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NEW CHALLENGE ANNOUNCEMENT Announcing the Energy Arbitrage designed in collaboration with CryptoEconLab It's been on testnet for over a month and live on mainnet next week! So what is energy arbitrage and why does it matter? AI is eating electricity faster than grids can supply it The algorithms that... show more

The Innovation Game (𝔦, 𝔦)

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$ENERGY is the incentive layer of The Energy Network. Here’s how it works 👇 1/ Register: Connect your home or existing EV chargers, solar panels, and batteries in the Fuse Energy app. No proprietary hardware required. 2/ Shift: Move energy usage to off-peak hours, manually or automatically. This reduces grid congestion, generating revenue from energy market arbitrage and grid operators. 3/ Earn: Rewards in $ENERGY are tied to the real economic value your actions create. Reward emissions decay over time to favour early adopters. 4/ Burn: Use the tokens to unlock discounts on Fuse hardware: EV chargers, solar panels, batteries. These actions form the foundation for more resilient, scalable grid systems. Without this, we won’t be able to meet the demands of electrification and AI. Ultimately, we created an incentive to accelerate progress.

$ENERGY is the incentive layer of The Energy Network. Here’s how it works 👇 1/ Register: Connect your home or existing EV chargers, solar panels, and batteries in the Fuse Energy app. No proprietary hardware required. 2/ Shift: Move energy usage to off-peak hours, manually or automatically. This reduces grid congestion, generating revenue from energy market arbitrage and grid operators. 3/ Earn: Rewards in $ENERGY are tied to the real economic value your actions create. Reward emissions decay over time to favour early adopters. 4/ Burn: Use the tokens to unlock discounts on Fuse hardware: EV chargers, solar panels, batteries. These actions form the foundation for more resilient, scalable grid systems. Without this, we won’t be able to meet the demands of electrification and AI. Ultimately, we created an incentive to accelerate progress.

Fuse Energy

255,673 görüntüleme • 8 ay önce

On the ground in Namibia—where scale, resources, and infrastructure are shaping the future of energy supply. As demand for reliable energy at industrial scale accelerates, the priority is building systems that can deliver—across energy, minerals, and logistics. As the world’s third largest uranium producer, Namibia is increasingly important to strengthening resilient U.S. energy systems.

On the ground in Namibia—where scale, resources, and infrastructure are shaping the future of energy supply. As demand for reliable energy at industrial scale accelerates, the priority is building systems that can deliver—across energy, minerals, and logistics. As the world’s third largest uranium producer, Namibia is increasingly important to strengthening resilient U.S. energy systems.

Ambassador John Giordano

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⚠️ Polymarket Price is Lagging Look at how it trails behind, or runs in front, of the same exact market on Opinion That Lag is +EV For Arbitrage Traders Over a week its thousands Over a month, tens of thousands Price Lag is Pure Profit for AlertPilot Traders

⚠️ Polymarket Price is Lagging Look at how it trails behind, or runs in front, of the same exact market on Opinion That Lag is +EV For Arbitrage Traders Over a week its thousands Over a month, tens of thousands Price Lag is Pure Profit for AlertPilot Traders

SecureZero 

18,342 görüntüleme • 7 ay önce

Elon Musk is playing a long game most people don’t think about. The idea lines up with the Kardashev scale. Not just improving life on Earth, but increasing how much energy humanity can use and control over time. Tesla, SpaceX and Starlink all fit into that direction. Energy, transport and connectivity are the foundation layers if you’re thinking beyond a single planet. It sounds far off, but the early pieces are already in motion.

Elon Musk is playing a long game most people don’t think about. The idea lines up with the Kardashev scale. Not just improving life on Earth, but increasing how much energy humanity can use and control over time. Tesla, SpaceX and Starlink all fit into that direction. Energy, transport and connectivity are the foundation layers if you’re thinking beyond a single planet. It sounds far off, but the early pieces are already in motion.

