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This is what happens when on-chain infrastructure meets real-world engineering. PinLink has converted a fleet of air-cooled L9 miners into a fully hydro-cooled system, unlocking a new performance ceiling. Higher sustained uptime, tighter thermal control, and consistently stronger hashrate under continuous load. Hydro-cooling is an edge. It removes the...

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PinLink

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11,920 görüntüleme • 7 ay önce •via X (Twitter)

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Cooling, upgraded. The first batch of BITMAIN Antminer L9s under PinLinks proprietary conversion from air to hydro cooling is now going live after highly impressive testing, running inside PinLink’s custom-built hydro cabinets, which will become available through the dApp. The devices are running flawlessly with smoother operations than air cooling, stronger sustained hashrate, and improved uptime under load. These are some of the best combinations for performance optimization that Litecoin and Dogecoin miners can access. Performance-focused infrastructure meets on-chain execution meets real engineering.
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Cooling, upgraded. The first batch of BITMAIN Antminer L9s under PinLinks proprietary conversion from air to hydro cooling is now going live after highly impressive testing, running inside PinLink’s custom-built hydro cabinets, which will become available through the dApp. The devices are running flawlessly with smoother operations than air cooling, stronger sustained hashrate, and improved uptime under load. These are some of the best combinations for performance optimization that Litecoin and Dogecoin miners can access. Performance-focused infrastructure meets on-chain execution meets real engineering.

PinLink

20,052 görüntüleme • 6 ay önce

Tokenization is quickly becoming one of the most talked-about ideas in crypto. This year we’re aiming much higher. We don’t just want to tokenize miner revenue; we want to bring entire productive ecosystems on-chain. That means tokenizing baskets of assets, real energy infrastructure, AI agents, compute power, data centres, and even the cooling systems that keep high-performance hardware running at scale. All of it connected and interoperable with DeFi. Thats what we have been building throughout. A single on-chain framework that unlocks something genuinely powerful: real ownership, real yield, and real coordination between digital and physical infrastructure. From backend systems and front-end interfaces to smart contracts, AI, physical infrastructure, oracles, and autonomous agents, the stack keeps expanding and compounding. It’s about building the foundation for how value will be owned, deployed, and earned in the next generation of the on-chain economy. Simplified by PinLink.
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Tokenization is quickly becoming one of the most talked-about ideas in crypto. This year we’re aiming much higher. We don’t just want to tokenize miner revenue; we want to bring entire productive ecosystems on-chain. That means tokenizing baskets of assets, real energy infrastructure, AI agents, compute power, data centres, and even the cooling systems that keep high-performance hardware running at scale. All of it connected and interoperable with DeFi. Thats what we have been building throughout. A single on-chain framework that unlocks something genuinely powerful: real ownership, real yield, and real coordination between digital and physical infrastructure. From backend systems and front-end interfaces to smart contracts, AI, physical infrastructure, oracles, and autonomous agents, the stack keeps expanding and compounding. It’s about building the foundation for how value will be owned, deployed, and earned in the next generation of the on-chain economy. Simplified by PinLink.

PinLink

14,339 görüntüleme • 6 ay önce

Adix is built from the ground up to be AI-powered - not as a feature, but as core infrastructure. $ADIX uses machine learning to match brands with the right creators, optimize campaign outcomes, and build on-chain reputation profiles based on real performance. It replaces manual workflows, reduces spend inefficiencies, and introduces precision at every step of the marketing process. Adix is what happens when AI and blockchain come together to solve real-world problems at scale. 🔥 👉
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Adix is built from the ground up to be AI-powered - not as a feature, but as core infrastructure. $ADIX uses machine learning to match brands with the right creators, optimize campaign outcomes, and build on-chain reputation profiles based on real performance. It replaces manual workflows, reduces spend inefficiencies, and introduces precision at every step of the marketing process. Adix is what happens when AI and blockchain come together to solve real-world problems at scale. 🔥 👉

