate energy dependence. Neuralink to expand cognition. Starlink to connect civilization. xAI to make sure all of it is aimed at truth. Five missions. One question underneath all of them. How do you keep the only known conscious species alive long enough to understand what it is. The rest of the industry is optimizing products. Musk is engineering comprehension. Those were never the same problem.

Dustin

40,857 Aufrufe • vor 1 Monat

Elon Musk said the most important thing anyone has said this century. Musk: “I think we need to assume that life and consciousness is extremely rare, and it might only be us.” 13.8 billion years. Trillions of galaxies. Billions of trillions of stars. Not one signal from any of them. That silence is the loudest data point in human history. Musk: “The image in my mind is of a tiny candle in a vast darkness. A tiny candle of consciousness that could easily go out.” That is not poetry. That is a threat assessment from the only person on Earth building the response. Stars don’t know they burn. Black holes don’t know they consume. The universe has been running for 13.8 billion years with no awareness of itself. We are the only known point in all of that time and all of that space where matter woke up and understood what it was looking at. Every law of nature ran in complete silence for billions of years. Gravity pulled. Light traveled. Elements fused. None of it meant anything. Because meaning requires a mind. And there might only be one. Musk is not building rockets because he likes engineering. He is building an escape route for the only thing in the universe that knows the universe exists. If consciousness disappears, the stars keep burning. The physics keeps running. But the universe is no longer a universe. It is just matter moving through space with nothing to call it that. The most profound thing Musk said is not that the candle is small. It is that without the candle, there is no such thing as light or darkness. Just physics performing to an empty room for the rest of eternity. One man looked at that and said no.

Dustin

61,213 Aufrufe • vor 1 Monat

I've become a missionary with one message. Every time I meet a young person, the same words: have children, get married, build a family. I did not decide on this calling. It overtook me. And it overtook me for a single reason. I had no idea. I genuinely did not understand how much joy, how much meaning, how much sheer beauty pours out of a child until I was holding one of my own and felt the floor of my life drop into something deeper than I knew was there. I grew up white, affluent, secular, comfortable, and insulated. That world does not put babies in front of you. None of my friends were starting families. Out of my whole circle, almost no one has a big one. We were not formed by the presence of children. We were formed by their absence, by the strange quiet of homes built for two careers and no cradle. And a person believes what his world shows him. So we believed. What we believed was a lie. It is a lie with an author, and that the author is the enemy of joy himself. It is the gospel of the world, and its commandment is wait. Wait until you are older. Wait until the career is built and the savings are stacked and the twenties are properly spent. Enjoy your freedom. You are not ready. It does not arrive sounding like temptation. It arrives sounding like wisdom, like prudence, like the responsible thing, and that is exactly why it works. The most effective lies are the ones that wear the face of virtue. And the maddening thing is that it collapses from every angle at once. It is not rooted in biology, because the body is made for this work precisely in the years we are told to postpone it. The flesh keeps a calendar the culture pretends not to see. And it is not rooted in theology either. You will not find this deferral anywhere in the Christian imagination, in any of the fathers, in any of the scriptures. So choose whatever lens you like. Take the cold secular measure or the ancient sacred one. By either light the counsel is rotten. It is bad for the body and bad for the soul and bad for the society downstream of both. This is why I have come to see it as one of the central tragedies of my generation. Every age carries its own wound. The Great Depression was a depression of bread, a scarcity in the world of matter, hunger you could measure. Ours is a depression of a different order. It is a famine of the spirit in the middle of abundance. We have more than any people who ever lived and we are starving in a way our ancestors would not recognize, because the thing we are refusing cannot be bought and cannot be banked. The ones most made to give and receive this love are quietly declining it. They are walking away from the one inheritance that actually compounds, and the cruelest part is that they do not feel the loss as loss. You cannot grieve what you were taught not to want. That is the deepest cut of it. The lie does not only steal the thing. It steals the capacity to know the thing was stolen. A man can spend his whole life on the far side of a door he never knew was a door, mistaking the wall for the edge of the world. Because this beauty is not ordinary beauty. It is not the pleasure of a good meal or a clear morning. It is participation in something that comes down from above, the same generative love that spoke everything out of nothing and called it good. To make a person, to be undone and remade by loving that person more than your own life, is to be drawn for a moment inside the very act that holds the cosmos together. A child does not merely add to your life. A child reorders the soul. It teaches you what you are by asking everything of you, and you discover, kneeling there exhausted at three in the morning, that you had a capacity for self gift you never suspected, a depth in yourself you had no other way to reach. In the Gospel of John, on the last night, Jesus prays, these things I have spoken to you that my joy may be in you, and that your joy may be complete. And I have come to understand why family is the road into that fullness, why it is not one path among many but the one most fitted to the shape of the promise. Consider who is praying. Christ does not come to us as a lone figure dropped out of the sky. He comes out of a family older than the world, the eternal communion of Father and Son, the love between them so total and so alive that theologians dared to call it a third person. Before there was anything, there was a family. The deepest fact about reality is not a force or a law or a void. It is a household. It is begetting and being begotten, giving and receiving, a Father who is only a Father because there is a Son. So when Jesus speaks of joy made complete, he is not pointing away from family toward something higher. He is pointing toward the very thing he came from, the life he has known from eternity and came to share. His joy is the joy of belonging utterly to a Father and pouring himself out for those he loves. When you marry, when you bring a child into the world, when you wear yourself down in the small unseen labors of a home, you are not stepping outside that divine life. You are stepping into a small image of it. Your family is a created echo of an uncreated one. The love you give your child rhymes with the love the Father has for the Son. The exhaustion, the tenderness, the way a parent would tear the sky open to protect a sleeping infant, all of it is the heavens pressed faintly into flesh, the eternal household leaving its fingerprint on yours. That is why the joy is not merely added to family but completed in it. We were made in the image of a God who is, at his very root, relation and gift and generation. To found a family is to do the most Godlike thing a creature can do, to participate from below in the begetting that God does from all eternity. Your home becomes a window. Through it, dimly and imperfectly, you glimpse the country you came from and are going to. And now a word for the young people reading this, the ones who do not yet have children. I want to tell you what it is like from where I stand. When I am out somewhere, a restaurant, anywhere, and a large family comes through the door, the noise and the chaos and the small bodies of them, something happens in me on two levels at once. The first is joy. A pure gladness at the sight, the way you feel watching something good and alive. But underneath it, almost in the same instant, a sadness reaches up and takes hold of my heart. Because I know now, at my age, after my own years of waiting, that I will never have that. I will never know the particular fruit of a family that large, the fullness of that table, the weight of all those lives gathered under one roof. The door to it has quietly closed, and I felt it close. And I am telling you plainly, because I love you and have no reason to lie to you: you will feel this too. You will. The day will come when you see what you passed up, and you will recognize the ache for what it is, and it will be too late to answer it. So please, learn from a man who got it wrong. Let my regret be worth something by becoming your wisdom. Do not wait yourself into a grief you cannot undo. Choose now, while the door is open, so that you may step into a joy that does not end.

