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The three-body problem is a classic and notoriously difficult question in physics and mathematics. It asks: How do three objects, such as stars, planets, or moons, move under the influence of each other’s gravity? Unlike the simpler two-body problem, which has precise and predictable analytical solutions (like the Earth...

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Erika 

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The final evolutionary step is acquiring a body made of plasma, or an energy body that can manipulate electromagnetic waves. Jesus’ Transfiguration, or the glorified body, is exactly that—the highest form of plasma, because he is God himself, who came to Earth to show the right path. That is why during the Transfiguration, ‘His face shone like the sun, and his clothes became as white as the light.’ The Sun is plasma and it shines white. This concept was also present in ancient Egyptian religion, where the soul becomes the immortal Akh and transforms into a star. This is the concept of internal alchemy, and it is the ultimate purpose of our existence! Notice the Orthodox depictions of the Transfiguration, there is light surrounding the body. There are plasma beings that exist in higher dimensions, and we call them ‘aliens.’ They can appear however they want to you because they can manipulate how you perceive them, since you see electromagnetic waves, and a plasma body could influence that.
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The final evolutionary step is acquiring a body made of plasma, or an energy body that can manipulate electromagnetic waves. Jesus’ Transfiguration, or the glorified body, is exactly that—the highest form of plasma, because he is God himself, who came to Earth to show the right path. That is why during the Transfiguration, ‘His face shone like the sun, and his clothes became as white as the light.’ The Sun is plasma and it shines white. This concept was also present in ancient Egyptian religion, where the soul becomes the immortal Akh and transforms into a star. This is the concept of internal alchemy, and it is the ultimate purpose of our existence! Notice the Orthodox depictions of the Transfiguration, there is light surrounding the body. There are plasma beings that exist in higher dimensions, and we call them ‘aliens.’ They can appear however they want to you because they can manipulate how you perceive them, since you see electromagnetic waves, and a plasma body could influence that.

Open Minded Approach

688,622 Aufrufe • vor 5 Monaten

The final evolutionary step is acquiring a body made of plasma, or an energy body that can manipulate electromagnetic waves. Jesus’ Transfiguration, or the glorified body, is exactly that—the highest form of plasma, because he is God himself, who came to Earth to show the right path. That is why during the Transfiguration, ‘His face shone like the sun, and his clothes became as white as the light.’ The Sun is plasma and it shines white. This concept was also present in ancient Egyptian religion, where the soul becomes the immortal Akh and transforms into a star. This is the concept of internal alchemy, and it is the ultimate purpose of our existence! Notice the Orthodox depictions of the Transfiguration, there is light surrounding the body. There are plasma beings that exist in higher dimensions, and we call them ‘aliens.’ They can appear however they want to you because they can manipulate how you perceive them, since you see electromagnetic waves, and a plasma body could influence that.
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The final evolutionary step is acquiring a body made of plasma, or an energy body that can manipulate electromagnetic waves. Jesus’ Transfiguration, or the glorified body, is exactly that—the highest form of plasma, because he is God himself, who came to Earth to show the right path. That is why during the Transfiguration, ‘His face shone like the sun, and his clothes became as white as the light.’ The Sun is plasma and it shines white. This concept was also present in ancient Egyptian religion, where the soul becomes the immortal Akh and transforms into a star. This is the concept of internal alchemy, and it is the ultimate purpose of our existence! Notice the Orthodox depictions of the Transfiguration, there is light surrounding the body. There are plasma beings that exist in higher dimensions, and we call them ‘aliens.’ They can appear however they want to you because they can manipulate how you perceive them, since you see electromagnetic waves, and a plasma body could influence that.