Adix

74,005 görüntüleme • 10 ay önce

🇺🇦 The Ukrainian Ministry of Defense has codified and put into operation the Air Baby interceptor drone from Strix Air. The maximum speed of the device is 280 km/h, and its operational ceiling is up to 5 km. It can carry a warhead weighing 0.5 kg, and the maximum flight duration under combat load is 15 minutes. It is noted that the cost of one unit with a daytime camera is 36,000 hryvnias, and with a thermal imaging camera it is 58,000 hryvnias. Video is made Grok AI
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🇺🇦 The Ukrainian Ministry of Defense has codified and put into operation the Air Baby interceptor drone from Strix Air. The maximum speed of the device is 280 km/h, and its operational ceiling is up to 5 km. It can carry a warhead weighing 0.5 kg, and the maximum flight duration under combat load is 15 minutes. It is noted that the cost of one unit with a daytime camera is 36,000 hryvnias, and with a thermal imaging camera it is 58,000 hryvnias. Video is made Grok AI

Visioner

31,721 görüntüleme • 3 ay önce

Silencio has surpassed 1 million on-chain devices on peaq This is the live count of real contributors using their smartphones to capture and stream the physical world into digital infrastructure. Each device is opt-in, privacy-preserving, and individually rewarded in $SLC. Together, these contributors have recorded more than 10.6 million hours of real-world acoustic signal. The network spans 190 countries and has generated over 38.8 Billion environmental datapoints. All of it is live. All of it is on-chain. Silencio represents a deployed DePIN system operating at global scale. Its data is already integrated into major enterprise marketplaces. Its token economy is active, deflationary, and fully aligned with participation. This milestone is not just about numbers. It is about trust, coordination, and measurable impact. It proves that decentralized networks can scale without compromising on quality, compliance, or utility. Built on peaq. Secured by $SLC and the Blocksound Foundation. Powered by people. This is not the future of data infrastructure. It is already in motion.
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Silencio has surpassed 1 million on-chain devices on peaq This is the live count of real contributors using their smartphones to capture and stream the physical world into digital infrastructure. Each device is opt-in, privacy-preserving, and individually rewarded in $SLC. Together, these contributors have recorded more than 10.6 million hours of real-world acoustic signal. The network spans 190 countries and has generated over 38.8 Billion environmental datapoints. All of it is live. All of it is on-chain. Silencio represents a deployed DePIN system operating at global scale. Its data is already integrated into major enterprise marketplaces. Its token economy is active, deflationary, and fully aligned with participation. This milestone is not just about numbers. It is about trust, coordination, and measurable impact. It proves that decentralized networks can scale without compromising on quality, compliance, or utility. Built on peaq. Secured by $SLC and the Blocksound Foundation. Powered by people. This is not the future of data infrastructure. It is already in motion.

Silencio | Voice Data for AI

22,863 görüntüleme • 1 yıl önce

RWA Market Surges to $70B – A New Era Begins 📈 ⚡️The total market cap of RWA tokens has now risen to $70 billion and $HASHAI is perfectly positioned to disrupt this transformative new industry. 💰With fully owned infrastructure and ultra-low operational costs, we’re able to deliver superior returns compared to competitors reliant on third parties, who are burdened by inflated overheads and reduced ROI. 🔗 We’re on the verge of bringing our ASIC miners on-chain, enabling investors to access the highest-yield, passive Bitcoin income, through fractionalised ownership of high-performance mining hardware. 🎯 The game is changing and Hash AI is ready to lead it.
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RWA Market Surges to $70B – A New Era Begins 📈 ⚡️The total market cap of RWA tokens has now risen to $70 billion and $HASHAI is perfectly positioned to disrupt this transformative new industry. 💰With fully owned infrastructure and ultra-low operational costs, we’re able to deliver superior returns compared to competitors reliant on third parties, who are burdened by inflated overheads and reduced ROI. 🔗 We’re on the verge of bringing our ASIC miners on-chain, enabling investors to access the highest-yield, passive Bitcoin income, through fractionalised ownership of high-performance mining hardware. 🎯 The game is changing and Hash AI is ready to lead it.

