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Explore Next-Gen UniFi Storage: 🔹UNAS 2 & 4: Compact 2.5G storage solutions with PoE-powered single-cable simplicity. 🔹UNAS Pro 4 & 8: Rack-mounted NAS with multiple 10G interfaces, MC-LAG support, dual M.2 NVMe caching, and more.

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Save time⏰, live healthier💪, and get more done✔️with the latest from #MadeByGoogle #Pixel10 Pixel 10 Pro & Pixel 10 Pro XL Pixel 10 Pro Fold #Pixelsnap #PixelWatch 4 #PixelBuds 2a #PixelBuds Pro 2 Explore the full Pixel portfolio :¹ʹ²
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Save time⏰, live healthier💪, and get more done✔️with the latest from #MadeByGoogle #Pixel10 Pixel 10 Pro & Pixel 10 Pro XL Pixel 10 Pro Fold #Pixelsnap #PixelWatch 4 #PixelBuds 2a #PixelBuds Pro 2 Explore the full Pixel portfolio :¹ʹ²

Made by Google

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Something new is coming. 👀 Meet the MINISFORUM MS-03 Workstation — a compact local AI edge workstation powered by Intel® Core™ Ultra 386H, with dual 10G SFP+, select Intel® vPro® support, up to 128GB DDR5 7200MT/s memory, and flexible M.2 + U.2 storage expansion. ✨ Subscribe now for an exclusive $50 launch coupon. 🇺🇸 US Store: 🇪🇺 EU Store: 🇯🇵 JP Store: 🇬🇧 UK Store: 🇫🇷 FR Store: 🇰🇷 KR Store: 🇦🇺 AU Store: 🇨🇦 CA Store: 🇷🇺 RU Store: Be the first to get the launch deal. Subscribe now. #MINISFORUM #MS03 #Workstation #LocalAI #EdgeAI #IntelCoreUltra #vPro #SFPPlus #MiniWorkstation
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Something new is coming. 👀 Meet the MINISFORUM MS-03 Workstation — a compact local AI edge workstation powered by Intel® Core™ Ultra 386H, with dual 10G SFP+, select Intel® vPro® support, up to 128GB DDR5 7200MT/s memory, and flexible M.2 + U.2 storage expansion. ✨ Subscribe now for an exclusive $50 launch coupon. 🇺🇸 US Store: 🇪🇺 EU Store: 🇯🇵 JP Store: 🇬🇧 UK Store: 🇫🇷 FR Store: 🇰🇷 KR Store: 🇦🇺 AU Store: 🇨🇦 CA Store: 🇷🇺 RU Store: Be the first to get the launch deal. Subscribe now. #MINISFORUM #MS03 #Workstation #LocalAI #EdgeAI #IntelCoreUltra #vPro #SFPPlus #MiniWorkstation

MINISFORUM Official

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⚽️ Atletico Madrid Excellent Progressive Rondo Session Plan as seen used by their U16 Academy Side A brilliant possession practice focused on movement, awareness, and decision making 🧠 🔹 Phase 1 Small 4v2 rondo with support players Complete 5 passes to progress (8x8 Yards) 🔹 Phase 2 4v4 with 3 neutrals Increase intensity and aim for 8 passes (20x20 Yards) 🔹 Phase 3 6v6 with 4 neutrals Complete 10 passes to win the set (34x30 Yards) 💡 Key focus Quick passing Constant support Cognitive positioning challenge Composure under pressure 🔥 A great session for developing players who can think and play fast in tight spaces 👉 Get 1000's more training sessions like this on The Keepitonthedeck Coaching Hub via our website #SoccerCoaching #FootballCoaching #SoccerDrills #PlayerDevelopment #CoachingTips
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⚽️ Atletico Madrid Excellent Progressive Rondo Session Plan as seen used by their U16 Academy Side A brilliant possession practice focused on movement, awareness, and decision making 🧠 🔹 Phase 1 Small 4v2 rondo with support players Complete 5 passes to progress (8x8 Yards) 🔹 Phase 2 4v4 with 3 neutrals Increase intensity and aim for 8 passes (20x20 Yards) 🔹 Phase 3 6v6 with 4 neutrals Complete 10 passes to win the set (34x30 Yards) 💡 Key focus Quick passing Constant support Cognitive positioning challenge Composure under pressure 🔥 A great session for developing players who can think and play fast in tight spaces 👉 Get 1000's more training sessions like this on The Keepitonthedeck Coaching Hub via our website #SoccerCoaching #FootballCoaching #SoccerDrills #PlayerDevelopment #CoachingTips

Keepitonthedeck

38,080 görüntüleme • 3 ay önce

Have a Bullish Thursday! Let's smash it and have fun while doing it!! Why I'm Bullish on Valeria Games In the ever-evolving landscape of gaming, Valeria Games Games stands out as a trailblazer, seamlessly integrating blockchain technology to offer players unparalleled ownership and immersive experiences. Here's why Valeria Games is capturing the attention of gamers and investors alike: 1. Innovative Gameplay with True Asset Ownership Valeria Games is pioneering the Web3 gaming space by providing players with genuine ownership of in-game assets. This means that items you earn or purchase are truly yours, secured on the blockchain, and can be traded or sold as you see fit. 2. Strategic Partnerships Enhancing the Ecosystem Valeria has forged significant partnerships to bolster its ecosystem: 🔹XAI Foundation: Blockchain Integration 🔹Animoca Brands: $LOV Token Advisor & Investor 🔹SuperVerse: Details TBA 🔹Aethir: Game Accessibility Partner 🔹Arbitrum: KOLs & Ambassadors 🔹Mocaverse: UA Campaign + Game Integration 🔹Snag Solutions: Marketplace 🔹Helika: Engage Campaign 🔹Dynamic: Login-Functionality 🔹VoyceMe: Webcomic 🔹Gamelancer: Web2 Marketing These collaborations not only enhance the game's functionality but also expand its reach and appeal within the gaming community. 3. Diverse and Engaging Product Lineup Valeria Games offers a rich array of products that cater to various gaming preferences: 🔹Valeria: Land Before the War: A free-to-play, real-time strategy game available on iOS and Android. Players can summon Valerians, unlock champions, and engage in various game modes, including dungeons and PvP 🔹Phygital Card Game: This innovative game combines physical card play with digital NFTs. Each card features a QR code, allowing players to redeem it as a digital asset, bridging the gap between physical and digital gaming Webcomic: Land of Valeria: An official webcomic that delves into the enchanting world of Valeria, offering fans a deeper narrative 4. Robust Tokenomics with $VAL and $LOV The ecosystem is powered by two tokens: 🔹$VAL: Used during Season 1 for acquiring cosmetics, booster packs, Valerians, and more. Players can swap $VAL for GEMS at a 50% discount, enhancing in-game progression. Notably, any $VAL spent during Season 1 will be refunded 1:1 as $LOV tokens at the Token Generation Event (TGE), ensuring players retain 🔹$LOV: Set to be the primary token post-Season 1, with a total supply capped at 400,000,000. will be integral to the game's Play-to-Airdrop (P2A) campaign, rewarding active 5. Community-Centric Approach Valeria Games places a strong emphasis on community engagement. By building in public and prioritizing player feedback, the company ensures that its products resonate with its user base. This transparent approach fosters trust and loyalty among players. Click here to listen to their recent townhall⬇️ 6. Strategic Migration to Xai Network To enhance performance and scalability, Valeria: Land Before the War is migrating from Polygon to the Xai Network. This move aims to leverage Xai's processing capabilities, ensuring a smoother and more responsive gaming experience. 7. Exclusive Marketplace with Enforced Royalties Valeria Games has established its own marketplace, ensuring that all transactions honor creator royalties. By restricting trading to their royalty-enforced platform, they provide a unique shopping experience and maintain the value of in-game assets. Valeria Games Games is one of the better Web3 titles out there built for skill, strategy, and true asset ownership. Every battle is a test, every win is earned, and the economy actually rewards smart play. This is Web3 gaming done right. Join the Discord and start your journey⬇️ This post is in collaboration with OG creator community Smok3, thanks for the opportunity
1:45

Have a Bullish Thursday! Let's smash it and have fun while doing it!! Why I'm Bullish on Valeria Games In the ever-evolving landscape of gaming, Valeria Games Games stands out as a trailblazer, seamlessly integrating blockchain technology to offer players unparalleled ownership and immersive experiences. Here's why Valeria Games is capturing the attention of gamers and investors alike: 1. Innovative Gameplay with True Asset Ownership Valeria Games is pioneering the Web3 gaming space by providing players with genuine ownership of in-game assets. This means that items you earn or purchase are truly yours, secured on the blockchain, and can be traded or sold as you see fit. 2. Strategic Partnerships Enhancing the Ecosystem Valeria has forged significant partnerships to bolster its ecosystem: 🔹XAI Foundation: Blockchain Integration 🔹Animoca Brands: $LOV Token Advisor & Investor 🔹SuperVerse: Details TBA 🔹Aethir: Game Accessibility Partner 🔹Arbitrum: KOLs & Ambassadors 🔹Mocaverse: UA Campaign + Game Integration 🔹Snag Solutions: Marketplace 🔹Helika: Engage Campaign 🔹Dynamic: Login-Functionality 🔹VoyceMe: Webcomic 🔹Gamelancer: Web2 Marketing These collaborations not only enhance the game's functionality but also expand its reach and appeal within the gaming community. 3. Diverse and Engaging Product Lineup Valeria Games offers a rich array of products that cater to various gaming preferences: 🔹Valeria: Land Before the War: A free-to-play, real-time strategy game available on iOS and Android. Players can summon Valerians, unlock champions, and engage in various game modes, including dungeons and PvP 🔹Phygital Card Game: This innovative game combines physical card play with digital NFTs. Each card features a QR code, allowing players to redeem it as a digital asset, bridging the gap between physical and digital gaming Webcomic: Land of Valeria: An official webcomic that delves into the enchanting world of Valeria, offering fans a deeper narrative 4. Robust Tokenomics with $VAL and $LOV The ecosystem is powered by two tokens: 🔹$VAL: Used during Season 1 for acquiring cosmetics, booster packs, Valerians, and more. Players can swap $VAL for GEMS at a 50% discount, enhancing in-game progression. Notably, any $VAL spent during Season 1 will be refunded 1:1 as $LOV tokens at the Token Generation Event (TGE), ensuring players retain 🔹$LOV: Set to be the primary token post-Season 1, with a total supply capped at 400,000,000. will be integral to the game's Play-to-Airdrop (P2A) campaign, rewarding active 5. Community-Centric Approach Valeria Games places a strong emphasis on community engagement. By building in public and prioritizing player feedback, the company ensures that its products resonate with its user base. This transparent approach fosters trust and loyalty among players. Click here to listen to their recent townhall⬇️ 6. Strategic Migration to Xai Network To enhance performance and scalability, Valeria: Land Before the War is migrating from Polygon to the Xai Network. This move aims to leverage Xai's processing capabilities, ensuring a smoother and more responsive gaming experience. 7. Exclusive Marketplace with Enforced Royalties Valeria Games has established its own marketplace, ensuring that all transactions honor creator royalties. By restricting trading to their royalty-enforced platform, they provide a unique shopping experience and maintain the value of in-game assets. Valeria Games Games is one of the better Web3 titles out there built for skill, strategy, and true asset ownership. Every battle is a test, every win is earned, and the economy actually rewards smart play. This is Web3 gaming done right. Join the Discord and start your journey⬇️ This post is in collaboration with OG creator community Smok3, thanks for the opportunity