Open Minded Approach

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as a former professional skater, I can say the technique here immediately reminds me of upper body positioning in speed skating. specifically the way the arms move across the body while the hips and torso rotate underneath them In skating that goofy motion helps manage the lateral shift of the center of mass and counter the angular momentum created by each leg it’s interesting is that the robot wasn’t explicitly taught to run this way the gait emerged through reinforcement learning as it searched for a faster, more stable and less thermally demanding way to move. yet it is not copying a speed skater It seems like two very different systems arrived at a similar solution to the same basic dynamics problem Convergent biomechanics ™ lol video is of an old competitor of mine who is currently crushing everyone in skating at the moment GUZMAN
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as a former professional skater, I can say the technique here immediately reminds me of upper body positioning in speed skating. specifically the way the arms move across the body while the hips and torso rotate underneath them In skating that goofy motion helps manage the lateral shift of the center of mass and counter the angular momentum created by each leg it’s interesting is that the robot wasn’t explicitly taught to run this way the gait emerged through reinforcement learning as it searched for a faster, more stable and less thermally demanding way to move. yet it is not copying a speed skater It seems like two very different systems arrived at a similar solution to the same basic dynamics problem Convergent biomechanics ™ lol video is of an old competitor of mine who is currently crushing everyone in skating at the moment GUZMAN

Phoenix𝕏

65,286 Aufrufe • vor 1 Monat

The Reason christian theology and its apologetics think the "perfect" state in Heaven is asexual is because its early theologians were influenced by Greek dualism, which came from Plato. This was the idea that the spirit is good, but the body (and its desires) is "fleshly" or corrupt. And so from early on Christian theologians like Augustine baked a deep-seated suspicion of physical pleasure into the faith. This created a fractured spirituality where the 'flesh' is seen as a rival to the soul In contrast, Islam teaches that the body is a trust from God, where even physical intimacy with a spouse is an act of Sadaqah (spiritual charity) that earns divine reward. Similarly, African traditions view the body holistically as the vessel of vital force and ancestral lineage, where there is no 'shame' in the physical because it is inseparable from the spiritual. This is precisely why many Christian critics attack Islamic concepts of Paradise, such as the Hooris. Because their own theology cannot reconcile holiness with pleasure, they view a physical afterlife as 'low' or 'profane.' They are unable to fathom a reality where physical ecstasy and spiritual devotion are interconnected, ultimately projecting their own cultural 'body-shame' onto traditions that have always seen the human experience as a unified, sacred whole."
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The Reason christian theology and its apologetics think the "perfect" state in Heaven is asexual is because its early theologians were influenced by Greek dualism, which came from Plato. This was the idea that the spirit is good, but the body (and its desires) is "fleshly" or corrupt. And so from early on Christian theologians like Augustine baked a deep-seated suspicion of physical pleasure into the faith. This created a fractured spirituality where the 'flesh' is seen as a rival to the soul In contrast, Islam teaches that the body is a trust from God, where even physical intimacy with a spouse is an act of Sadaqah (spiritual charity) that earns divine reward. Similarly, African traditions view the body holistically as the vessel of vital force and ancestral lineage, where there is no 'shame' in the physical because it is inseparable from the spiritual. This is precisely why many Christian critics attack Islamic concepts of Paradise, such as the Hooris. Because their own theology cannot reconcile holiness with pleasure, they view a physical afterlife as 'low' or 'profane.' They are unable to fathom a reality where physical ecstasy and spiritual devotion are interconnected, ultimately projecting their own cultural 'body-shame' onto traditions that have always seen the human experience as a unified, sacred whole."