Hash AI

19,070 görüntüleme • 1 yıl önce

Partnership Announcement: ICB Network x Novastro We are thrilled to partner with Novastro | RWAfi the market leader in Real-World Assets. This is a strategic alliance that will redefine the future of on-chain finance. 🤝 The Impact: ✅ Seamlessly bridge assets across multiple blockchains. ✅ Seamlessly issue and trade RWAs on a multi-ledger platform. ✅ Powered by foundational partners like Chainlink and LayerZero. Our collaboration is a game-changer for the entire ecosystem. By eliminating silos and unlocking the full potential of real-world assets on-chain. #ICBNetwork #Novastro #ICBX #RWA
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Partnership Announcement: ICB Network x Novastro We are thrilled to partner with Novastro | RWAfi the market leader in Real-World Assets. This is a strategic alliance that will redefine the future of on-chain finance. 🤝 The Impact: ✅ Seamlessly bridge assets across multiple blockchains. ✅ Seamlessly issue and trade RWAs on a multi-ledger platform. ✅ Powered by foundational partners like Chainlink and LayerZero. Our collaboration is a game-changer for the entire ecosystem. By eliminating silos and unlocking the full potential of real-world assets on-chain. #ICBNetwork #Novastro #ICBX #RWA

ICB Network

10,843 görüntüleme • 11 ay önce

You don’t actually own your assets. Not when they’re held by third parties. Not when someone else holds the keys. BlackFort changes that. ⚔️ A new standard is here. Built from the ground up to be fast. secure. sovereign. 🔗 BlackFort Blockchain BlackFort Blockchain Enterprise-grade Layer-1. Powered by Hyperledger. From smart contracts to tokenized real estate. Scalable, secure, and ready to serve the real world. 🔐 BlackFort Wallet BlackFort Wallet Self-custodial. Multi-chain. Designed for clarity and full control. No middlemen. No compromise. Just you and your crypto, exactly as it should be. 💳 BlackFort Pay (coming soon) BlackFort Pay Web3 meets the real economy. Cashback. Seamless crypto spending. Fiat on- and off-ramps. Your digital assets, finally usable. Everywhere. 🏠 BlackFort Real Estate BlackFort Real Estate From physical to programmable. Fractional ownership, secure transfers, and on-chain infrastructure. Built to move real value: fast, transparent, borderless. All roads lead to BlackFort Because it’s more than a blockchain. It’s ownership. It’s infrastructure. It’s the future. And $BXN is the key. 🗝 #BlackFort #BXN #OwnTheChain #Layer1 #AllRoadsLeadToBlackFort
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You don’t actually own your assets. Not when they’re held by third parties. Not when someone else holds the keys. BlackFort changes that. ⚔️ A new standard is here. Built from the ground up to be fast. secure. sovereign. 🔗 BlackFort Blockchain BlackFort Blockchain Enterprise-grade Layer-1. Powered by Hyperledger. From smart contracts to tokenized real estate. Scalable, secure, and ready to serve the real world. 🔐 BlackFort Wallet BlackFort Wallet Self-custodial. Multi-chain. Designed for clarity and full control. No middlemen. No compromise. Just you and your crypto, exactly as it should be. 💳 BlackFort Pay (coming soon) BlackFort Pay Web3 meets the real economy. Cashback. Seamless crypto spending. Fiat on- and off-ramps. Your digital assets, finally usable. Everywhere. 🏠 BlackFort Real Estate BlackFort Real Estate From physical to programmable. Fractional ownership, secure transfers, and on-chain infrastructure. Built to move real value: fast, transparent, borderless. All roads lead to BlackFort Because it’s more than a blockchain. It’s ownership. It’s infrastructure. It’s the future. And $BXN is the key. 🗝 #BlackFort #BXN #OwnTheChain #Layer1 #AllRoadsLeadToBlackFort

BlackFort

137,206 görüntüleme • 1 yıl önce

Tera mainnet is the next major leap for Shido Network, a protocol-level upgrade built to bring the chain closer to real-world application performance: higher throughput, enhanced security, and a smoother experience across every user, dApp, and transaction. If you build on Shido, this means a stronger foundation to ship and scale on. For holders, it’s the kind of upgrade that transforms momentum into sustainable, long-term growth.
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Tera mainnet is the next major leap for Shido Network, a protocol-level upgrade built to bring the chain closer to real-world application performance: higher throughput, enhanced security, and a smoother experience across every user, dApp, and transaction. If you build on Shido, this means a stronger foundation to ship and scale on. For holders, it’s the kind of upgrade that transforms momentum into sustainable, long-term growth.