Tesla Owners Silicon Valley

726,474 görüntüleme • 3 ay önce

For the first time ever, we brought vehicles onchain this past week. OpenVPP has begun building a portfolio of flexible energy resources for grid providers, starting with vehicles in our OpenVPP World Beta. So why does this matter? Energy abundance has always been the cornerstone of societal advancement. Access to energy is directly linked to GDP. Simply put: There are no wealthy countries that don’t also have abundant access to energy. Utilities now, more than ever, are challenged to deliver on data center, EV fleet, and electrification growth all while finding ways to reduce the billions of dollars of planned infrastructure upgrades. OpenVPP can solve that, and, we’re just getting started. Stay tuned, VPPs. More to come this week. $OVPP the Internet of Energy.

For the first time ever, we brought vehicles onchain this past week. OpenVPP has begun building a portfolio of flexible energy resources for grid providers, starting with vehicles in our OpenVPP World Beta. So why does this matter? Energy abundance has always been the cornerstone of societal advancement. Access to energy is directly linked to GDP. Simply put: There are no wealthy countries that don’t also have abundant access to energy. Utilities now, more than ever, are challenged to deliver on data center, EV fleet, and electrification growth all while finding ways to reduce the billions of dollars of planned infrastructure upgrades. OpenVPP can solve that, and, we’re just getting started. Stay tuned, VPPs. More to come this week. $OVPP the Internet of Energy.

Parth VPP

133,297 görüntüleme • 11 ay önce

These are not CGI. Reinforcement learning is so back. When operating on strings, it gives us o3. When operating on physical motors, it gives us a perfect humanoid backflip and a robot creature that out-maneuvers almost every animal on earth. RL is one of the only learning algorithms that can master both the world of bits and the world of atoms. Give me a reward function, and I shall move the world. 2025, Year of RL.

These are not CGI. Reinforcement learning is so back. When operating on strings, it gives us o3. When operating on physical motors, it gives us a perfect humanoid backflip and a robot creature that out-maneuvers almost every animal on earth. RL is one of the only learning algorithms that can master both the world of bits and the world of atoms. Give me a reward function, and I shall move the world. 2025, Year of RL.

Jim Fan

356,839 görüntüleme • 1 yıl önce

🚨 RESEARCHERS JUST MADE WATER-BASED BATTERIES LAST OVER 2,800 HOURS WITH RECORD CAPACITY. A team in South Korea has developed a simple zwitterionic electrolyte additive that dramatically improves the performance of aqueous (water-based) batteries a technology long seen as a safer, cheaper, and more environmentally friendly alternative to lithium-ion. The additive forms tiny nanostructures that guide zinc to deposit evenly on the electrode and create a protective layer that prevents corrosion and unwanted side reactions with water. This solves two of the biggest problems that have limited aqueous batteries: uneven metal buildup and rapid capacity fade. In testing, the modified batteries achieved a world-leading areal capacity of 8.10 mAh cm⁻² and ran stably for more than 2,800 hours. Why this matters: • Aqueous batteries are non-flammable and use abundant, low-cost materials, but have historically suffered from poor lifespan and performance • This approach improves both cycle life and capacity at the same time — something many previous solutions struggled to achieve together • It uses a simple additive rather than requiring expensive new materials or complex manufacturing changes • The technology is particularly relevant for large-scale energy storage needed for renewables and AI data centers The deeper implication: We’re getting closer to making safe, scalable, and affordable grid storage a reality. While lithium-ion still dominates, aqueous batteries could become a strong contender for stationary storage where safety, cost, and longevity matter more than energy density. A small molecular tweak unlocking major performance gains shows how materials engineering at the nanoscale can have outsized real-world impact. This is the kind of incremental but meaningful progress that compounds over time. How important do you think safer, water-based batteries will be for the future energy grid compared to improving lithium-ion or other alternatives? Follow for more frontier energy storage and battery materials research.