Maverick

17,013 görüntüleme • 1 yıl önce

Sultan Kejriwal Sheesh Mahal Karnama 1. 16 Ultra Slim Smart 4K TV, Voice Controlled: ₹64 Lakhs 2. OSADA Full Body Massage Chair: ₹4 Lakhs 3. 8 Motorised Recliner Sofas: ₹10 Lakhs 4. 2 Smart Refrigerators with inbuilt TV & AI Vision Screen: ₹9 Lakhs 5. 73 Ltr. Steam Oven: Big size oven for commercial use, touchscreen, 23 functions & 160 auto programmes, ultra-cool door, seamless integrated side trims – ₹9 Lakhs 6. 50 Ltr. 1000 Watt Microwave Oven: Big size oven for commercial use, inverter technology, 6.1 inch TFT full color touch display, 6 microwave settings, 5 defrost functions, 67 auto programmes, 120 cooking programmes – ₹6 Lakhs 7. 2 Mounted Hoods 140 cm Stainless Steel Chimney: Electronic control, automatic motion & temperature sensor – ₹6 Lakhs 8. BOSCH Series 8 Built-in Coffee Machine (Stainless Steel & Black): Prepares all popular coffee drinks with a single touch – ₹2.5 Lakhs 9. 3 Hot Water Generators (Air to Water Heat Pump): 450 Ltr. storage tank, LCD temperature display, built-in diagnostics – ₹22.5 Lakhs 10. Superior Water Supply and Sanitary Installations: ₹15 Crores 11. LG 12 Kg Front Load Automatic Washing Machine + Dryer: ₹2.1 Lakhs 12. SS Railing, Staircase Covering (Brass, Shower Enclosure, etc.): ₹1.2 Crores 13. 20 Grand Aged Brass Entrance Sconce Outdoor Lights: ₹10 Lakhs 14. Wooden & Glass Doors with Automatic Sliding Sensors: ₹70 Lakhs 15. 24 Decorative Pillars: ₹36 Lakhs Additionally: Fully automatic, sensor-equipped TOTO Smart Toilet Seats with features like automatic open-close seat, heated seat, wireless remote deodorizer, and automatic flushing were installed at the CM residence, costing ₹10-12 Lakhs each. Delhi Darshan
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Sultan Kejriwal Sheesh Mahal Karnama 1. 16 Ultra Slim Smart 4K TV, Voice Controlled: ₹64 Lakhs 2. OSADA Full Body Massage Chair: ₹4 Lakhs 3. 8 Motorised Recliner Sofas: ₹10 Lakhs 4. 2 Smart Refrigerators with inbuilt TV & AI Vision Screen: ₹9 Lakhs 5. 73 Ltr. Steam Oven: Big size oven for commercial use, touchscreen, 23 functions & 160 auto programmes, ultra-cool door, seamless integrated side trims – ₹9 Lakhs 6. 50 Ltr. 1000 Watt Microwave Oven: Big size oven for commercial use, inverter technology, 6.1 inch TFT full color touch display, 6 microwave settings, 5 defrost functions, 67 auto programmes, 120 cooking programmes – ₹6 Lakhs 7. 2 Mounted Hoods 140 cm Stainless Steel Chimney: Electronic control, automatic motion & temperature sensor – ₹6 Lakhs 8. BOSCH Series 8 Built-in Coffee Machine (Stainless Steel & Black): Prepares all popular coffee drinks with a single touch – ₹2.5 Lakhs 9. 3 Hot Water Generators (Air to Water Heat Pump): 450 Ltr. storage tank, LCD temperature display, built-in diagnostics – ₹22.5 Lakhs 10. Superior Water Supply and Sanitary Installations: ₹15 Crores 11. LG 12 Kg Front Load Automatic Washing Machine + Dryer: ₹2.1 Lakhs 12. SS Railing, Staircase Covering (Brass, Shower Enclosure, etc.): ₹1.2 Crores 13. 20 Grand Aged Brass Entrance Sconce Outdoor Lights: ₹10 Lakhs 14. Wooden & Glass Doors with Automatic Sliding Sensors: ₹70 Lakhs 15. 24 Decorative Pillars: ₹36 Lakhs Additionally: Fully automatic, sensor-equipped TOTO Smart Toilet Seats with features like automatic open-close seat, heated seat, wireless remote deodorizer, and automatic flushing were installed at the CM residence, costing ₹10-12 Lakhs each. Delhi Darshan

Shehzad Jai Hind

267,994 görüntüleme • 1 yıl önce

Today we’re reporting interim Phase 1 clinical data for our REC-617 monotherapy trial – with plans to expand into combination studies in advanced solid tumors. At the AACR Special Conference in Cancer Research, CSO David Hallett shared interim monotherapy dose-escalation data from the Phase 1/2 study (ELUCIDATE) of REC-617, a selective CDK7 inhibitor, in advanced solid tumors. 🔹The interim Phase 1 clinical data for REC-617 included: ▫️Dose-linear pharmacokinetics (PK) with rapid absorption and robust pharmacodynamic (PD) biomarker modulation, suggesting substantial target engagement; ▫️Confirmed partial response (PR) during monotherapy dose-escalation in a patient with platinum-resistant ovarian cancer, treated with 4 lines of prior therapy in an advanced setting, with durable response ongoing after more than 6 months of treatment; ▫️In 4 additional patients, a best response of stable disease (SD) for up to 6 months of treatment. Dr. Hallett noted: “Cell cycle dysregulation and transcriptional 'addiction' are both hallmarks of many aggressive cancers. By inhibiting CDK7, we have the potential to target both mechanisms while fine tuning the therapeutic index.” "These initial findings for REC-617 represent an exciting step forward in the development of CDK7 inhibitors, with a favorable PK/PD profile and a durable confirmed partial response observed in dose escalation in a highly pre-treated patient population," said Najat Khan, Ph.D., Chief R&D Officer and Chief Commercial Officer. “Designed using our AI-powered OS platform, REC-617 reflects our focus on enhancing the therapeutic index to deliver more effective and safer treatment options for patients. We are eager to continue this momentum in dose escalation and to initiate the next phase of the program next year." 👉Learn more: 🔹Join the Update Call: Tomorrow, Tues., Dec. 10 at 8:30am ET, Dr. Hallett and Dr. Khan will hold a live Update Call webcast to present the preliminary data. ▫️Submit questions for the Update Call here: ▫️Tune in to the Update Call here on X or on: LinkedIn: YouTube:
0:20

Today we’re reporting interim Phase 1 clinical data for our REC-617 monotherapy trial – with plans to expand into combination studies in advanced solid tumors. At the AACR Special Conference in Cancer Research, CSO David Hallett shared interim monotherapy dose-escalation data from the Phase 1/2 study (ELUCIDATE) of REC-617, a selective CDK7 inhibitor, in advanced solid tumors. 🔹The interim Phase 1 clinical data for REC-617 included: ▫️Dose-linear pharmacokinetics (PK) with rapid absorption and robust pharmacodynamic (PD) biomarker modulation, suggesting substantial target engagement; ▫️Confirmed partial response (PR) during monotherapy dose-escalation in a patient with platinum-resistant ovarian cancer, treated with 4 lines of prior therapy in an advanced setting, with durable response ongoing after more than 6 months of treatment; ▫️In 4 additional patients, a best response of stable disease (SD) for up to 6 months of treatment. Dr. Hallett noted: “Cell cycle dysregulation and transcriptional 'addiction' are both hallmarks of many aggressive cancers. By inhibiting CDK7, we have the potential to target both mechanisms while fine tuning the therapeutic index.” "These initial findings for REC-617 represent an exciting step forward in the development of CDK7 inhibitors, with a favorable PK/PD profile and a durable confirmed partial response observed in dose escalation in a highly pre-treated patient population," said Najat Khan, Ph.D., Chief R&D Officer and Chief Commercial Officer. “Designed using our AI-powered OS platform, REC-617 reflects our focus on enhancing the therapeutic index to deliver more effective and safer treatment options for patients. We are eager to continue this momentum in dose escalation and to initiate the next phase of the program next year." 👉Learn more: 🔹Join the Update Call: Tomorrow, Tues., Dec. 10 at 8:30am ET, Dr. Hallett and Dr. Khan will hold a live Update Call webcast to present the preliminary data. ▫️Submit questions for the Update Call here: ▫️Tune in to the Update Call here on X or on: LinkedIn: YouTube:

Recursion

11,887 görüntüleme • 1 yıl önce

What if #AI became as decentralized as #Bitcoin? We sat down with our new friend 3700 from Bitcoin Virtual Machine to hear what their incredible team of anons are working on - "Truly Open AI." Full interview here:👇 1: What positive impact will Layer 2s have on Bitcoin? Layer 2s on Bitcoin open up opportunities for innovation, allowing developers to build dApps and smart contracts on top of Bitcoin, expanding its utility and use cases. By submitting transactions for final settlement on the Bitcoin network, Bitcoin Layer 2 networks claim to achieve the same (or close to) level of security and decentralization as the Bitcoin blockchain. Building a separate execution layer allows them the freedom to employ several technologies (such as rollups). Layer 2 can significantly improve Bitcoin's scalability by processing transactions off-chain, reducing congestion on the main blockchain. Overall, Layer 2s on Bitcoin have the potential to address some of Bitcoin's key limitations, making it more efficient, accessible, and versatile in the long run. 2: What does the ETF approval mean for Layer 2 on Bitcoin? The approval of ETF could potentially have several implications for Layer 2 on Bitcoin: Innovation and Development: With a growing interest in Bitcoin spurred by ETF approval, there could be a surge in research and development efforts focused on enhancing Layer 2. Developers and projects may be incentivized to create new and improved Layer 2 protocols to meet the evolving needs of the expanding Bitcoin ecosystem. An ETF approval could boost mainstream Bitcoin adoption and liquidity. This influx of users may also drive interest in Layer 2 on Bitcoin as a means to enhance the scalability and functionality of Bitcoin. 3: What are the primary challenges facing L2s on Bitcoin? The interoperability of different Layer 2s and their compatibility with Bitcoin's main blockchain can be a challenge. Ensuring seamless interaction between various Layer 2 networks and the Bitcoin blockchain is essential for a cohesive and efficient ecosystem. Some Layer 2s may introduce centralization risks if they rely heavily on centralized entities or trusted intermediaries. Maintaining decentralization and censorship resistance, which are core tenets of Bitcoin, while scaling with Layer 2s is a challenge. 4: What aspects of Layer 2 solutions for Bitcoin are you most enthusiastic about? AI represents one of the cornerstones of our modern era. However, achieving a decentralized AI infrastructure, owned and managed by users, has posed significant challenges. The primary obstacle has been the limited capacity to store and execute AI models due to size and computational limitations. To address this challenge, we propose a new blockchain architecture enabling developers to deploy their own Bitcoin Layer 2 solutions tailored specifically for AI tasks, called Truly Open AI. These Layer 2 blockchains are optimized to handle computationally intensive tasks, such as matrix multiplication, directly on-chain. These Bitcoin Layer 2 solutions offer exceptional throughput, minimal latency, and cost-effectiveness. AI dApps are programmed as Solidity smart contracts, ensuring they operate precisely as intended, free from interference or manipulation. Our BVM AI Contracts Library simplifies the integration of neural networks into dApps, empowering developers to embed AI seamlessly. In summary, I'm particularly enthusiastic about the potential of Layer 2 solutions for Bitcoin to revolutionize decentralized AI by providing scalability, security, and accessibility. 5: How is your Layer 2 different from others being built? BVM distinguishes itself as a Modular infrastructure that empowers thousands of distinct Bitcoin Layer 2 networks, spanning Gaming, DeFi, Social, and AI applications. We're continuously enriching the BVM Module Store with new modules to enhance its capabilities. With each new module, builders gain access to a wider array of tools to explore different use cases on the Bitcoin network. Recent additions include the Filecoin module for affordable storage and the AI Contracts Library for constructing AI-powered Bitcoin Layer 2 chains. We're also gearing up to release a ZK roll-up module in the coming weeks to offer an alternative to the standard optimistic roll-up. We aim to simplify the process of launching a Bitcoin Layer 2 network customized to specific requirements. Think of it as a SaaS offering with predefined best practices. Whether it's a DeFi Bitcoin Layer 2 or a GameFi Bitcoin Layer 2, we provide default solutions tailored to each use case. We're dedicated to expanding the BVM ecosystem by incentivizing more builders to join the Bitcoin network. Through various programs and grants, we support builders in covering their operational costs for Bitcoin Layer 2. Additionally, we offer rewards akin to 'L2 mining' to those who contribute to expanding the user base and total value locked on the network. In summary, BVM stands out with its modular infrastructure, tailored solutions, and efforts to grow the Bitcoin ecosystem.
1:16

What if #AI became as decentralized as #Bitcoin? We sat down with our new friend 3700 from Bitcoin Virtual Machine to hear what their incredible team of anons are working on - "Truly Open AI." Full interview here:👇 1: What positive impact will Layer 2s have on Bitcoin? Layer 2s on Bitcoin open up opportunities for innovation, allowing developers to build dApps and smart contracts on top of Bitcoin, expanding its utility and use cases. By submitting transactions for final settlement on the Bitcoin network, Bitcoin Layer 2 networks claim to achieve the same (or close to) level of security and decentralization as the Bitcoin blockchain. Building a separate execution layer allows them the freedom to employ several technologies (such as rollups). Layer 2 can significantly improve Bitcoin's scalability by processing transactions off-chain, reducing congestion on the main blockchain. Overall, Layer 2s on Bitcoin have the potential to address some of Bitcoin's key limitations, making it more efficient, accessible, and versatile in the long run. 2: What does the ETF approval mean for Layer 2 on Bitcoin? The approval of ETF could potentially have several implications for Layer 2 on Bitcoin: Innovation and Development: With a growing interest in Bitcoin spurred by ETF approval, there could be a surge in research and development efforts focused on enhancing Layer 2. Developers and projects may be incentivized to create new and improved Layer 2 protocols to meet the evolving needs of the expanding Bitcoin ecosystem. An ETF approval could boost mainstream Bitcoin adoption and liquidity. This influx of users may also drive interest in Layer 2 on Bitcoin as a means to enhance the scalability and functionality of Bitcoin. 3: What are the primary challenges facing L2s on Bitcoin? The interoperability of different Layer 2s and their compatibility with Bitcoin's main blockchain can be a challenge. Ensuring seamless interaction between various Layer 2 networks and the Bitcoin blockchain is essential for a cohesive and efficient ecosystem. Some Layer 2s may introduce centralization risks if they rely heavily on centralized entities or trusted intermediaries. Maintaining decentralization and censorship resistance, which are core tenets of Bitcoin, while scaling with Layer 2s is a challenge. 4: What aspects of Layer 2 solutions for Bitcoin are you most enthusiastic about? AI represents one of the cornerstones of our modern era. However, achieving a decentralized AI infrastructure, owned and managed by users, has posed significant challenges. The primary obstacle has been the limited capacity to store and execute AI models due to size and computational limitations. To address this challenge, we propose a new blockchain architecture enabling developers to deploy their own Bitcoin Layer 2 solutions tailored specifically for AI tasks, called Truly Open AI. These Layer 2 blockchains are optimized to handle computationally intensive tasks, such as matrix multiplication, directly on-chain. These Bitcoin Layer 2 solutions offer exceptional throughput, minimal latency, and cost-effectiveness. AI dApps are programmed as Solidity smart contracts, ensuring they operate precisely as intended, free from interference or manipulation. Our BVM AI Contracts Library simplifies the integration of neural networks into dApps, empowering developers to embed AI seamlessly. In summary, I'm particularly enthusiastic about the potential of Layer 2 solutions for Bitcoin to revolutionize decentralized AI by providing scalability, security, and accessibility. 5: How is your Layer 2 different from others being built? BVM distinguishes itself as a Modular infrastructure that empowers thousands of distinct Bitcoin Layer 2 networks, spanning Gaming, DeFi, Social, and AI applications. We're continuously enriching the BVM Module Store with new modules to enhance its capabilities. With each new module, builders gain access to a wider array of tools to explore different use cases on the Bitcoin network. Recent additions include the Filecoin module for affordable storage and the AI Contracts Library for constructing AI-powered Bitcoin Layer 2 chains. We're also gearing up to release a ZK roll-up module in the coming weeks to offer an alternative to the standard optimistic roll-up. We aim to simplify the process of launching a Bitcoin Layer 2 network customized to specific requirements. Think of it as a SaaS offering with predefined best practices. Whether it's a DeFi Bitcoin Layer 2 or a GameFi Bitcoin Layer 2, we provide default solutions tailored to each use case. We're dedicated to expanding the BVM ecosystem by incentivizing more builders to join the Bitcoin network. Through various programs and grants, we support builders in covering their operational costs for Bitcoin Layer 2. Additionally, we offer rewards akin to 'L2 mining' to those who contribute to expanding the user base and total value locked on the network. In summary, BVM stands out with its modular infrastructure, tailored solutions, and efforts to grow the Bitcoin ecosystem.

Supra

83,548 görüntüleme • 2 yıl önce

S P A C E M O N K E Y S ˄͎ Podcast Gavin Wood: A Web3 Citizen → Proof of Personhood 👥 feat. Gavin Wood w/ Jay Chrawnna Show Notes: Dive deep into the Proof of Personhood concept with none other than Dr. Gavin Wood, the mastermind behind Polkadot & Ethereum. In this exclusive interview, we explore how this new approach to individuality in the digital world can combat the privacy-invasive practices of Web 2, offering a new way to verify personhood without the need for invasive tracking. Discover the implications for blockchain governance, digital citizenship, and how this could reshape online interactions. We cover the innovative "DIMS" (Decentralized Individuality Mechanisms) that Gavin proposes to solve the Personhood problem. Whether you're into blockchain technology, privacy concerns, or just curious about the future of the internet, this video is packed with insights that could change how we think about digital personhood. Join us as we discuss: 🔹 The difference between identity & individuality 🔹 How Proof of Personhood works without compromising privacy 🔹 Real-world applications & potential use cases 🔹 Challenges like AI disruption & how to overcome them Jump in! ↯ 0:00 Snowboarding 3:45 Light Beers 4:50 Privacy Concerns 6:39 Individuality vs Identity 10:14 Motivations 14:48 Web3 Citizenship 22:18 Governance Augmentations 23:45 Reputation 24:44 Justice 27:05 Contextual Aliases 31:17 Decentralized Inividuality Mechanisms 34:01 AI Digression 36:07 Back to DIM 1 41:02 DIMs 2 & 3? 45:34 Benefits & Utility 48:54 Grim Discourse 51:46 Blockchain for Nations Follow The Kus for more! ❤️🤖
59:09

S P A C E M O N K E Y S ˄͎ Podcast Gavin Wood: A Web3 Citizen → Proof of Personhood 👥 feat. Gavin Wood w/ Jay Chrawnna Show Notes: Dive deep into the Proof of Personhood concept with none other than Dr. Gavin Wood, the mastermind behind Polkadot & Ethereum. In this exclusive interview, we explore how this new approach to individuality in the digital world can combat the privacy-invasive practices of Web 2, offering a new way to verify personhood without the need for invasive tracking. Discover the implications for blockchain governance, digital citizenship, and how this could reshape online interactions. We cover the innovative "DIMS" (Decentralized Individuality Mechanisms) that Gavin proposes to solve the Personhood problem. Whether you're into blockchain technology, privacy concerns, or just curious about the future of the internet, this video is packed with insights that could change how we think about digital personhood. Join us as we discuss: 🔹 The difference between identity & individuality 🔹 How Proof of Personhood works without compromising privacy 🔹 Real-world applications & potential use cases 🔹 Challenges like AI disruption & how to overcome them Jump in! ↯ 0:00 Snowboarding 3:45 Light Beers 4:50 Privacy Concerns 6:39 Individuality vs Identity 10:14 Motivations 14:48 Web3 Citizenship 22:18 Governance Augmentations 23:45 Reputation 24:44 Justice 27:05 Contextual Aliases 31:17 Decentralized Inividuality Mechanisms 34:01 AI Digression 36:07 Back to DIM 1 41:02 DIMs 2 & 3? 45:34 Benefits & Utility 48:54 Grim Discourse 51:46 Blockchain for Nations Follow The Kus for more! ❤️🤖