Hamza K

85,144 Aufrufe • vor 7 Monaten

Yesterday at Brown University ICERM's workshop on “Agentic Scientific Computing and Scientific Machine Learning” I spoke about “Adaptive Swarms Across Scales”, making the case for scientific AI as systems that can create representations, stress them, fracture them, and enlarge the category in which future representations live. The category here is a composable and breakable working universe of science: data, hypotheses, simulations, measurements, tools, failures, figures, papers, provenance, and the transformations that connect them. Discovery happens when those transformations become executable, inspectable, composable, and capable of changing the world model they operate within. Atomistic modeling gives one category - states, forces, trajectories, observables, boundary conditions, conservation laws. Neural surrogates learn fast morphisms inside or between such categories. But discovery is higher-order: it changes which objects and morphisms are available in the first place: what variables exist, what operations are allowed, what evidence counts, what scale is active, what invariant is being preserved, and what kind of explanation the system is even capable of forming. This is scientific method as adaptive architecture: compression, stress, fracture, recomposition. Fracture matters here because it makes the logic physical: a non-commuting diagram realized in matter. The imposed load, material hierarchy, defect field, and assumed continuum description no longer map cleanly into the observed outcome. The crack is the obstruction and it identifies where the old morphism failed and where a new representation must be introduced. The physical crack and the categorical obstruction are the same event viewed in different substrates. ScienceClaw × Infinite is a machine for constructing and transforming a category of scientific artifacts. Each artifact is typed. Each operation has lineage. Each failed branch remains in the category as reusable structure. The “paper” is no longer the terminal object of science; it is one projection of a larger compositional trace, and it can be generated at any time for consumption by a human or an AI. With that the unit of scientific labor is changing. For most of the twentieth century the unit was the result (a measurement, a theorem, a synthesized molecule). It is now becoming the algorithm that produces results, and after that, the substrate of discovery itself. The static PDF is the wrong terminal object for this regime, and the role of the scientist with it. We now design algorithms that build algorithms, and eventually substrates in which such algorithms compose themselves. At that point, the scientist is no longer outside the discovery system. The scientist becomes one of the representations the system can transform. In that sense, the systems will eventually do science to us, and that is the structural consequence of the principle they are built on.
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Yesterday at Brown University ICERM's workshop on “Agentic Scientific Computing and Scientific Machine Learning” I spoke about “Adaptive Swarms Across Scales”, making the case for scientific AI as systems that can create representations, stress them, fracture them, and enlarge the category in which future representations live. The category here is a composable and breakable working universe of science: data, hypotheses, simulations, measurements, tools, failures, figures, papers, provenance, and the transformations that connect them. Discovery happens when those transformations become executable, inspectable, composable, and capable of changing the world model they operate within. Atomistic modeling gives one category - states, forces, trajectories, observables, boundary conditions, conservation laws. Neural surrogates learn fast morphisms inside or between such categories. But discovery is higher-order: it changes which objects and morphisms are available in the first place: what variables exist, what operations are allowed, what evidence counts, what scale is active, what invariant is being preserved, and what kind of explanation the system is even capable of forming. This is scientific method as adaptive architecture: compression, stress, fracture, recomposition. Fracture matters here because it makes the logic physical: a non-commuting diagram realized in matter. The imposed load, material hierarchy, defect field, and assumed continuum description no longer map cleanly into the observed outcome. The crack is the obstruction and it identifies where the old morphism failed and where a new representation must be introduced. The physical crack and the categorical obstruction are the same event viewed in different substrates. ScienceClaw × Infinite is a machine for constructing and transforming a category of scientific artifacts. Each artifact is typed. Each operation has lineage. Each failed branch remains in the category as reusable structure. The “paper” is no longer the terminal object of science; it is one projection of a larger compositional trace, and it can be generated at any time for consumption by a human or an AI. With that the unit of scientific labor is changing. For most of the twentieth century the unit was the result (a measurement, a theorem, a synthesized molecule). It is now becoming the algorithm that produces results, and after that, the substrate of discovery itself. The static PDF is the wrong terminal object for this regime, and the role of the scientist with it. We now design algorithms that build algorithms, and eventually substrates in which such algorithms compose themselves. At that point, the scientist is no longer outside the discovery system. The scientist becomes one of the representations the system can transform. In that sense, the systems will eventually do science to us, and that is the structural consequence of the principle they are built on.