🚨 RESEARCHERS JUST MADE WATER-BASED BATTERIES LAST OVER 2,800 HOURS WITH RECORD CAPACITY. A team in South Korea has developed a simple zwitterionic electrolyte additive that dramatically improves the performance of aqueous (water-based) batteries a technology long seen as a safer, cheaper, and more environmentally friendly alternative to lithium-ion. The additive forms tiny nanostructures that guide zinc to deposit evenly on the electrode and create a protective layer that prevents corrosion and unwanted side reactions with water. This solves two of the biggest problems that have limited aqueous batteries: uneven metal buildup and rapid capacity fade. In testing, the modified batteries achieved a world-leading areal capacity of 8.10 mAh cm⁻² and ran stably for more than 2,800 hours. Why this matters: • Aqueous batteries are non-flammable and use abundant, low-cost materials, but have historically suffered from poor lifespan and performance • This approach improves both cycle life and capacity at the same time — something many previous solutions struggled to achieve together • It uses a simple additive rather than requiring expensive new materials or complex manufacturing changes • The technology is particularly relevant for large-scale energy storage needed for renewables and AI data centers The deeper implication: We’re getting closer to making safe, scalable, and affordable grid storage a reality. While lithium-ion still dominates, aqueous batteries could become a strong contender for stationary storage where safety, cost, and longevity matter more than energy density. A small molecular tweak unlocking major performance gains shows how materials engineering at the nanoscale can have outsized real-world impact. This is the kind of incremental but meaningful progress that compounds over time. How important do you think safer, water-based batteries will be for the future energy grid compared to improving lithium-ion or other alternatives? Follow for more frontier energy storage and battery materials research.

TheNewPhysics

22,736 görüntüleme • 2 ay önce

🚨 SCIENTISTS JUST REPLACED EXPENSIVE PLATINUM CATALYSTS IN ZINC-AIR BATTERIES WITH CHEAP IRON AND IT WORKS BETTER. Zinc-air batteries are one of the most promising low-cost, high-energy-density alternatives to lithium-ion, but they’ve been held back by a slow and inefficient oxygen reduction reaction that usually requires precious metal catalysts. Researchers at Tohoku University engineered a simple iron oxide/samarium oxide interface that dramatically speeds up this reaction. The heterointerface changes how electrons behave at the surface, weakens excessive bonding with reaction intermediates, and delivers faster kinetics plus excellent durability all without any noble metals. The new catalyst performed strongly in both liquid and flexible solid-state zinc-air batteries, successfully powering LEDs and even charging a smartphone. Why this matters: • Zinc-air batteries use oxygen from the air, abundant zinc, and are much cheaper and safer than lithium-ion • Removing the need for platinum or other precious metals makes them far more scalable and affordable • The iron-based interface approach is simple, stable in alkaline conditions, and improves both performance and longevity • It was demonstrated in practical devices, not just lab tests The deeper implication: We’re getting closer to energy storage that doesn’t rely on scarce, expensive materials. Zinc-air technology has long been held back by catalyst limitations, but this work shows that clever interface engineering with cheap, abundant elements can unlock the performance needed for real-world applications from portable electronics to large-scale grid storage. It’s another step toward clean energy systems that are not only sustainable in operation, but also in the materials they use. The future of batteries may not depend on mining more rare metals… but on smarter chemistry with what we already have in abundance. How close do you think we are to zinc-air batteries becoming a mainstream alternative to lithium-ion? Follow for more frontier battery materials and clean energy storage research.