The Kus

311,203 görüntüleme • 1 yıl önce

So what is the new Commodore 64 Ultimate and what do you get in the box? Everything you need to know is below... OVERVIEW • The Commodore 64 Ultimate comes in 3 varieties: Basic Beige, Starlight Edition, and Founders Edition. • This is the first official Commodore 64 released in over 30 years!!!! COMPATIBILITY • Works with your original Commodore 64 gear (99% compatible). • Supports cartridges, datasette, and 1541 disk drives. • Plug in your datasette, 1541 disk drive, and cartridges and play your favourite games. DISPLAY OPTIONS • Supports both HDMI and CRT. WHAT'S IN THE BOX? • Spiral-bound User Guide • Power Supply • Quick Start User Guide • HDMI cable • Commodore 64 Ultimate (of course) • Stickers • 64GB USB drive with 50+ fully licensed games POWER SUPPLY • 12V, 100-240V with worldwide adapters • Usable in any corner of the Earth CONNECTIONS • 3x USB-A 2.0 • 1x USB-C • Internal MicroSD • HDMI • 8-pin DIN • 3.5mm audio headphone jack • Optical S/PDIF • Ethernet (100Mbps) • Wi-Fi (Built-in) • Cartridge Port • Datasette Port • Disk Drive Port • 2x DB-9 joystick ports • User Port • Power (12V DC) TECH SPECS • Core: AMD Xilinx Artix-7 FPGA • Memory: 128MB DDR2 RAM, 16MB NOR flash • Video: ○ 1080p @ 50Hz (PAL) or 60Hz (NTSC) ○ HDMI-certified ○ Virtually zero-lag ○ DVI-compatible via HDMI ○ Analog via DIN-8: CVBS, S-Video, or RGB • Audio: ○ 2 × SID sockets (6581/8580) with auto voltage and filter detection ○ UltiSID octal core FPGA SID emulation ○ SID-TAP header • Controls: ○ Rocker switch (power, reset, menu, freeze) • Storage & Compatibility: ○ USB thumb drives: FAT, FAT32, exFAT ○ File formats: .D64, .D71, .D81, .G64, .T64, .TAP, .PRG, .ROM, and more ○ C64 OS support coming soon ○ Original Commodore 64 ROMs included under license or via guided ROM setup on first boot ○ ISO-9660 image support ○ Integrated Ultimate-II+ functionality with tape emulation and DMA loader • Keyboard: ○ 66-key mechanical ○ Gateron Pro 3.0 55g switches ○ Original C64 layout and shapes ○ Full NKRO, USB plug ○ 70 RGB LEDs ○ Industry standard stabilizers and wires The Commodore 64 Ultimate is well, ultimate! Pre-order from their website COMMODORE (dot) NET
0:29

So what is the new Commodore 64 Ultimate and what do you get in the box? Everything you need to know is below... OVERVIEW • The Commodore 64 Ultimate comes in 3 varieties: Basic Beige, Starlight Edition, and Founders Edition. • This is the first official Commodore 64 released in over 30 years!!!! COMPATIBILITY • Works with your original Commodore 64 gear (99% compatible). • Supports cartridges, datasette, and 1541 disk drives. • Plug in your datasette, 1541 disk drive, and cartridges and play your favourite games. DISPLAY OPTIONS • Supports both HDMI and CRT. WHAT'S IN THE BOX? • Spiral-bound User Guide • Power Supply • Quick Start User Guide • HDMI cable • Commodore 64 Ultimate (of course) • Stickers • 64GB USB drive with 50+ fully licensed games POWER SUPPLY • 12V, 100-240V with worldwide adapters • Usable in any corner of the Earth CONNECTIONS • 3x USB-A 2.0 • 1x USB-C • Internal MicroSD • HDMI • 8-pin DIN • 3.5mm audio headphone jack • Optical S/PDIF • Ethernet (100Mbps) • Wi-Fi (Built-in) • Cartridge Port • Datasette Port • Disk Drive Port • 2x DB-9 joystick ports • User Port • Power (12V DC) TECH SPECS • Core: AMD Xilinx Artix-7 FPGA • Memory: 128MB DDR2 RAM, 16MB NOR flash • Video: ○ 1080p @ 50Hz (PAL) or 60Hz (NTSC) ○ HDMI-certified ○ Virtually zero-lag ○ DVI-compatible via HDMI ○ Analog via DIN-8: CVBS, S-Video, or RGB • Audio: ○ 2 × SID sockets (6581/8580) with auto voltage and filter detection ○ UltiSID octal core FPGA SID emulation ○ SID-TAP header • Controls: ○ Rocker switch (power, reset, menu, freeze) • Storage & Compatibility: ○ USB thumb drives: FAT, FAT32, exFAT ○ File formats: .D64, .D71, .D81, .G64, .T64, .TAP, .PRG, .ROM, and more ○ C64 OS support coming soon ○ Original Commodore 64 ROMs included under license or via guided ROM setup on first boot ○ ISO-9660 image support ○ Integrated Ultimate-II+ functionality with tape emulation and DMA loader • Keyboard: ○ 66-key mechanical ○ Gateron Pro 3.0 55g switches ○ Original C64 layout and shapes ○ Full NKRO, USB plug ○ 70 RGB LEDs ○ Industry standard stabilizers and wires The Commodore 64 Ultimate is well, ultimate! Pre-order from their website COMMODORE (dot) NET

Commodore Computer Museum 🕹

37,234 görüntüleme • 1 yıl önce

Indonesia arrives on the scene In the last 5 years alone, Indonesia has finalized the purchase of no less than 84 modern fighter jets: 42 Rafale and 42 J-10C. However, nothing compares to the strides made by the Indonesian Navy. The country acquired 8 modern frigates and 2 battery-powered electric submarines - with Tot- in a Naval Group configuration that allows for submergence periods of up to 80 days. Indonesia, alongside Japan and Germany, now becomes one of the sole operators of this new generation of submarines. Including smaller vessels, the nation has closed deals for approximately 20 ships in these last 5 years alone. To build the ISR (Intelligence, Surveillance, and Reconnaissance) capabilities of this fleet and support army operations, nearly 100 reconnaissance and combat drones were purchased, with a highlight on 60 Bayraktar units. This is joined by the acquisition of Turkish ballistic missiles with technology transfer, as well as at least 2 to 3 models of Turkish and Chinese anti-ship missiles. Fighters - 42 Dassault Rafale (Air Force, contracts in tranches with France, 2022–2023). - 42 Chengdu J-10C (Air Force, contract with China, October 2025). Submarines - 2 Scorpène Evolved-class submarines (Navy, contract with Naval Group/France and PT PAL, 2024–2025). Frigates and Major Surface Combatants - 2 PPA-class frigates (Thaon di Revel/Brawijaya) (Navy, contract with Fincantieri/Italy, 2024). - 4 Arrowhead 140-class frigates (Balaputradewa) (Navy, licenses from Babcock/UK, local construction by PT PAL; 2 initial + 2 additional in January 2026). - 2 İstif-class (I-class) frigates (Navy, contract with TAIS/Turkey, January 2026). Smaller Vessels (OPVs, Patrol Boats, and FAC) - 2 90-meter OPVs (Navy, local construction by PT Daya Radar Utama, started 2021). - 2 additional KCR-60-class Fast Attack Craft-Missile (Navy, local construction by PT PAL, ~2024–2025). - 2 18-meter patrol boats (Navy, donation from Japan via Official Security Assistance, 2025). Mine Countermeasures Vessels - 2 Pulau Fani-class MCMVs (Navy, built by Abeking & Rasmussen/Germany; delivered and commissioned 2023–2024). - 4 Inspector 90 USVs + Seascan and K-Ster systems (ROVs) (Navy, contract with Exail/France, June 2025). Helicopters - 3 Bell 505 Jet Ranger X helicopters (Navy, delivered 2021–2022). UAVs/Drones - 60 Bayraktar TB3 + 9 Bayraktar Akinci (primarily Navy, joint contract with Baykar/Turkey, February 2025, with local production). - 14 ScanEagle (Navy, contract with Boeing Insitu). - 12 Anka (Air Force, contract with TAI/Turkey, 2023). ( Indonesia is also developing indigenous UVVs) Anti-Ship Missiles - 45 Atmaca (Navy, initial units under contract with Roketsan/Turkey, 2024; additional contracts in 2025 for more units and local production). - Çakır (anti-ship cruise missile, Navy): Contract for local production with Roketsan/Turkey (July 2025), quantity not specified. - YJ-12/CM-302 (coastal anti-ship, Army): Acquisition confirmed in 2025, no public unit number. Ballistic Missiles - KHAN system (export Bora) (Army, contract with Roketsan/Turkey ~2022–2025; number of units/batteries not publicly disclosed). Other Confirmed Upgrades - Upgrades to CN-235 MPA and C-130 Hercules (Air Force, contracts 2024–2025; number of affected units not detailed publicly, but applies to multiple existing aircraft).
0:28