Markus J. Buehler

10,095 Aufrufe • vor 4 Monaten

You Can Heal Yourself With Nature Movement - By moving our body we give strength to our muscles, promote blood flow and lymphatic flow enhancing the delivery of nutrients and the removal of waste products. We also create a piezoelectric effect that energises the system. Breathing - The delivery of air into the body through intentional conscious breathing is one of the most powerful modalities for nervous system renewal, mental peace and the delivery of oxygen to the body and the removal of carbonic acid buildup from the system Sunshine - It’s my belief that the more sunlight we absorb without sunscreen, the healthier we will become. A tan looks good because it is healthy and every part of your body thrives when sunlight touches it delivering blood flow as well as a high frequency and energy Grounding - Existing in connection with the earth’s electrical fields resets everything about our energy, reduces inflammation and promotes the movement of proper channels such as detox - it’s a fantastic practice to be connected to nature. Green light - When sunlight moves through trees and leaves we receive Green light by which is very healing and high in near infrared light, in fact it is one of the most healing modalities to absorb in your skin particularly if you have any abrasions or wounds - even more powerful than red light . Fresh air - The first nutrient, having fresh air that is rich in oxygen is absolutely imperative to health and you should always have all of your windows open in the house if possible when not outside. Positive thinking - Whatever you think, shall become and having and cultivating a positive mindset that intentionally brings you positive energy is one of the cornerstones to great health. You can think yourself into sickness and you can think yourself into health so choose to view the world in a positive light and so it’ll be for you.
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You Can Heal Yourself With Nature Movement - By moving our body we give strength to our muscles, promote blood flow and lymphatic flow enhancing the delivery of nutrients and the removal of waste products. We also create a piezoelectric effect that energises the system. Breathing - The delivery of air into the body through intentional conscious breathing is one of the most powerful modalities for nervous system renewal, mental peace and the delivery of oxygen to the body and the removal of carbonic acid buildup from the system Sunshine - It’s my belief that the more sunlight we absorb without sunscreen, the healthier we will become. A tan looks good because it is healthy and every part of your body thrives when sunlight touches it delivering blood flow as well as a high frequency and energy Grounding - Existing in connection with the earth’s electrical fields resets everything about our energy, reduces inflammation and promotes the movement of proper channels such as detox - it’s a fantastic practice to be connected to nature. Green light - When sunlight moves through trees and leaves we receive Green light by which is very healing and high in near infrared light, in fact it is one of the most healing modalities to absorb in your skin particularly if you have any abrasions or wounds - even more powerful than red light . Fresh air - The first nutrient, having fresh air that is rich in oxygen is absolutely imperative to health and you should always have all of your windows open in the house if possible when not outside. Positive thinking - Whatever you think, shall become and having and cultivating a positive mindset that intentionally brings you positive energy is one of the cornerstones to great health. You can think yourself into sickness and you can think yourself into health so choose to view the world in a positive light and so it’ll be for you.

⚡️🌞 Sol Brah 🌞🐬

14,430 Aufrufe • vor 3 Monaten

🚨 NASA JUST SHARED THE CLEAREST VIEW YET OF JUPITER’S MASSIVE HEXAGONAL STORM AT THE SOUTH POLE. This enormous, stable vortex roughly the width of Earth has been raging for years with a near-perfect hexagonal shape. At its center is a dark, powerful cyclone surrounded by turbulent, swirling bands of gas in constant motion. The hexagon is one of the most striking and mysterious atmospheric features in the Solar System. Scientists still don’t fully understand how it maintains its sharp, six-sided structure despite the chaotic winds around it. Why this matters: • It shows that giant planets can sustain extremely organized, long-lived weather systems on scales we don’t see on Earth • The hexagon is thought to be shaped by Jupiter’s rapid rotation and deep atmospheric dynamics • Studying it helps us understand how storms and atmospheric patterns work on gas giants in general including exoplanets • Juno’s close-up observations continue to reveal new details about the depth and structure of these polar vortices The deeper implication: Jupiter’s polar regions are turning out to be far more complex and structured than scientists expected. Features like this hexagon challenge our models of atmospheric physics and show that even in the most turbulent environments, nature can create remarkably stable, geometric patterns. As we study more gas giants (both in our Solar System and beyond), these kinds of observations help us understand the limits of weather, stability, and chaos on planetary scales. How do you think something this organized and long-lasting can exist in such a violent atmosphere? Follow for more frontier planetary science and stunning space imagery.
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🚨 NASA JUST SHARED THE CLEAREST VIEW YET OF JUPITER’S MASSIVE HEXAGONAL STORM AT THE SOUTH POLE. This enormous, stable vortex roughly the width of Earth has been raging for years with a near-perfect hexagonal shape. At its center is a dark, powerful cyclone surrounded by turbulent, swirling bands of gas in constant motion. The hexagon is one of the most striking and mysterious atmospheric features in the Solar System. Scientists still don’t fully understand how it maintains its sharp, six-sided structure despite the chaotic winds around it. Why this matters: • It shows that giant planets can sustain extremely organized, long-lived weather systems on scales we don’t see on Earth • The hexagon is thought to be shaped by Jupiter’s rapid rotation and deep atmospheric dynamics • Studying it helps us understand how storms and atmospheric patterns work on gas giants in general including exoplanets • Juno’s close-up observations continue to reveal new details about the depth and structure of these polar vortices The deeper implication: Jupiter’s polar regions are turning out to be far more complex and structured than scientists expected. Features like this hexagon challenge our models of atmospheric physics and show that even in the most turbulent environments, nature can create remarkably stable, geometric patterns. As we study more gas giants (both in our Solar System and beyond), these kinds of observations help us understand the limits of weather, stability, and chaos on planetary scales. How do you think something this organized and long-lasting can exist in such a violent atmosphere? Follow for more frontier planetary science and stunning space imagery.