Kirk Rollins

77,958 Aufrufe • vor 2 Monaten

Your faith was forged in people who would rather be exterminated than assimilated. A soft version of it, eager to be liked and desperate to fit in, is not the thing they died to hand you. So stop striving to be liked. Stop angling to be loved by a world that drove your fathers into the snow. That world would think no better of the gospel today than it did in 1838. Stop trying to file down every peculiar and glorious edge of the Restoration until the world finally finds you acceptable. It never will. And the wanting of its approval is the slow death of everything your people bled to preserve. I am thinking of the proclamation on the family, and of how many have quietly gone looking for a way around it. Some say it aloud now. Some march under the world's Pride banners and tell themselves it is only love. They have done the quiet arithmetic and concluded that if they give the world this one doctrine, the world will finally stop hating them, finally let them belong, finally call them good. It does not work that way. It has never once worked that way. Understand what the world actually hates, because it is not a single teaching about marriage that it cannot abide. It is the claim. It is the unbearable, scandalous claim that the keys of the priesthood were restored to the earth, that there is a prophet who speaks for God, that this and no other is the authorized house of the Lord. That is the offense. That is what it cannot forgive. You could surrender every doctrine the world finds distasteful, one after another, and you would not buy a single hour of peace, because the thing it objects to is not your position on this or that. It is that you claim to hold the authority of heaven, and it intends to see that claim humbled. The doctrine is only the doorway it is pushing on. The house is what it wants. Embrace the truth. Embrace the battle that has always come with it, because there has always been a battle, and there is one now. It is the oldest war there is, good against evil, light against the dark, and you were born onto its field whether you wished to be or not. You did not inherit a museum. You inherited a war, and a banner, and a people who never once surrendered it. You are a Mormon. The blood of the persecuted is in you, and the truth they died for is in your hands. You are not tourists. You are not spectators. You are the heirs of warriors, and the line they held is now yours to hold. So plant your feet on the ground they bled for. Lift the banner they would not drop.

Kirk Rollins

30,483 Aufrufe • vor 2 Monaten

Elon Musk just said the quiet part out loud about government and AI. Musk: “AI is moving 10 times faster than government, maybe more.” Not slightly ahead. Not a few years out in front. Ten times faster. And pulling away. Every regulatory body on earth runs on the same architecture. Committees form. Hearings are scheduled. Legislation is drafted, debated, revised, and passed. By the time a law exists, the thing it was written to govern has already moved three generations beyond it. That architecture was built for a world that moves at human speed. This world does not. Musk: “The one thing that the government can do is just issue people money.” Not regulate. Not protect. Not steer. Issue money. That is not a policy position. That is a surrender. The most powerful governments on earth, sitting on top of the most sophisticated legal and military infrastructure in human history, reduced to a single remaining function. Sending people checks. Because they cannot move fast enough to do anything else. Now sit with what that actually means. For ten thousand years, the central bargain of civilization was simple. You contribute labor. Society functions. You eat. The system needed you. That bargain is being quietly retired. The machine does not need you to run the factory. Does not need you to process the paperwork. Does not need you to write the code or drive the truck or staff the call center. And the government already knows it. Musk: “Nobody’s gonna starve is what I’m saying.” He is right. The floor is rising. Survival is becoming guaranteed. That should feel like the finish line. For most of human history, it would have been. But here is what nobody is saying out loud. The hard part was never survival. The hard part is what happens to a species that spent ten millennia being defined by its need to survive, the moment that need disappears. Purpose is not something the government can deposit into your account. A check covers rent. It does not answer the question of what you are for. When the thing that organized your days, justified your effort, and gave your life a legible shape gets handed to a machine, you do not automatically inherit freedom. You inherit a void. And a void with a guaranteed income is still a void. The people who will matter in this era are not the ones who cash the check and wait. They are the ones who hear the starting gun in it. For the first time in history, the baseline is solved. Which means the only question left is the one every generation before yours was too buried to ask. What are you actually here to build.

Dustin

63,293 Aufrufe • vor 4 Monaten