🚨 SCIENTISTS JUST REPLACED EXPENSIVE PLATINUM CATALYSTS IN ZINC-AIR BATTERIES WITH CHEAP IRON AND IT WORKS BETTER. Zinc-air batteries are one of the most promising low-cost, high-energy-density alternatives to lithium-ion, but they’ve been held back by a slow and inefficient oxygen reduction reaction that usually requires precious metal catalysts. Researchers at Tohoku University engineered a simple iron oxide/samarium oxide interface that dramatically speeds up this reaction. The heterointerface changes how electrons behave at the surface, weakens excessive bonding with reaction intermediates, and delivers faster kinetics plus excellent durability all without any noble metals. The new catalyst performed strongly in both liquid and flexible solid-state zinc-air batteries, successfully powering LEDs and even charging a smartphone. Why this matters: • Zinc-air batteries use oxygen from the air, abundant zinc, and are much cheaper and safer than lithium-ion • Removing the need for platinum or other precious metals makes them far more scalable and affordable • The iron-based interface approach is simple, stable in alkaline conditions, and improves both performance and longevity • It was demonstrated in practical devices, not just lab tests The deeper implication: We’re getting closer to energy storage that doesn’t rely on scarce, expensive materials. Zinc-air technology has long been held back by catalyst limitations, but this work shows that clever interface engineering with cheap, abundant elements can unlock the performance needed for real-world applications from portable electronics to large-scale grid storage. It’s another step toward clean energy systems that are not only sustainable in operation, but also in the materials they use. The future of batteries may not depend on mining more rare metals… but on smarter chemistry with what we already have in abundance. How close do you think we are to zinc-air batteries becoming a mainstream alternative to lithium-ion? Follow for more frontier battery materials and clean energy storage research.

TheNewPhysics

36,798 görüntüleme • 2 ay önce

A few points on the Powering Canada Strong announcement that is important to understand; * Doubling Canada's electricity generation capacity is paramount. I just wish it wouldn't take 20+ years. We don't generate enough electricity to be self-sufficient or participate in future industries. We have no choice. Has to be done. It's something I called for a while and spoke on. * Linking the connectivity of Canada's fragmented grid. This is a must to increase productivity, and remove waste. It's a one step back for two steps forward type of investment. * the connection and expansion of the grid is one of the important things we need to do reach mining areas and develop these sectors and for the growth of smaller communities around. The problem with these whole announcement is that it is all net zero based which means it won't necessarily build the most reliable possible grid for the $ and will other ridiculous costs to be carbon tax trading based on the way. It's completely inefficient from capital planning point. Mark Carney says: It will require the spreading of costs over time using our AAA balance sheet so that ratepayers don't pay all of the costs of investments today. That means the government is planning to borrow MASSIVELY! That cost will appear not only in your electricity bill but also in the value of the CAD and interest costs that is already hitting record every single year. This plan is utilizing legitimate needed action to transform all of Canada's energy need into ideological driven carbon tax trade system and inefficient power generation that all together will cost Canadian taxpayers hundreds of billions more than it should.

A few points on the Powering Canada Strong announcement that is important to understand; * Doubling Canada's electricity generation capacity is paramount. I just wish it wouldn't take 20+ years. We don't generate enough electricity to be self-sufficient or participate in future industries. We have no choice. Has to be done. It's something I called for a while and spoke on. * Linking the connectivity of Canada's fragmented grid. This is a must to increase productivity, and remove waste. It's a one step back for two steps forward type of investment. * the connection and expansion of the grid is one of the important things we need to do reach mining areas and develop these sectors and for the growth of smaller communities around. The problem with these whole announcement is that it is all net zero based which means it won't necessarily build the most reliable possible grid for the $ and will other ridiculous costs to be carbon tax trading based on the way. It's completely inefficient from capital planning point. Mark Carney says: It will require the spreading of costs over time using our AAA balance sheet so that ratepayers don't pay all of the costs of investments today. That means the government is planning to borrow MASSIVELY! That cost will appear not only in your electricity bill but also in the value of the CAD and interest costs that is already hitting record every single year. This plan is utilizing legitimate needed action to transform all of Canada's energy need into ideological driven carbon tax trade system and inefficient power generation that all together will cost Canadian taxpayers hundreds of billions more than it should.