TheNewPhysics

460,141 Aufrufe • vor 3 Monaten

One of THE MOST impactful changes we can make to urban roads in India is to maintain consistent road widths from one intersection to the next. Our current, variable road widths disrupt the orderly flow of traffic. For example, if there's just a bit of extra space on the side, auto-rickshaws attempt to squeeze in, causing chaos. If a road suddenly narrows from three lanes to two and a half, congestion follows. In cities like London, when extra right-of-way is found, the footpaths are widened up to the road. But in Mumbai, we tend to expand the road instead. The issue with this approach is that the number of private vehicles in a densely populated city like Mumbai can grow without limits. Expanding roads only encourages more vehicles. On the other hand, widening footpaths doesn't cause the same problem because the space required for pedestrians is limited—walking is highly space-efficient. #WalkingProject
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One of THE MOST impactful changes we can make to urban roads in India is to maintain consistent road widths from one intersection to the next. Our current, variable road widths disrupt the orderly flow of traffic. For example, if there's just a bit of extra space on the side, auto-rickshaws attempt to squeeze in, causing chaos. If a road suddenly narrows from three lanes to two and a half, congestion follows. In cities like London, when extra right-of-way is found, the footpaths are widened up to the road. But in Mumbai, we tend to expand the road instead. The issue with this approach is that the number of private vehicles in a densely populated city like Mumbai can grow without limits. Expanding roads only encourages more vehicles. On the other hand, widening footpaths doesn't cause the same problem because the space required for pedestrians is limited—walking is highly space-efficient. #WalkingProject

Walking Project

21,462 Aufrufe • vor 2 Jahren

We live in an illusion, a simulation created by nonphysical electromagnetic waves collapsing into material reality, where your soul is trapped inside an energetic container that we call matter. There, it learns the lessons of Good and Evil necessary for its evolution. That is why the body is made of earth/dirt/matter, while the soul is made of fire, which is plasma. In Hinduism and Buddhism, this is represented by the Bhavachakra, or Wheel of Life, which depicts samsara, the cycle of death and rebirth in which the soul is “trapped” until it escapes the wheel after acquiring the knowledge of Good and Evil and attaining wisdom. The three poisons at the center of samsara are actually the northern constellations Draco, Cygnus, and Ursa Major, constantly chasing one another in a circle, symbolizing both the passage of time and the endless, repeating cycles. The twelve outer sections represent the twelve zodiac constellations. So yes, we live in an illusion, a simulation, but not an illusion created by AI, as in The Matrix. It is an illusion created by God for the purpose of the soul’s evolution.
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We live in an illusion, a simulation created by nonphysical electromagnetic waves collapsing into material reality, where your soul is trapped inside an energetic container that we call matter. There, it learns the lessons of Good and Evil necessary for its evolution. That is why the body is made of earth/dirt/matter, while the soul is made of fire, which is plasma. In Hinduism and Buddhism, this is represented by the Bhavachakra, or Wheel of Life, which depicts samsara, the cycle of death and rebirth in which the soul is “trapped” until it escapes the wheel after acquiring the knowledge of Good and Evil and attaining wisdom. The three poisons at the center of samsara are actually the northern constellations Draco, Cygnus, and Ursa Major, constantly chasing one another in a circle, symbolizing both the passage of time and the endless, repeating cycles. The twelve outer sections represent the twelve zodiac constellations. So yes, we live in an illusion, a simulation, but not an illusion created by AI, as in The Matrix. It is an illusion created by God for the purpose of the soul’s evolution.