Indonesia arrives on the scene In the last 5 years alone, Indonesia has finalized the purchase of no less than 84 modern fighter jets: 42 Rafale and 42 J-10C. However, nothing compares to the strides made by the Indonesian Navy. The country acquired 8 modern frigates and 2 battery-powered electric submarines - with Tot- in a Naval Group configuration that allows for submergence periods of up to 80 days. Indonesia, alongside Japan and Germany, now becomes one of the sole operators of this new generation of submarines. Including smaller vessels, the nation has closed deals for approximately 20 ships in these last 5 years alone. To build the ISR (Intelligence, Surveillance, and Reconnaissance) capabilities of this fleet and support army operations, nearly 100 reconnaissance and combat drones were purchased, with a highlight on 60 Bayraktar units. This is joined by the acquisition of Turkish ballistic missiles with technology transfer, as well as at least 2 to 3 models of Turkish and Chinese anti-ship missiles. Fighters - 42 Dassault Rafale (Air Force, contracts in tranches with France, 2022–2023). - 42 Chengdu J-10C (Air Force, contract with China, October 2025). Submarines - 2 Scorpène Evolved-class submarines (Navy, contract with Naval Group/France and PT PAL, 2024–2025). Frigates and Major Surface Combatants - 2 PPA-class frigates (Thaon di Revel/Brawijaya) (Navy, contract with Fincantieri/Italy, 2024). - 4 Arrowhead 140-class frigates (Balaputradewa) (Navy, licenses from Babcock/UK, local construction by PT PAL; 2 initial + 2 additional in January 2026). - 2 İstif-class (I-class) frigates (Navy, contract with TAIS/Turkey, January 2026). Smaller Vessels (OPVs, Patrol Boats, and FAC) - 2 90-meter OPVs (Navy, local construction by PT Daya Radar Utama, started 2021). - 2 additional KCR-60-class Fast Attack Craft-Missile (Navy, local construction by PT PAL, ~2024–2025). - 2 18-meter patrol boats (Navy, donation from Japan via Official Security Assistance, 2025). Mine Countermeasures Vessels - 2 Pulau Fani-class MCMVs (Navy, built by Abeking & Rasmussen/Germany; delivered and commissioned 2023–2024). - 4 Inspector 90 USVs + Seascan and K-Ster systems (ROVs) (Navy, contract with Exail/France, June 2025). Helicopters - 3 Bell 505 Jet Ranger X helicopters (Navy, delivered 2021–2022). UAVs/Drones - 60 Bayraktar TB3 + 9 Bayraktar Akinci (primarily Navy, joint contract with Baykar/Turkey, February 2025, with local production). - 14 ScanEagle (Navy, contract with Boeing Insitu). - 12 Anka (Air Force, contract with TAI/Turkey, 2023). ( Indonesia is also developing indigenous UVVs) Anti-Ship Missiles - 45 Atmaca (Navy, initial units under contract with Roketsan/Turkey, 2024; additional contracts in 2025 for more units and local production). - Çakır (anti-ship cruise missile, Navy): Contract for local production with Roketsan/Turkey (July 2025), quantity not specified. - YJ-12/CM-302 (coastal anti-ship, Army): Acquisition confirmed in 2025, no public unit number. Ballistic Missiles - KHAN system (export Bora) (Army, contract with Roketsan/Turkey ~2022–2025; number of units/batteries not publicly disclosed). Other Confirmed Upgrades - Upgrades to CN-235 MPA and C-130 Hercules (Air Force, contracts 2024–2025; number of affected units not detailed publicly, but applies to multiple existing aircraft).

Patricia Marins

176,088 görüntüleme • 6 ay önce

Microsoft's Fairwater Wisconsin went live today, ahead of schedule. It's the world's most powerful AI data center. Hundreds of thousands of NVIDIA GB200 GPUs, wired to behave as a single computer. The physical build is biblical. 315 acres. 1.2 million square feet across three buildings. 26.5 million pounds of steel. 46.6 miles of foundation piles. 120 miles of underground cable. The storage wing alone runs the length of five football fields. Each rack holds 72 GPUs sharing 14 terabytes of pooled memory, pushing 865,000 tokens per second. One rack generates more text per second than you've written in your entire life. Fairwater holds thousands of racks. The speed of light became a real bottleneck. Cable lengths between racks were introducing latency that slowed training. Microsoft's fix was a two-story layout so racks sit directly above and below each other. We are now architecting around special relativity to train AI. The power numbers are where it gets surreal. Phase 1 pulls 400 megawatts. Full build-out approaches 900 megawatts. Roughly a nuclear reactor, feeding one computer. The grid draw equals 300,000 homes. Fairwater Wisconsin is only the first. Atlanta is already online. Norway and the UK are next. Microsoft is stringing them together over 120,000 miles of dedicated fiber into one AI superfactory with 2+ gigawatts of total capacity. The buildings outlast the chips. GB200 gets swapped for GB300, then Rubin. The cells are modular. Microsoft's real bet is on the real estate, the power hookups, and the fiber. AI progress is now gated by concrete and megawatts.
0:21

Microsoft's Fairwater Wisconsin went live today, ahead of schedule. It's the world's most powerful AI data center. Hundreds of thousands of NVIDIA GB200 GPUs, wired to behave as a single computer. The physical build is biblical. 315 acres. 1.2 million square feet across three buildings. 26.5 million pounds of steel. 46.6 miles of foundation piles. 120 miles of underground cable. The storage wing alone runs the length of five football fields. Each rack holds 72 GPUs sharing 14 terabytes of pooled memory, pushing 865,000 tokens per second. One rack generates more text per second than you've written in your entire life. Fairwater holds thousands of racks. The speed of light became a real bottleneck. Cable lengths between racks were introducing latency that slowed training. Microsoft's fix was a two-story layout so racks sit directly above and below each other. We are now architecting around special relativity to train AI. The power numbers are where it gets surreal. Phase 1 pulls 400 megawatts. Full build-out approaches 900 megawatts. Roughly a nuclear reactor, feeding one computer. The grid draw equals 300,000 homes. Fairwater Wisconsin is only the first. Atlanta is already online. Norway and the UK are next. Microsoft is stringing them together over 120,000 miles of dedicated fiber into one AI superfactory with 2+ gigawatts of total capacity. The buildings outlast the chips. GB200 gets swapped for GB300, then Rubin. The cells are modular. Microsoft's real bet is on the real estate, the power hookups, and the fiber. AI progress is now gated by concrete and megawatts.

Aakash Gupta

382,398 görüntüleme • 4 ay önce

$AMD's heading to $5T MC LT| Lowest $/M tokens 🧵 The real reason why Institutions are FOMOing into AMD while other Semi stocks are underperforming ($NVDA $AVGO) Not Financial Advice! DYOR! Under Dr. Lisa Su’s leadership, AMD has transformed from a distant challenger into a formidable force in AI infrastructure, delivering the industry’s most compelling TCO story for high-volume inference. Her clear vision open ecosystems, aggressive annual roadmaps, rack-scale innovation, and relentless focus on tokens-per-dollar has positioned AMD’s Helios racks as the go-to solution for hyperscalers and AI natives struggling with exploding token costs, collapsing the cost down to $0.0003-$0.0005/M tokens. I will link various threads on this analysis to supply chain and wafer ratio if you are interested in understanding the full picture. In the last 3-4 months, explosive Agentic AI demand significantly increased Inference demand for Agentic AI models with 5-10 agents. If you are a listener of CNBC or Bloomberg, u should know enterprises and companies are complaining abt cost of token, and how it starts to spike up way too much to make sense. The fact that most data center today are run by $NVDA Chips, where the cost is way too high for Training or Inference. 1. Token cost Here are some quick comp, so u understand why $META OpenAI Anthropic $MSFT $AMZN Softbank $GOOGL and many more small to medium AI Natives are buying AMD CPUs and GPUs as much as they want, or pretty much AMD chips are sold out for the next 3-5 years. Inference (Cost per Million Tokens) ~$NVDA B200 / HGX: ~$0.02–$0.08 on optimized workloads (FP4/MXFP4, speculative decoding). Significant improvement over Hopper but still premium-priced. GB200 NVL72 rack-scale: $0.05–$0.25+ ~$AMD Helios Racks: $0.0003-$0.0005 per M tokens, dramatically lower than NVIDIA equivalents in owned infra. MI355X node-level: Up to 40% more tokens per dollar vs. competing solutions ( B200), driven by higher memory capacity (up to 288GB+ HBM), strong bandwidth, and lower acquisition costs. Training ~$NVDA Rubin Rack is estimated $0.7-$1.2/M Tokens ~$AMD Helios Rack is estimated $0.65-$1.0/M Tokens 2. Why Hyperscalers and AI Natives Are Choosing AMD Token consumption (especially Agentic) is outpacing even NVIDIA’s efficiency gains, making diversification mandatory for economic viability. Massive deals reflect this reality like $META, OpenAI, $MSFT, Softbank, $AMZN, Oracle, LumaAI, G42... Dr. Lisa Su’s Vision in Action: Since taking the helm, Su has driven AMD’s turnaround with disciplined execution, annual GPU cadence (MI300 → MI350 → MI400), full-stack software (ROCm 7), open ecosystems (UALink, OCP designs), and customer-centric rack-scale solutions like Helios. Her emphasis on “tokens per dollar” and TCO has turned AMD into the pragmatic choice for sustainable AI scaling. Power/Energy Efficiency: ~Helios Rack-level is estimated at 120kW-140kW with 50% more HBM4 where Inference and Training cost matter ~Rubin Rack-Level is estimated at 160kW-230kw AMD Helios shines in owned TCO, memory density, and energy flexibility at hyperscale. Cost to build 1GW data center 1GW Helios Rack full build is estimated $30-$35B 1GW Rubin Rack full build is estimated $45-$55B 3. Superior CPUs to pair with GPUs on massive scale 5-10-20GW Agentic AI. autonomous, multi-step workflows with orchestration, tool use, parallel agents, data movement, and enterprise integration has dramatically increased the importance of strong host CPUs alongside GPUs. This shifts the CPU-to-GPU ratio higher and makes balanced systems critical toward 1:1 to 5:1 as enterprises testing more than 5-10 agents. AMD EPYC Venice excels ~Leadership core density (up to 256 Zen 6 cores per socket) for running many agents in parallel, orchestration layers, and high-throughput control-plane tasks. ~Superior performance-per-core and power efficiency ( up to 2.1x higher perf/core and 2.26x better SPECpower vs. NVIDIA Grace in benchmarks). ~Tight integration in Helios: One Venice CPU + multiple MI450 GPUs per node, enabling efficient data feeding to GPUs ("zero-copy"), parallel execution, and full rack utilization for complex agentic loops. Hyperscalers (Meta, Microsoft, Amazon, Google, Softbank) and AI natives (OpenAI, Anthropic...) are adopting high-core EPYC at scale specifically for these agentic demands, as CPUs now handle a larger share of non-model work (orchestration, policy enforcement, tool calls). This complements AMD’s lower-cost GPUs for overall TCO wins. Conclusion: NVIDIA’s Vera Rubin cannot compete with a 2 years old EPYC Turin, but AMD under Dr. Lisa Su has engineered the lowest cost-per-million-tokens, highly competitive energy-efficient solutions, and superior CPU orchestration for agentic AI at scale with Helios. Dr. Su has championed this shift since at least 2023, foreseeing the rise of agentic workflows that demand far more orchestration, parallel agents, and balanced compute well before the industry fully embraced it. Her long-term vision of AI moving from simple prompts to always-on, multi-agent systems has driven AMD’s investments in high-core EPYC CPUs and integrated rack-scale solutions, perfectly positioning the company for today’s realities. Hyperscalers and AI natives effectively have no choice but to buy more AMD system for Agentic AI as leadership in economical, power-aware, high-volume internal + agentic use. However, due to supply constraints where Supply is far behind Demand, this makes multi-vendor reality along with in-house chips drive faster industry progress, lower overall costs, and better sustainability. Not Financial Advice! DYOR! Video source: Microsoft Build 2026
0:49