Kirk Lubimov

24,482 görüntüleme • 3 ay önce

Tired of trading electricity in a system built for institutions — not you? Carlos Aurelio Hernández felt the same. That’s why he went on a mission — to build a platform where energy professionals could finally trade on their own terms. Now, as CEO of Watt2Trade, he’s changing the game. Here’s how... ⚡🧵 Before building Watt2Trade, Carlos became one of the most respected voices in Mexico’s energy sector — with 35+ media appearances on platforms like Forbes, El Financiero, and Grupo Fórmula. He’s been at the table for every major energy discussion in the last decade. And more importantly — he’s built... ⚙️ HHGM – powering factories, refineries, and municipalities ⚡ SUJIO – cutting energy costs by up to 30% 💼 Volta Capital – backing the next wave of energy innovation Now Carlos is leading Watt2Trade — the first decentralized exchange where you can trade electricity directly. ✅ No brokers ✅ No approvals ✅ No red tape Just your wallet, your power — and a global marketplace open 24/7. It’s built by people who understand the energy market inside and out — and are finally putting it in your hands. This is the future of energy — and you’re invited to shape it. Your kilowatt is your currency. Your Watt is your Power.

Tired of trading electricity in a system built for institutions — not you? Carlos Aurelio Hernández felt the same. That’s why he went on a mission — to build a platform where energy professionals could finally trade on their own terms. Now, as CEO of Watt2Trade, he’s changing the game. Here’s how... ⚡🧵 Before building Watt2Trade, Carlos became one of the most respected voices in Mexico’s energy sector — with 35+ media appearances on platforms like Forbes, El Financiero, and Grupo Fórmula. He’s been at the table for every major energy discussion in the last decade. And more importantly — he’s built... ⚙️ HHGM – powering factories, refineries, and municipalities ⚡ SUJIO – cutting energy costs by up to 30% 💼 Volta Capital – backing the next wave of energy innovation Now Carlos is leading Watt2Trade — the first decentralized exchange where you can trade electricity directly. ✅ No brokers ✅ No approvals ✅ No red tape Just your wallet, your power — and a global marketplace open 24/7. It’s built by people who understand the energy market inside and out — and are finally putting it in your hands. This is the future of energy — and you’re invited to shape it. Your kilowatt is your currency. Your Watt is your Power.

Watt2Trade

28,792 görüntüleme • 1 yıl önce

PETER DOOCY: “President Trump said this week that he can take Cuba, how soon can that happen?” MARCO RUBIO: “Well, I mean, Cuba's a disaster, and it's because of their communist government it doesn't work. So I don't have any news for you on that today, other than that's been going on for 67 years. They're a disaster. It's the worst it's ever been.” || Peter Doocy

PETER DOOCY: “President Trump said this week that he can take Cuba, how soon can that happen?” MARCO RUBIO: “Well, I mean, Cuba's a disaster, and it's because of their communist government it doesn't work. So I don't have any news for you on that today, other than that's been going on for 67 years. They're a disaster. It's the worst it's ever been.” || Peter Doocy

Fox News

356,749 görüntüleme • 5 ay önce

💬 What are you looking forward to the most today? 🐹 It’s been so long since we’ve been with ARMY in the same place so I’m definitely looking forward to that! 🐹 That moment when we’re on stage and the energy that we share always feel special to us.

💬 What are you looking forward to the most today? 🐹 It’s been so long since we’ve been with ARMY in the same place so I’m definitely looking forward to that! 🐹 That moment when we’re on stage and the energy that we share always feel special to us.

jin files

65,173 görüntüleme • 4 ay önce

🚨 #BREAKING Scientists just showed something moving faster than light… But nothing actually broke physics. What moved wasn’t matter. It wasn’t energy. It was structure. These “dark” points are where waves cancel out and when the structure shifts… those points can move faster than light itself. Now look deeper: reality isn’t particles it’s patterns motion isn’t objects it’s shifting structure “speed” depends on what is actually moving So maybe we’ve been asking the wrong question. Nothing is travelling faster than light… But structure might be. The real question is: If structure moves differently than matter… what else have we been measuring wrong? Follow for more.