Shido

377,380 görüntüleme • 6 ay önce

Think about what this actually replaces. Game sales become subscription-based world creation. DLCs become real-time environment customization. Studios become world generation systems. Buzzy is not a gaming tool. It is a preview of what the entire industry infrastructure looks like when AI removes the bottleneck between imagination and execution. One photo in. A full AAA world out. The pipeline just collapsed into a single step.
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Think about what this actually replaces. Game sales become subscription-based world creation. DLCs become real-time environment customization. Studios become world generation systems. Buzzy is not a gaming tool. It is a preview of what the entire industry infrastructure looks like when AI removes the bottleneck between imagination and execution. One photo in. A full AAA world out. The pipeline just collapsed into a single step.

SARAH

38,742 görüntüleme • 3 ay önce

Renaiss Protocol is now live on BNB Chain 🔶 On-chain Renaissance — where blockchain meets culture, liquidity, and ownership. We’re building the #RWA liquidity infrastructure for real-world collectibles, creating a new collectible financial network that brings efficiency, transparency, and data-driven intelligence to the on-chain collector economy. From collectibles to crypto — Renaiss bridges passion with finance. Early access start now. ⚡️🔥💧❄️🍀
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Renaiss Protocol is now live on BNB Chain 🔶 On-chain Renaissance — where blockchain meets culture, liquidity, and ownership. We’re building the #RWA liquidity infrastructure for real-world collectibles, creating a new collectible financial network that brings efficiency, transparency, and data-driven intelligence to the on-chain collector economy. From collectibles to crypto — Renaiss bridges passion with finance. Early access start now. ⚡️🔥💧❄️🍀

Renaiss.xyz

135,753 görüntüleme • 9 ay önce

G Coin by the numbers and what they represent. Over 123,000 holders More than 12.6B G Coin sold Over 9,900% growth A $23M market cap Those numbers reflect real usage, real demand, and a system designed to scale. G Coin is the utility layer running across the Playnance on-chain entertainment ecosystem. As adoption grows, usage grows with it — and the token moves where value is actually created. This is how infrastructure scales. This is how ecosystems mature. And this is how G Coin continues to strengthen its role at the core. Share with us! Where did G Coin first enter your world — gaming, community, or word of mouth?
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G Coin by the numbers and what they represent. Over 123,000 holders More than 12.6B G Coin sold Over 9,900% growth A $23M market cap Those numbers reflect real usage, real demand, and a system designed to scale. G Coin is the utility layer running across the Playnance on-chain entertainment ecosystem. As adoption grows, usage grows with it — and the token moves where value is actually created. This is how infrastructure scales. This is how ecosystems mature. And this is how G Coin continues to strengthen its role at the core. Share with us! Where did G Coin first enter your world — gaming, community, or word of mouth?

Playnance

222,805 görüntüleme • 7 ay önce

What looks like a server boiling underwater is actually one of the most advanced cooling technologies used in modern computing This demonstration showcases a two-phase immersion cooling system, a method increasingly explored for high-performance computing and AI infrastructure where traditional air cooling becomes less efficient. Instead of using fans to move heat away, server components are submerged in a specialized non-conductive dielectric fluid that safely surrounds the electronics without causing electrical short circuits. As processors generate heat, the liquid absorbs thermal energy and begins to boil directly at the component surface.
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What looks like a server boiling underwater is actually one of the most advanced cooling technologies used in modern computing This demonstration showcases a two-phase immersion cooling system, a method increasingly explored for high-performance computing and AI infrastructure where traditional air cooling becomes less efficient. Instead of using fans to move heat away, server components are submerged in a specialized non-conductive dielectric fluid that safely surrounds the electronics without causing electrical short circuits. As processors generate heat, the liquid absorbs thermal energy and begins to boil directly at the component surface.