$AMD's heading to $5T MC LT| Lowest $/M tokens 🧵 The real reason why Institutions are FOMOing into AMD while other Semi stocks are underperforming ($NVDA $AVGO) Not Financial Advice! DYOR! Under Dr. Lisa Su’s leadership, AMD has transformed from a distant challenger into a formidable force in AI infrastructure, delivering the industry’s most compelling TCO story for high-volume inference. Her clear vision open ecosystems, aggressive annual roadmaps, rack-scale innovation, and relentless focus on tokens-per-dollar has positioned AMD’s Helios racks as the go-to solution for hyperscalers and AI natives struggling with exploding token costs, collapsing the cost down to $0.0003-$0.0005/M tokens. I will link various threads on this analysis to supply chain and wafer ratio if you are interested in understanding the full picture. In the last 3-4 months, explosive Agentic AI demand significantly increased Inference demand for Agentic AI models with 5-10 agents. If you are a listener of CNBC or Bloomberg, u should know enterprises and companies are complaining abt cost of token, and how it starts to spike up way too much to make sense. The fact that most data center today are run by $NVDA Chips, where the cost is way too high for Training or Inference. 1. Token cost Here are some quick comp, so u understand why $META OpenAI Anthropic $MSFT $AMZN Softbank $GOOGL and many more small to medium AI Natives are buying AMD CPUs and GPUs as much as they want, or pretty much AMD chips are sold out for the next 3-5 years. Inference (Cost per Million Tokens) ~$NVDA B200 / HGX: ~$0.02–$0.08 on optimized workloads (FP4/MXFP4, speculative decoding). Significant improvement over Hopper but still premium-priced. GB200 NVL72 rack-scale: $0.05–$0.25+ ~$AMD Helios Racks: $0.0003-$0.0005 per M tokens, dramatically lower than NVIDIA equivalents in owned infra. MI355X node-level: Up to 40% more tokens per dollar vs. competing solutions ( B200), driven by higher memory capacity (up to 288GB+ HBM), strong bandwidth, and lower acquisition costs. Training ~$NVDA Rubin Rack is estimated $0.7-$1.2/M Tokens ~$AMD Helios Rack is estimated $0.65-$1.0/M Tokens 2. Why Hyperscalers and AI Natives Are Choosing AMD Token consumption (especially Agentic) is outpacing even NVIDIA’s efficiency gains, making diversification mandatory for economic viability. Massive deals reflect this reality like $META, OpenAI, $MSFT, Softbank, $AMZN, Oracle, LumaAI, G42... Dr. Lisa Su’s Vision in Action: Since taking the helm, Su has driven AMD’s turnaround with disciplined execution, annual GPU cadence (MI300 → MI350 → MI400), full-stack software (ROCm 7), open ecosystems (UALink, OCP designs), and customer-centric rack-scale solutions like Helios. Her emphasis on “tokens per dollar” and TCO has turned AMD into the pragmatic choice for sustainable AI scaling. Power/Energy Efficiency: ~Helios Rack-level is estimated at 120kW-140kW with 50% more HBM4 where Inference and Training cost matter ~Rubin Rack-Level is estimated at 160kW-230kw AMD Helios shines in owned TCO, memory density, and energy flexibility at hyperscale. Cost to build 1GW data center 1GW Helios Rack full build is estimated $30-$35B 1GW Rubin Rack full build is estimated $45-$55B 3. Superior CPUs to pair with GPUs on massive scale 5-10-20GW Agentic AI. autonomous, multi-step workflows with orchestration, tool use, parallel agents, data movement, and enterprise integration has dramatically increased the importance of strong host CPUs alongside GPUs. This shifts the CPU-to-GPU ratio higher and makes balanced systems critical toward 1:1 to 5:1 as enterprises testing more than 5-10 agents. AMD EPYC Venice excels ~Leadership core density (up to 256 Zen 6 cores per socket) for running many agents in parallel, orchestration layers, and high-throughput control-plane tasks. ~Superior performance-per-core and power efficiency ( up to 2.1x higher perf/core and 2.26x better SPECpower vs. NVIDIA Grace in benchmarks). ~Tight integration in Helios: One Venice CPU + multiple MI450 GPUs per node, enabling efficient data feeding to GPUs ("zero-copy"), parallel execution, and full rack utilization for complex agentic loops. Hyperscalers (Meta, Microsoft, Amazon, Google, Softbank) and AI natives (OpenAI, Anthropic...) are adopting high-core EPYC at scale specifically for these agentic demands, as CPUs now handle a larger share of non-model work (orchestration, policy enforcement, tool calls). This complements AMD’s lower-cost GPUs for overall TCO wins. Conclusion: NVIDIA’s Vera Rubin cannot compete with a 2 years old EPYC Turin, but AMD under Dr. Lisa Su has engineered the lowest cost-per-million-tokens, highly competitive energy-efficient solutions, and superior CPU orchestration for agentic AI at scale with Helios. Dr. Su has championed this shift since at least 2023, foreseeing the rise of agentic workflows that demand far more orchestration, parallel agents, and balanced compute well before the industry fully embraced it. Her long-term vision of AI moving from simple prompts to always-on, multi-agent systems has driven AMD’s investments in high-core EPYC CPUs and integrated rack-scale solutions, perfectly positioning the company for today’s realities. Hyperscalers and AI natives effectively have no choice but to buy more AMD system for Agentic AI as leadership in economical, power-aware, high-volume internal + agentic use. However, due to supply constraints where Supply is far behind Demand, this makes multi-vendor reality along with in-house chips drive faster industry progress, lower overall costs, and better sustainability. Not Financial Advice! DYOR! Video source: Microsoft Build 2026

Mike

145,778 görüntüleme • 2 ay önce

Magic Launchpad Token Sale #4 🚀 Building on the success of our previous Early Access Token Sales (Presales), we’re excited to bring you the next big opportunity! 🤖 goodcryptoX - goodcryptoX $GOOD The First Non-Custodial DEX Trading Bot Powered by AI 🟪 Highlights: ▪️ Non-Custodial DEX Bot: Advanced trading with limit/trailing orders, copy trading, and bots, all while keeping full control of your funds. ▪️ AI-Powered Assistant: Execute complex trades through natural language commands for simplified trading. ▪️ MPC-Protected Wallet: Secure smart contract wallet with on-chain permissions and multi-token gas fee options. ▪️ Cross-Chain Support: Trade on #Ethereum, #BNB Smart Chain, #Base, #Arbitrum, and soon on #Solana. ▪️ CEX Trading Terminal: Access 35+ exchanges with advanced orders, automated bots, and TradingView integration. 🟪 Traction: ▪️ User Base: 200K+ registered users. ▪️ Traded Volume: $3B+ traded via platform. ▪️ Community: 120K on X, 95K on Telegram. 🟪 Partners & Investors: PancakeSwap, Binance, Bybit, KuCoin, OKX, Uniswap, Web3Auth, 火币HTX, ZeroDev, Cointelegraph, BitMart, GSR, Fenbushi Capital 🟪 Raise Details: ▪️ Raise Amount: $100,000 ▪️ $GOOD Token Price: $0.0225 (10% discount from IDO price) 📅 Dates: 1. FCFS Round: August 20, 11AM UTC 2. Pro-Rata Round: August 21, 11AM UTC More goodcryptoX: Powered by Magic Square and the $SQR Token
0:22

Magic Launchpad Token Sale #4 🚀 Building on the success of our previous Early Access Token Sales (Presales), we’re excited to bring you the next big opportunity! 🤖 goodcryptoX - goodcryptoX $GOOD The First Non-Custodial DEX Trading Bot Powered by AI 🟪 Highlights: ▪️ Non-Custodial DEX Bot: Advanced trading with limit/trailing orders, copy trading, and bots, all while keeping full control of your funds. ▪️ AI-Powered Assistant: Execute complex trades through natural language commands for simplified trading. ▪️ MPC-Protected Wallet: Secure smart contract wallet with on-chain permissions and multi-token gas fee options. ▪️ Cross-Chain Support: Trade on #Ethereum, #BNB Smart Chain, #Base, #Arbitrum, and soon on #Solana. ▪️ CEX Trading Terminal: Access 35+ exchanges with advanced orders, automated bots, and TradingView integration. 🟪 Traction: ▪️ User Base: 200K+ registered users. ▪️ Traded Volume: $3B+ traded via platform. ▪️ Community: 120K on X, 95K on Telegram. 🟪 Partners & Investors: PancakeSwap, Binance, Bybit, KuCoin, OKX, Uniswap, Web3Auth, 火币HTX, ZeroDev, Cointelegraph, BitMart, GSR, Fenbushi Capital 🟪 Raise Details: ▪️ Raise Amount: $100,000 ▪️ $GOOD Token Price: $0.0225 (10% discount from IDO price) 📅 Dates: 1. FCFS Round: August 20, 11AM UTC 2. Pro-Rata Round: August 21, 11AM UTC More goodcryptoX: Powered by Magic Square and the $SQR Token

Magic Launchpad

36,138 görüntüleme • 2 yıl önce

Tata Curvv EV: Pros & Cons, Quality Insights & Competition Analysis! Timestamps 0:00 - Real-time sound output 0:22 - Brake test 0:41 - Build, safety, and feel 1:04 - Curvv EV Empowered: Basic info 2:00 - Dual-tone color looks 2:23 - Fog lamps still present 2:30 - Ugly welding spots 2:48 - Paint quality 3:00 - Panel gaps 3:28 - No rear wiper 3:37 - Rearview glass and rear camera on the go 4:20 - ADAS while driving 5:10 - Glossy wheel cladding 5:28 - Insulation material and rubber beading 5:38 - Raised stance 6:07 - Aero twin wipers 6:18 - Flush door handles 6:54 - Frunk 7:06 - Fast AC wall charger with the car 7:17 - V2V and V2L 7:40 - Electric tailgate and boot space 8:17 - Alloys with aero inserts and full inner wheel arch cladding 8:54 - Front seat space and comfort 9:50 - Rear seat comfort and space 12:08 - Powered front driver seat 12:30 - AVAS 12:46 - Bottle holder style 12:57 - Similarities with Nexon 13:31 - No door pockets at the rear 13:41 - Auto hold 14:01 - Clean mechanism of the panoramic sunroof 14:16 - Digital cockpit and infotainment screen brightness 14:46 - Slippery floor mats 15:12 - Thick plastic panel gap in the glovebox 15:22 - Dashboard plastic design 15:49 - Had to stretch for ORVM buttons 16:00 - All power windows should have one-touch up/down 16:09 - Center console with piano finish 16:56 - No telescopic steering adjustment 17:07 - Screw covers not neat and no flaps/mirror for the sun visor 17:33 - Two 45W chargers available in the cabin 17:52 - Storage box and old-fashioned charging pad 18:16 - AC touch panel and knobs 19:17 - Range I got during the drive 20:13 - Can the Curvv EV sell in big numbers? 21:36 - COUPE styling: A gamble by TATA 23:06 - Why is there more buzz for Curvv EV compared to Nexon EV? 24:17 - IRA EV app 25:27 - Competition against ZS EV and Creta/Seltos in ICE
26:58