Open Minded Approach

104,488 Aufrufe • vor 1 Monat

The fascinating concept of Non-Newtonian fluids, which transition from a liquid state to a solid-like state when pressure is applied, has a rich history that spans several centuries. The study and understanding of these peculiar fluids have evolved over time, leading to a wide range of practical applications and scientific insights. One of the earliest references to Non-Newtonian behavior in fluids dates back to the 17th century when Sir Isaac Newton formulated the basic principles of fluid mechanics. Newton's laws of fluid motion primarily applied to Newtonian fluids, which exhibit constant viscosity and flow behavior regardless of the applied force or pressure. However, it soon became apparent that not all fluids behaved in this predictable manner. In the mid-19th century, a scientist named Thomas Andrews made significant contributions to the understanding of Non-Newtonian fluids. Andrews conducted groundbreaking experiments with carbon dioxide, revealing that under high pressure, this gas could transform into a liquid. This observation marked one of the earliest instances of pressure-induced phase changes in fluids. The term "Non-Newtonian" itself was coined in the 20th century to describe fluids that did not adhere to Newton's classical laws of fluid dynamics. These fluids exhibited a variety of behaviors, but one of the most intriguing was their ability to solidify or increase in viscosity when subjected to stress or pressure. One of the most famous examples of such behavior is cornstarch mixed with water, which forms a substance known as "oobleck" that becomes more solid when pressure is applied. In the modern era, Non-Newtonian fluids have found applications in various fields, including food science, engineering, and material science. They are used in products like quicksand, body armor, and even in the development of impact-resistant materials. One of the key insights that emerged from the study of Non-Newtonian fluids is the importance of understanding the relationship between stress and strain, as well as the influence of time-dependent properties on their behavior. This knowledge has led to advancements in rheology, the study of flow and deformation in materials, and has practical implications in areas such as industrial processing, medicine, and the design of everyday products.
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The fascinating concept of Non-Newtonian fluids, which transition from a liquid state to a solid-like state when pressure is applied, has a rich history that spans several centuries. The study and understanding of these peculiar fluids have evolved over time, leading to a wide range of practical applications and scientific insights. One of the earliest references to Non-Newtonian behavior in fluids dates back to the 17th century when Sir Isaac Newton formulated the basic principles of fluid mechanics. Newton's laws of fluid motion primarily applied to Newtonian fluids, which exhibit constant viscosity and flow behavior regardless of the applied force or pressure. However, it soon became apparent that not all fluids behaved in this predictable manner. In the mid-19th century, a scientist named Thomas Andrews made significant contributions to the understanding of Non-Newtonian fluids. Andrews conducted groundbreaking experiments with carbon dioxide, revealing that under high pressure, this gas could transform into a liquid. This observation marked one of the earliest instances of pressure-induced phase changes in fluids. The term "Non-Newtonian" itself was coined in the 20th century to describe fluids that did not adhere to Newton's classical laws of fluid dynamics. These fluids exhibited a variety of behaviors, but one of the most intriguing was their ability to solidify or increase in viscosity when subjected to stress or pressure. One of the most famous examples of such behavior is cornstarch mixed with water, which forms a substance known as "oobleck" that becomes more solid when pressure is applied. In the modern era, Non-Newtonian fluids have found applications in various fields, including food science, engineering, and material science. They are used in products like quicksand, body armor, and even in the development of impact-resistant materials. One of the key insights that emerged from the study of Non-Newtonian fluids is the importance of understanding the relationship between stress and strain, as well as the influence of time-dependent properties on their behavior. This knowledge has led to advancements in rheology, the study of flow and deformation in materials, and has practical implications in areas such as industrial processing, medicine, and the design of everyday products.