Amazing Things

105,508 görüntüleme • 2 ay önce

G Coin is powering the Web3 entertainment world! Across more than 10,000 social casino games, 2.5 million sports betting events annually, millions of prediction market live events, and live crash markets connected to over 100 financial assets, G Coin operates as the economic layer that connects it all through real-time on-chain settlement. One utility token driving a unified ecosystem of interactive entertainment and real user activity. This is infrastructure in motion. Watch how G Coin brings the entire ecosystem together 🎬💎
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G Coin is powering the Web3 entertainment world! Across more than 10,000 social casino games, 2.5 million sports betting events annually, millions of prediction market live events, and live crash markets connected to over 100 financial assets, G Coin operates as the economic layer that connects it all through real-time on-chain settlement. One utility token driving a unified ecosystem of interactive entertainment and real user activity. This is infrastructure in motion. Watch how G Coin brings the entire ecosystem together 🎬💎

Playnance

3,027,809 görüntüleme • 5 ay önce

Back then, the question “Is the AI agent working?” was basically checked in a demo 😅 everything clean, controlled data, ideal conditions… But the real world is a different story: 🔷 traffic increases 🔷 processing load gets congested 🔷 a small break can disrupt the whole chain 🔷 the system loses “consistency” So what looks strong on paper can sometimes fall apart in real conditions. DSeq + Hyperion are stepping in exactly here and this is actually one of the core problems Andromeda is trying to solve. Think of what happens in practice: 🔷 there’s a workflow 🔷 there are agents 🔷 but when load increases, “who did what and when” becomes unclear And that’s where the real issue appears: 🔷 execution breaks 🔷 consensus becomes unstable 🔷 cost/performance balance gets distorted So it’s not really about “building smarter agents”… 🔷 it’s about running the same system 🔷 across thousands of requests 🔷 continuously 🔷 without breaking Think of it like a live broadcast: “Demo looks great… but does the system hold up under real load?” That’s the real question. And the key point is: 🔷 there are many systems that work in simple cases 🔷 but very few that stay stable under heavy load So in your opinion, what will the real competition in AI agents be “intelligence” or “resilience”? 🤔 Metis🌿
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Back then, the question “Is the AI agent working?” was basically checked in a demo 😅 everything clean, controlled data, ideal conditions… But the real world is a different story: 🔷 traffic increases 🔷 processing load gets congested 🔷 a small break can disrupt the whole chain 🔷 the system loses “consistency” So what looks strong on paper can sometimes fall apart in real conditions. DSeq + Hyperion are stepping in exactly here and this is actually one of the core problems Andromeda is trying to solve. Think of what happens in practice: 🔷 there’s a workflow 🔷 there are agents 🔷 but when load increases, “who did what and when” becomes unclear And that’s where the real issue appears: 🔷 execution breaks 🔷 consensus becomes unstable 🔷 cost/performance balance gets distorted So it’s not really about “building smarter agents”… 🔷 it’s about running the same system 🔷 across thousands of requests 🔷 continuously 🔷 without breaking Think of it like a live broadcast: “Demo looks great… but does the system hold up under real load?” That’s the real question. And the key point is: 🔷 there are many systems that work in simple cases 🔷 but very few that stay stable under heavy load So in your opinion, what will the real competition in AI agents be “intelligence” or “resilience”? 🤔 Metis🌿

Han.eth🌿☀️

12,755 görüntüleme • 3 ay önce

❔ A Question for Our Community 👇 Is on-chain automation the next evolution of trading? 🔗 Imagine running automated strategies with clear signals, targets, and stops, first tested on historical data and then executed directly on a DEX like Hyperliquid. Everything is managed from a single control panel, from backtesting the idea to launching it live and monitoring performance on-chain. Does this kind of on-chain automation feel like the next step for serious trading, or do you still prefer centralized execution? 🤔 💬 Drop your thoughts below!
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❔ A Question for Our Community 👇 Is on-chain automation the next evolution of trading? 🔗 Imagine running automated strategies with clear signals, targets, and stops, first tested on historical data and then executed directly on a DEX like Hyperliquid. Everything is managed from a single control panel, from backtesting the idea to launching it live and monitoring performance on-chain. Does this kind of on-chain automation feel like the next step for serious trading, or do you still prefer centralized execution? 🤔 💬 Drop your thoughts below!