Tata Curvv EV: Pros & Cons, Quality Insights & Competition Analysis! Timestamps 0:00 - Real-time sound output 0:22 - Brake test 0:41 - Build, safety, and feel 1:04 - Curvv EV Empowered: Basic info 2:00 - Dual-tone color looks 2:23 - Fog lamps still present 2:30 - Ugly welding spots 2:48 - Paint quality 3:00 - Panel gaps 3:28 - No rear wiper 3:37 - Rearview glass and rear camera on the go 4:20 - ADAS while driving 5:10 - Glossy wheel cladding 5:28 - Insulation material and rubber beading 5:38 - Raised stance 6:07 - Aero twin wipers 6:18 - Flush door handles 6:54 - Frunk 7:06 - Fast AC wall charger with the car 7:17 - V2V and V2L 7:40 - Electric tailgate and boot space 8:17 - Alloys with aero inserts and full inner wheel arch cladding 8:54 - Front seat space and comfort 9:50 - Rear seat comfort and space 12:08 - Powered front driver seat 12:30 - AVAS 12:46 - Bottle holder style 12:57 - Similarities with Nexon 13:31 - No door pockets at the rear 13:41 - Auto hold 14:01 - Clean mechanism of the panoramic sunroof 14:16 - Digital cockpit and infotainment screen brightness 14:46 - Slippery floor mats 15:12 - Thick plastic panel gap in the glovebox 15:22 - Dashboard plastic design 15:49 - Had to stretch for ORVM buttons 16:00 - All power windows should have one-touch up/down 16:09 - Center console with piano finish 16:56 - No telescopic steering adjustment 17:07 - Screw covers not neat and no flaps/mirror for the sun visor 17:33 - Two 45W chargers available in the cabin 17:52 - Storage box and old-fashioned charging pad 18:16 - AC touch panel and knobs 19:17 - Range I got during the drive 20:13 - Can the Curvv EV sell in big numbers? 21:36 - COUPE styling: A gamble by TATA 23:06 - Why is there more buzz for Curvv EV compared to Nexon EV? 24:17 - IRA EV app 25:27 - Competition against ZS EV and Creta/Seltos in ICE

Sunderdeep - Volklub

28,298 görüntüleme • 2 yıl önce

🚨🇷🇺OCEANIC SHIELD: RUSSIA'S DOOMSDAY TORPEDO IS NOW AT SEA The Russian Navy has launched its most secretive and strategic submarine yet — RFS Khabarovsk — a nuclear-powered special-purpose vessel built for one mission only: to carry and deploy Poseidon (Status-6) nuclear torpedoes. What is Poseidon? 🔸A nuclear-powered, autonomous underwater torpedo 🔸Estimated range: up to 6,200 miles — intercontinental 🔸Capable of carrying a 2-megaton nuclear warhead — 100x more destructive than the Hiroshima bomb 🔸Runs at depths and speeds that make interception extremely difficult Putin himself confirmed its successful test in October 2025, calling it "a huge success" and saying "there is nothing like this” Khabarovsk — Poseidon's carrier: 🔸A nuclear-powered special-purpose submarine, quietly launched by the Russian Navy 🔸Designed to carry up to 6 Poseidon torpedoes in specialized side-mounted launch hangars 🔸Powered by a single OK-650V nuclear reactor 🔸Operates from protected bastion zones near Russian coastlines — safely out of enemy reach — while Poseidon autonomously travels to its target 🔸No countermeasure exists to intercept it Poseidon is Moscow's direct hedge against US missile defense, precision-strike capabilities, and low-yield nuclear systems that Russia views as a threat to strategic stability. Integrated with the Perimeter dead-hand system, Poseidon guarantees retaliation even if Russia's nuclear command and control is destroyed. Russia's plan, according to the US Naval Institute, calls for 30 Poseidons on 4 submarines — 2 for the Northern Fleet, 2 for the Pacific Fleet — with torpedoes in the Atlantic and Pacific capable of autonomously striking US port cities, far beyond the effective reach of any American torpedo. Multipurpose Deterrent — Poseidon is dual-capable, conventional or nuclear, and built to strike carrier battle groups, coastal fortifications, and critical infrastructure. The US has no standoff weapon to intercept Poseidon. The Navy retired Subroc in 1992 — its only long-range anti-submarine missile. Its replacement, Sea Lance, was canceled at the Cold War's end and never replaced.
0:59

🚨🇷🇺OCEANIC SHIELD: RUSSIA'S DOOMSDAY TORPEDO IS NOW AT SEA The Russian Navy has launched its most secretive and strategic submarine yet — RFS Khabarovsk — a nuclear-powered special-purpose vessel built for one mission only: to carry and deploy Poseidon (Status-6) nuclear torpedoes. What is Poseidon? 🔸A nuclear-powered, autonomous underwater torpedo 🔸Estimated range: up to 6,200 miles — intercontinental 🔸Capable of carrying a 2-megaton nuclear warhead — 100x more destructive than the Hiroshima bomb 🔸Runs at depths and speeds that make interception extremely difficult Putin himself confirmed its successful test in October 2025, calling it "a huge success" and saying "there is nothing like this” Khabarovsk — Poseidon's carrier: 🔸A nuclear-powered special-purpose submarine, quietly launched by the Russian Navy 🔸Designed to carry up to 6 Poseidon torpedoes in specialized side-mounted launch hangars 🔸Powered by a single OK-650V nuclear reactor 🔸Operates from protected bastion zones near Russian coastlines — safely out of enemy reach — while Poseidon autonomously travels to its target 🔸No countermeasure exists to intercept it Poseidon is Moscow's direct hedge against US missile defense, precision-strike capabilities, and low-yield nuclear systems that Russia views as a threat to strategic stability. Integrated with the Perimeter dead-hand system, Poseidon guarantees retaliation even if Russia's nuclear command and control is destroyed. Russia's plan, according to the US Naval Institute, calls for 30 Poseidons on 4 submarines — 2 for the Northern Fleet, 2 for the Pacific Fleet — with torpedoes in the Atlantic and Pacific capable of autonomously striking US port cities, far beyond the effective reach of any American torpedo. Multipurpose Deterrent — Poseidon is dual-capable, conventional or nuclear, and built to strike carrier battle groups, coastal fortifications, and critical infrastructure. The US has no standoff weapon to intercept Poseidon. The Navy retired Subroc in 1992 — its only long-range anti-submarine missile. Its replacement, Sea Lance, was canceled at the Cold War's end and never replaced.

NewRulesGeopolitics

56,252 görüntüleme • 3 ay önce

#GoProMISSION1 PRO Deep Dive—Part 2 of 6 🎥 A new, cutting-edge 1-inch sensor means incredible dynamic range, even in the darkest environments. Low-light performance like you've never seen from a GoPro, with up to 14 stops of dynamic range at the sensor. Think rich shadow detail, crispy highlights, + true-to-life color with minimal noise and no AI artifacts. The new 1-inch sensor gathers 77% more light per pixel than the competition at 8K, holding detail where other cameras give up. For the darkest scenes, Low Light Mode switches the camera to 4K for Quad Bayer capture, combining 4 pixels into 1 to quadruple each pixel's light-gathering area. Add HLG HDR with dual gain readout—capturing multiple exposures simultaneously to eliminate the ghosting you'd normally get from sequential bracketed HDR—and the result is clean, cinematic footage from high noon to pitch black. Then we take it one step further with 3 built-in Night Effects Modes: Star Trails, Vehicle Light Trails, + Light Painting to change the way you see the world after dark. All of this, in a camera over 85% smaller by volume and over 75% less expensive than the next camera in the 8K60 class. Shop MISSION 1 PRO at or at your local retailer 🛒 #GoPro #Cinematic #Videography
0:43

#GoProMISSION1 PRO Deep Dive—Part 2 of 6 🎥 A new, cutting-edge 1-inch sensor means incredible dynamic range, even in the darkest environments. Low-light performance like you've never seen from a GoPro, with up to 14 stops of dynamic range at the sensor. Think rich shadow detail, crispy highlights, + true-to-life color with minimal noise and no AI artifacts. The new 1-inch sensor gathers 77% more light per pixel than the competition at 8K, holding detail where other cameras give up. For the darkest scenes, Low Light Mode switches the camera to 4K for Quad Bayer capture, combining 4 pixels into 1 to quadruple each pixel's light-gathering area. Add HLG HDR with dual gain readout—capturing multiple exposures simultaneously to eliminate the ghosting you'd normally get from sequential bracketed HDR—and the result is clean, cinematic footage from high noon to pitch black. Then we take it one step further with 3 built-in Night Effects Modes: Star Trails, Vehicle Light Trails, + Light Painting to change the way you see the world after dark. All of this, in a camera over 85% smaller by volume and over 75% less expensive than the next camera in the 8K60 class. Shop MISSION 1 PRO at or at your local retailer 🛒 #GoPro #Cinematic #Videography