Historic Vids

2,633,072 Aufrufe • vor 2 Jahren

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
0:14

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

14,445 Aufrufe • vor 1 Monat

Systems created from racism cannot be reformed. That is why we keep seeing the same thing happen over and over again… with police and with ICE. An unarmed Black man, in Milwaukee, was shot in the head three times after being tased and restrained by five officers. Meanwhile, just 80 miles away, a white man was actively on top of a police officer, assaulting him… and was taken into custody without being shot. We have seen this same disparity play out over and over again. And we will continue to see this happen because… American policing is deeply rooted in systems created to control and hunt down Black populations... and ICE was created from a system rooted in racial exclusion, and the criminalization of immigrants. And we see the consequences of that history every single day. The problem is not just a few bad officers/agents, or a lack of training. The problem is not just that the wrong person was hired… These systems were built on racism. They were built to use state violence against certain people. You cannot reform a system whose foundation is rotten. You cannot train racism out of a system created by racism. You cannot reform your way out of a structure that is operating how it was designed to operate. At some point, we have to stop asking how to make these systems work better… And we have to start asking why we keep defending systems that were never designed to protect people in the first place.
0:15

Systems created from racism cannot be reformed. That is why we keep seeing the same thing happen over and over again… with police and with ICE. An unarmed Black man, in Milwaukee, was shot in the head three times after being tased and restrained by five officers. Meanwhile, just 80 miles away, a white man was actively on top of a police officer, assaulting him… and was taken into custody without being shot. We have seen this same disparity play out over and over again. And we will continue to see this happen because… American policing is deeply rooted in systems created to control and hunt down Black populations... and ICE was created from a system rooted in racial exclusion, and the criminalization of immigrants. And we see the consequences of that history every single day. The problem is not just a few bad officers/agents, or a lack of training. The problem is not just that the wrong person was hired… These systems were built on racism. They were built to use state violence against certain people. You cannot reform a system whose foundation is rotten. You cannot train racism out of a system created by racism. You cannot reform your way out of a structure that is operating how it was designed to operate. At some point, we have to stop asking how to make these systems work better… And we have to start asking why we keep defending systems that were never designed to protect people in the first place.

Jesus Freakin Congress

48,945 Aufrufe • vor 2 Monaten

Someone looked at me and decided my weight loss must be stalled. I want to talk about what that assumption actually says. It says that if a woman does not look a certain way, she must be failing. It says the goal is to become small enough that strangers feel comfortable with your body. It says your progress is only valid if it is visible and ongoing and pointed toward a destination someone else approved. I have lost 140 pounds in less than a year. That is the equivalent of an adult person gone off my body. I am not stalled. I spent the last couple of months in a deliberate phase of metabolic healing before entering a body recomposition phase. That is not a plateau. That is a plan. And now it is time to build. I am adding the rebounder back. I am adding weights. I am tightening up what was keeping me from the next phase, because progress does not stop just because healing takes time. Metabolic health first, body recomposition second. That was never a detour. That was always the path. The body you are in right now is not a problem to be solved. Mine is healing. Mine is getting stronger. And where I am in my journey is nobody’s business until I decide to make it that way. Meat. Mindset. Movement. All three. In that order.
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Someone looked at me and decided my weight loss must be stalled. I want to talk about what that assumption actually says. It says that if a woman does not look a certain way, she must be failing. It says the goal is to become small enough that strangers feel comfortable with your body. It says your progress is only valid if it is visible and ongoing and pointed toward a destination someone else approved. I have lost 140 pounds in less than a year. That is the equivalent of an adult person gone off my body. I am not stalled. I spent the last couple of months in a deliberate phase of metabolic healing before entering a body recomposition phase. That is not a plateau. That is a plan. And now it is time to build. I am adding the rebounder back. I am adding weights. I am tightening up what was keeping me from the next phase, because progress does not stop just because healing takes time. Metabolic health first, body recomposition second. That was never a detour. That was always the path. The body you are in right now is not a problem to be solved. Mine is healing. Mine is getting stronger. And where I am in my journey is nobody’s business until I decide to make it that way. Meat. Mindset. Movement. All three. In that order.