🚨 #BREAKING Scientists just showed something moving faster than light… But nothing actually broke physics. What moved wasn’t matter. It wasn’t energy. It was structure. These “dark” points are where waves cancel out and when the structure shifts… those points can move faster than light itself. Now look deeper: reality isn’t particles it’s patterns motion isn’t objects it’s shifting structure “speed” depends on what is actually moving So maybe we’ve been asking the wrong question. Nothing is travelling faster than light… But structure might be. The real question is: If structure moves differently than matter… what else have we been measuring wrong? Follow for more.

TheNewPhysics

19,219 görüntüleme • 4 ay önce

What if a spacecraft could cycle between Earth and Moon orbits, performing multiple circuits of each, naturally and indefinitely, with zero propulsion? We’ve discovered a new class of stable, prograde, low-energy cycler orbits that do just that. Why these orbits matter: Ballistic → fuel-free Stable → long-term ready Near-chaotic → agile with low ΔV Low-energy → access to Earth/Moon, Lagrange points, Sun–Earth L1/L2, even heliocentric space At the AAS/AIAA Astrodynamics Specialist Conference in Boston next week, I’ll present on a new family of ballistic Earth-Moon cycler orbits that are stable, prograde, and mission agile—unlike any cyclers in the current literature. The example below is shown in both the Earth-Moon rotating frame and inertial frame. Conference Paper:

What if a spacecraft could cycle between Earth and Moon orbits, performing multiple circuits of each, naturally and indefinitely, with zero propulsion? We’ve discovered a new class of stable, prograde, low-energy cycler orbits that do just that. Why these orbits matter: Ballistic → fuel-free Stable → long-term ready Near-chaotic → agile with low ΔV Low-energy → access to Earth/Moon, Lagrange points, Sun–Earth L1/L2, even heliocentric space At the AAS/AIAA Astrodynamics Specialist Conference in Boston next week, I’ll present on a new family of ballistic Earth-Moon cycler orbits that are stable, prograde, and mission agile—unlike any cyclers in the current literature. The example below is shown in both the Earth-Moon rotating frame and inertial frame. Conference Paper:

Shane Ross

420,615 görüntüleme • 1 yıl önce

New Jerusalem is a perfect cube with twelve doors, three on each side: the south, the north, the east, and the west. Each of the twelve doors represents the twelve zodiac constellations, and each side represents the four cardinal points, the four seasons, and the four elements, which are connected to the Cherubim angel: the lion (Leo), the bull (Taurus), the man (Aquarius), and the eagle (Scorpio becoming Aquila). The cube represents the material universe and is associated with the divine feminine energy, which is why in Revelation it is described as the Bride waiting for her Groom. We all enter the material universe through the wombs of our mothers. New Jerusalem is a fresh start in the new Great Year. So to everyone who says that the cube symbolism is demonic, think again; you have been lied to.

New Jerusalem is a perfect cube with twelve doors, three on each side: the south, the north, the east, and the west. Each of the twelve doors represents the twelve zodiac constellations, and each side represents the four cardinal points, the four seasons, and the four elements, which are connected to the Cherubim angel: the lion (Leo), the bull (Taurus), the man (Aquarius), and the eagle (Scorpio becoming Aquila). The cube represents the material universe and is associated with the divine feminine energy, which is why in Revelation it is described as the Bride waiting for her Groom. We all enter the material universe through the wombs of our mothers. New Jerusalem is a fresh start in the new Great Year. So to everyone who says that the cube symbolism is demonic, think again; you have been lied to.

Open Minded Approach

196,708 görüntüleme • 9 ay önce

🇷🇺 New Russian arrivals in Kiev! It is reported that there is no electricity on the left bank of the city after the arrivals. On the right bank, electricity is still available, but there have already been disruptions in heating. Geran drones are still targeting the capital and surrounding areas.

🇷🇺 New Russian arrivals in Kiev! It is reported that there is no electricity on the left bank of the city after the arrivals. On the right bank, electricity is still available, but there have already been disruptions in heating. Geran drones are still targeting the capital and surrounding areas.

DD Geopolitics

14,164 görüntüleme • 8 ay önce

$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.$

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 görüntüleme • 3 ay önce