GT Protocol

40,731 görüntüleme • 7 ay önce

A new financial system doesn’t start with hype. It starts with structure. In our latest REAL visual, you’ll see a digital globe come online - then three signals light up: 📄 Proof (clear documentation + transparency) 🤝🛡️ Trust (security + accountable partners) 🧠 Infrastructure (the rails that let RWAs move like the internet) That’s the point of REAL: bring real-world assets on-chain in a way institutions can understand and communities can access - with standards, risk clarity, and a network built for the real economy. No smoke. No shortcuts. Just a system that can scale. Ready to begin? 💠
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A new financial system doesn’t start with hype. It starts with structure. In our latest REAL visual, you’ll see a digital globe come online - then three signals light up: 📄 Proof (clear documentation + transparency) 🤝🛡️ Trust (security + accountable partners) 🧠 Infrastructure (the rails that let RWAs move like the internet) That’s the point of REAL: bring real-world assets on-chain in a way institutions can understand and communities can access - with standards, risk clarity, and a network built for the real economy. No smoke. No shortcuts. Just a system that can scale. Ready to begin? 💠

Real

20,131 görüntüleme • 6 ay önce

XDC Network is Now Omnichain with LayerZero’s OFT Standard We’re excited to share that the XDC token is now live as an Omnichain Fungible Token (OFT) via LayerZero , enabling seamless movement of assets across multiple blockchains without the need for wrapping or intermediaries. Here’s how it works: tokens are locked or burned on the source chain, a message is securely sent via LayerZero, and the same number of tokens are minted or unlocked on the destination chain. The result? A single, unified token supply across all supported networks. This integration opens up powerful new possibilities for developers and enterprises to build interoperable applications with greater trust, faster execution, and simplified cross-chain communication. We invite builders in the Real World Asset (RWA), DeFi, tokenization, and payment infrastructure to leverage XDC’s interoperable architecture to scale globally and build cross-chain solutions. #XDCNetwork #LayerZero #BlockchainInnovation #CrossChain #Omnichain #Web3 #Tokenization #RWA #DeFi #Interoperability
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XDC Network is Now Omnichain with LayerZero’s OFT Standard We’re excited to share that the XDC token is now live as an Omnichain Fungible Token (OFT) via LayerZero , enabling seamless movement of assets across multiple blockchains without the need for wrapping or intermediaries. Here’s how it works: tokens are locked or burned on the source chain, a message is securely sent via LayerZero, and the same number of tokens are minted or unlocked on the destination chain. The result? A single, unified token supply across all supported networks. This integration opens up powerful new possibilities for developers and enterprises to build interoperable applications with greater trust, faster execution, and simplified cross-chain communication. We invite builders in the Real World Asset (RWA), DeFi, tokenization, and payment infrastructure to leverage XDC’s interoperable architecture to scale globally and build cross-chain solutions. #XDCNetwork #LayerZero #BlockchainInnovation #CrossChain #Omnichain #Web3 #Tokenization #RWA #DeFi #Interoperability