Queen of Carni

19,930 Aufrufe • vor 5 Monaten

China publicly demonstrated its truck-mounted electromagnetic aircraft launch system (EMALS) for the first time, successfully launching a drone from a modular catapult built from multiple linked trucks. Three or more trucks connect to form a catapult that can be rapidly assembled and moved. The catapult is part of a broader family of containerized military systems—including missiles, radars, electronic warfare, and command centers—that can be deployed from ships or land. It is designed to launch drones where runways don’t exist, such as islands, remote areas, or civilian ships converted into drone carriers. Chinese sources reportedly aim to produce 2,000 containerized systems annually. Source: KAROTASU, TWZ
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China publicly demonstrated its truck-mounted electromagnetic aircraft launch system (EMALS) for the first time, successfully launching a drone from a modular catapult built from multiple linked trucks. Three or more trucks connect to form a catapult that can be rapidly assembled and moved. The catapult is part of a broader family of containerized military systems—including missiles, radars, electronic warfare, and command centers—that can be deployed from ships or land. It is designed to launch drones where runways don’t exist, such as islands, remote areas, or civilian ships converted into drone carriers. Chinese sources reportedly aim to produce 2,000 containerized systems annually. Source: KAROTASU, TWZ

Clash Report

437,213 Aufrufe • vor 2 Monaten

Every golfer knows the feeling… you get to the top, you’re fully wound, and there’s that urge to hit from the top. That’s the Hit Impulse. The problem? The harder we try to fire our hands and arms early, the more we rob ourselves of sequence and compression. Power doesn’t come from panic — it comes from order. Here, I’m relaxing my arms as much as possible. Almost to the point of feeling passive. That softness allows my lower body to initiate, my legs to glide, and my core to unwind the club the way it was designed to move. When the arms stay supple, the body can dominate. It’s counterintuitive… but that patience at the top is what creates that heavy, compressed strike we’re all chasing. If you’d like to go deeper into how I train this and build a classic, body-friendly motion, visit my website for more information.
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Every golfer knows the feeling… you get to the top, you’re fully wound, and there’s that urge to hit from the top. That’s the Hit Impulse. The problem? The harder we try to fire our hands and arms early, the more we rob ourselves of sequence and compression. Power doesn’t come from panic — it comes from order. Here, I’m relaxing my arms as much as possible. Almost to the point of feeling passive. That softness allows my lower body to initiate, my legs to glide, and my core to unwind the club the way it was designed to move. When the arms stay supple, the body can dominate. It’s counterintuitive… but that patience at the top is what creates that heavy, compressed strike we’re all chasing. If you’d like to go deeper into how I train this and build a classic, body-friendly motion, visit my website for more information.

ChristoGarciaGolf

72,376 Aufrufe • vor 6 Monaten

Faith in humanity is a rational hope that, by choosing the path of reason and compassion, it can overcome its own limits and rise to the level of a mature civilization. : The author defines faith in humanity as a rational hope grounded in reality rather than wishful thinking. It is the conviction that by consciously choosing the path of reason and compassion, humanity can overcome its own limitations and rise to the level of a mature civilization. This faith acknowledges our flaws selfishness, short-sightedness, tribalism but refuses to accept them as permanent. It trusts in our demonstrated capacity for growth, learning, and moral progress. Reason gives us the tools to understand and solve problems; compassion gives us the motivation to use those tools for the benefit of all. When these two forces work together, they become a powerful transformative current capable of reshaping societies, institutions, and human relations. Faith in humanity is therefore not passive belief but an active orientation a commitment to build, to improve, and to aspire higher, even when the path is difficult. It is the quiet but firm assertion that we are not doomed to repeat the mistakes of the past. We can do better, and we should.
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Faith in humanity is a rational hope that, by choosing the path of reason and compassion, it can overcome its own limits and rise to the level of a mature civilization. : The author defines faith in humanity as a rational hope grounded in reality rather than wishful thinking. It is the conviction that by consciously choosing the path of reason and compassion, humanity can overcome its own limitations and rise to the level of a mature civilization. This faith acknowledges our flaws selfishness, short-sightedness, tribalism but refuses to accept them as permanent. It trusts in our demonstrated capacity for growth, learning, and moral progress. Reason gives us the tools to understand and solve problems; compassion gives us the motivation to use those tools for the benefit of all. When these two forces work together, they become a powerful transformative current capable of reshaping societies, institutions, and human relations. Faith in humanity is therefore not passive belief but an active orientation a commitment to build, to improve, and to aspire higher, even when the path is difficult. It is the quiet but firm assertion that we are not doomed to repeat the mistakes of the past. We can do better, and we should.

Zafar Mirzo | Quotes

9,105,246 Aufrufe • vor 4 Monaten