XDC Network

197,583 görüntüleme • 1 yıl önce

Satya Nadella: Microsoft’s latest Wisconsin AI data center keeps yearly water consumption no higher than that of 1 local restaurant. "The cooling loop is filled once and the data centre can operate effectively with zero water consumption. Daily water usage across a year is roughly equivalent to what a single restaurant would use" The mechanism is mainly about replacing evaporative cooling with closed-loop direct-to-chip liquid cooling, so water moves like coolant inside a sealed machine rather than being boiled off into the air. Hot GB200-class AI racks produce too much heat for normal air cooling, so cold liquid is pushed through pipes into the servers and across metal cold plates touching the hottest chips. The liquid enters the rack cool, absorbs heat from the chips through cold plates, then exits the rack at a higher temperature and carries that heat through pipes to a huge cooling system outside the compute floor. Microsoft says Fairwater sends that hot water to cooling “fins” beside the datacenter, where 172 20-foot fans blow air across the fins and dump the heat into the outside air. The important detail is that the air cools the water through metal surfaces, so the water does not need to evaporate the way many older datacenters use cooling towers. The cooled liquid then returns to the servers, repeats the loop, and keeps absorbing heat from the chips. In older data centers, heat is often removed partly through cooling towers. Hot water meets moving air, some water evaporates, and that phase change carries heat away. Effective, but it consumes fresh water continuously. But Firwater is a closed loop because the same coolant keeps circulating through sealed pipes: it absorbs heat from the chips, releases that heat through radiator-like fins, then flows back to the chips again. For Wisconsin Fairwater, Microsoft says more than 90% of the facility uses closed-loop liquid cooling, while the remaining portion uses outside air and switches to water only on the hottest days. ---- From "Microsoft" YouTube channel, (link in comment)
0:19

Satya Nadella: Microsoft’s latest Wisconsin AI data center keeps yearly water consumption no higher than that of 1 local restaurant. "The cooling loop is filled once and the data centre can operate effectively with zero water consumption. Daily water usage across a year is roughly equivalent to what a single restaurant would use" The mechanism is mainly about replacing evaporative cooling with closed-loop direct-to-chip liquid cooling, so water moves like coolant inside a sealed machine rather than being boiled off into the air. Hot GB200-class AI racks produce too much heat for normal air cooling, so cold liquid is pushed through pipes into the servers and across metal cold plates touching the hottest chips. The liquid enters the rack cool, absorbs heat from the chips through cold plates, then exits the rack at a higher temperature and carries that heat through pipes to a huge cooling system outside the compute floor. Microsoft says Fairwater sends that hot water to cooling “fins” beside the datacenter, where 172 20-foot fans blow air across the fins and dump the heat into the outside air. The important detail is that the air cools the water through metal surfaces, so the water does not need to evaporate the way many older datacenters use cooling towers. The cooled liquid then returns to the servers, repeats the loop, and keeps absorbing heat from the chips. In older data centers, heat is often removed partly through cooling towers. Hot water meets moving air, some water evaporates, and that phase change carries heat away. Effective, but it consumes fresh water continuously. But Firwater is a closed loop because the same coolant keeps circulating through sealed pipes: it absorbs heat from the chips, releases that heat through radiator-like fins, then flows back to the chips again. For Wisconsin Fairwater, Microsoft says more than 90% of the facility uses closed-loop liquid cooling, while the remaining portion uses outside air and switches to water only on the hottest days. ---- From "Microsoft" YouTube channel, (link in comment)

Rohan Paul

28,510 görüntüleme • 2 ay önce

this creator just built a zero-delay auto-aim system on an $8 microcontroller he deployed a custom local AI algorithm on a cheap ESP-32 to track human movement with absolute 0-pixel accuracy. the system completely eliminates standard computation delay. it processes the bounding box and moves the sniper reticle instantly, locking onto the target in real time. the next step is hooking it up to a physical robotic arm. it proves you don't need a massive GPU rig to run complex computer vision. 1. runs locally on a microcontroller 2. local AI inference for zero latency 3. 100% targeting precision when an eight-dollar chip can track movement with zero latency, AI becomes dangerous local infrastructure. this article breaks down exactly how the ESP-32 is powering this physical hardware shift.
0:10

this creator just built a zero-delay auto-aim system on an $8 microcontroller he deployed a custom local AI algorithm on a cheap ESP-32 to track human movement with absolute 0-pixel accuracy. the system completely eliminates standard computation delay. it processes the bounding box and moves the sniper reticle instantly, locking onto the target in real time. the next step is hooking it up to a physical robotic arm. it proves you don't need a massive GPU rig to run complex computer vision. 1. runs locally on a microcontroller 2. local AI inference for zero latency 3. 100% targeting precision when an eight-dollar chip can track movement with zero latency, AI becomes dangerous local infrastructure. this article breaks down exactly how the ESP-32 is powering this physical hardware shift.

ard

1,178,459 görüntüleme • 14 gün önce