GoPro

10,781 görüntüleme • 1 ay önce

Understanding the BitTorrent Swarm — A Broader Look With Real Data Dynamics BitTorrent isn’t just a file-sharing protocol; it’s one of the most efficient large-scale distribution systems ever designed. At its core lies a simple but powerful principle: when users contribute bandwidth, the entire network accelerates. This is the swarm and its efficiency can be explained through clear data patterns and network behavior. 🔹 The Swarm Model: How Participation Becomes Performance In a traditional client-server setup, bandwidth is fixed. If 10,000 users try to download a 1 GB file from one server with 1 Gbps bandwidth: ➠ Maximum theoretical throughput per user: 0.1 Mbps ➠ Average download time: 2–3 hours ➠ Server overload: very likely BitTorrent rewrites this logic. When 10,000 users join a swarm and each contributes only 50–200 Kbps of upload bandwidth, the network’s total available throughput multiplies thousands of times. This is why, in real swarm studies: ➠ Larger swarms consistently show 30–400% faster download speeds ➠ Popular torrents reach equilibrium within minutes, not hours ➠ Throughput per user remains stable even under heavy demand BitTorrent’s efficiency grows with usage — something centralized systems struggle with. 🔹 Why More Peers = More Speed (Backed by Data Behavior) BitTorrent breaks files into hundreds or thousands of small pieces. Each piece circulates among peers using a strategy called rarest-first ensuring no piece becomes a bottleneck. Here’s what the data shows: 1. Bandwidth multiplication effect If each peer contributes: ➠ 100 peers × 100 Kbps upload = 10 Mbps swarm capacity ➠ 5,000 peers × 150 Kbps upload = 750 Mbps swarm capacity ➠ 20,000 peers × 200 Kbps upload = 4 Gbps swarm capacity This turning point when collective bandwidth surpasses any server is why torrents of large files often download faster than centralized sources. 2. Availability resilience Even if 90% of peers leave, as long as one full copy exists across the swarm’s collective pieces, the file is recoverable without interruption. 3. Load balancing automatically occurs BitTorrent’s choking/unchoking algorithm ensures: ➠ High-bandwidth peers exchange more data ➠ Low-bandwidth peers still participate ➠ No single peer becomes a bottleneck The data flow adapts in real time based on peer performance. 🔹 The Swarm’s Global Impact: Why It Still Matters BitTorrent traffic routinely accounts for: ➠ 10–20% of global internet upload traffic (varies by region) ➠ Multiple petabytes of data exchanged daily ➠ Millions of active swarms at any given time The model works because it scales with demand: ➠ More users → more bandwidth. ➠ More bandwidth → faster delivery. ➠ Faster delivery → stronger swarm health. This “self-reinforcing cycle” is a core reason decentralized systems from Web3 storage to blockchain data sync borrow heavily from BitTorrent’s architecture. 🔹 The Big Picture The BitTorrent swarm illustrates an important truth about decentralized networks: Efficiency doesn’t come from the center it comes from participation. When thousands of people contribute small amounts of bandwidth, the result is a global system capable of speeds that outperform traditional content delivery models. This is not just technology; it’s cooperative acceleration at internet scale. In One Line Files move faster when everyone contributes and BitTorrent proves it with real data. H.E. Justin Sun 👨‍🚀 🌞 BitTorrent #TRONEcoStar #BitTorrent #SwarmNetwork #DataAnalysis #DecentralizedSystems #P2P
1:05

Understanding the BitTorrent Swarm — A Broader Look With Real Data Dynamics BitTorrent isn’t just a file-sharing protocol; it’s one of the most efficient large-scale distribution systems ever designed. At its core lies a simple but powerful principle: when users contribute bandwidth, the entire network accelerates. This is the swarm and its efficiency can be explained through clear data patterns and network behavior. 🔹 The Swarm Model: How Participation Becomes Performance In a traditional client-server setup, bandwidth is fixed. If 10,000 users try to download a 1 GB file from one server with 1 Gbps bandwidth: ➠ Maximum theoretical throughput per user: 0.1 Mbps ➠ Average download time: 2–3 hours ➠ Server overload: very likely BitTorrent rewrites this logic. When 10,000 users join a swarm and each contributes only 50–200 Kbps of upload bandwidth, the network’s total available throughput multiplies thousands of times. This is why, in real swarm studies: ➠ Larger swarms consistently show 30–400% faster download speeds ➠ Popular torrents reach equilibrium within minutes, not hours ➠ Throughput per user remains stable even under heavy demand BitTorrent’s efficiency grows with usage — something centralized systems struggle with. 🔹 Why More Peers = More Speed (Backed by Data Behavior) BitTorrent breaks files into hundreds or thousands of small pieces. Each piece circulates among peers using a strategy called rarest-first ensuring no piece becomes a bottleneck. Here’s what the data shows: 1. Bandwidth multiplication effect If each peer contributes: ➠ 100 peers × 100 Kbps upload = 10 Mbps swarm capacity ➠ 5,000 peers × 150 Kbps upload = 750 Mbps swarm capacity ➠ 20,000 peers × 200 Kbps upload = 4 Gbps swarm capacity This turning point when collective bandwidth surpasses any server is why torrents of large files often download faster than centralized sources. 2. Availability resilience Even if 90% of peers leave, as long as one full copy exists across the swarm’s collective pieces, the file is recoverable without interruption. 3. Load balancing automatically occurs BitTorrent’s choking/unchoking algorithm ensures: ➠ High-bandwidth peers exchange more data ➠ Low-bandwidth peers still participate ➠ No single peer becomes a bottleneck The data flow adapts in real time based on peer performance. 🔹 The Swarm’s Global Impact: Why It Still Matters BitTorrent traffic routinely accounts for: ➠ 10–20% of global internet upload traffic (varies by region) ➠ Multiple petabytes of data exchanged daily ➠ Millions of active swarms at any given time The model works because it scales with demand: ➠ More users → more bandwidth. ➠ More bandwidth → faster delivery. ➠ Faster delivery → stronger swarm health. This “self-reinforcing cycle” is a core reason decentralized systems from Web3 storage to blockchain data sync borrow heavily from BitTorrent’s architecture. 🔹 The Big Picture The BitTorrent swarm illustrates an important truth about decentralized networks: Efficiency doesn’t come from the center it comes from participation. When thousands of people contribute small amounts of bandwidth, the result is a global system capable of speeds that outperform traditional content delivery models. This is not just technology; it’s cooperative acceleration at internet scale. In One Line Files move faster when everyone contributes and BitTorrent proves it with real data. H.E. Justin Sun 👨‍🚀 🌞 BitTorrent #TRONEcoStar #BitTorrent #SwarmNetwork #DataAnalysis #DecentralizedSystems #P2P

catalina ossa

50,297 görüntüleme • 9 ay önce

10 GitHub repos with 560k+ ⭐ combined stars that could save vibe coders $15,000+/year in SaaS bills 1. shadcn/ui ⭐121k - copy-paste components, not a package. What every AI-generated frontend is actually built on now. 2. supabase ⭐108k - Firebase alternative that's actually free to start. Auth, DB, storage in one Claude Code prompt. 3.open-design ⭐84.5k - open-source Claude Design alternative. Your coding agent becomes the design engine. 4. awesome-ai-agents ⭐29k - every agent framework and no-code builder in one list, ranked by what people actually ship. 5. awesome-generative-ai-apps ⭐3k - 50+ open-source AI apps you can clone, deploy, and monetize instead of paying $30-50/mo for the SaaS version. 6. medusa ⭐35k - full ecommerce backend, open source. Skip Shopify Plus fees entirely on your next vibe-coded store. 7. appwrite ⭐57k - complete backend-as-a-service, self-hosted. Auth, DB, functions, storage, one prompt away from Firebase money. 8. chatwoot ⭐35k - customer support platform, self-hosted. Replaces Intercom/Zendesk seats running $100+/agent/month. 9. nocodb ⭐64k - turns any database into an Airtable-style interface. 10. activepieces ⭐23k - open-source Zapier alternative built for AI workflows. Automate without the per-task pricing. Save this before you pay for another tool this repo already replaces for free 👇
1:03

10 GitHub repos with 560k+ ⭐ combined stars that could save vibe coders $15,000+/year in SaaS bills 1. shadcn/ui ⭐121k - copy-paste components, not a package. What every AI-generated frontend is actually built on now. 2. supabase ⭐108k - Firebase alternative that's actually free to start. Auth, DB, storage in one Claude Code prompt. 3.open-design ⭐84.5k - open-source Claude Design alternative. Your coding agent becomes the design engine. 4. awesome-ai-agents ⭐29k - every agent framework and no-code builder in one list, ranked by what people actually ship. 5. awesome-generative-ai-apps ⭐3k - 50+ open-source AI apps you can clone, deploy, and monetize instead of paying $30-50/mo for the SaaS version. 6. medusa ⭐35k - full ecommerce backend, open source. Skip Shopify Plus fees entirely on your next vibe-coded store. 7. appwrite ⭐57k - complete backend-as-a-service, self-hosted. Auth, DB, functions, storage, one prompt away from Firebase money. 8. chatwoot ⭐35k - customer support platform, self-hosted. Replaces Intercom/Zendesk seats running $100+/agent/month. 9. nocodb ⭐64k - turns any database into an Airtable-style interface. 10. activepieces ⭐23k - open-source Zapier alternative built for AI workflows. Automate without the per-task pricing. Save this before you pay for another tool this repo already replaces for free 👇

unicode

47,548 görüntüleme • 9 gün önce

Introducing Fincopy: Revolutionizing Family Account Management 🚀 Visit: Managing multiple family accounts just got easier with Fincopy, our platform designed to streamline and optimize your trading experience. Fincopy helps you to execute multiple orders across various family accounts simultaneously, providing efficiency and ease. Key Features of Fincopy: 1. Server-Based Copying 💻: With Fincopy's server-based technology, you can initiate the copy function, log off your PC, and rest assured that all orders placed via web, mobile, and desktop applications will continue to be copied seamlessly. 2. Real-Time Telegram Updates 📲: Stay informed on the go with instant order updates and account status notifications delivered directly to your Telegram. Keep track of your trading activities wherever you are. 3. Comprehensive Position Monitoring 📺: Monitor all open and closed orders and positions across your accounts in one centralized location. Fincopy provides a complete overview of your trading landscape, ensuring you never miss a detail. 4. Effortless Rebalancing ⚖️: If discrepancies arise in positions or quantities, Fincopy's rebalancing feature allows you to adjust with a single click, ensuring all accounts remain perfectly aligned. 5. Auto Slicing and Rate Limit Management 🔪: When order slicing is necessary while copying. Fincopy automatically handles the process, by sending sliced orders. For large orders, our built-in queuing system efficiently manages rate limits, ensuring smooth execution. 6. Advanced Order Management 💹: Simplify your trading operations with the ability to square off all open orders or positions with one click, or selectively cancel orders directly from the platform. Fincopy puts you in full control. 7. Multi-Broker Support ✅: Fincopy currently supports seven brokers, with plans to expand further. This ensures you can manage your family accounts across different platforms without hassle. 8. Run Your System Trades and Copy the Orders Simultaneously 👩‍💻 By combining Fincopy with Fintarget you will be able to automate your system trading for free and copy the orders to multiple accounts. Pricing: Starting from 299/ Month/ Account with 7 Day Free Trail Explore Today🚀 Try out family account management with Fincopy. Visit and request a demo to experience the platform. Note: Fincopy is designed exclusively for managing family accounts, as managing public accounts is not legally permitted. Experience efficiency with Fincopy today.
1:19

Introducing Fincopy: Revolutionizing Family Account Management 🚀 Visit: Managing multiple family accounts just got easier with Fincopy, our platform designed to streamline and optimize your trading experience. Fincopy helps you to execute multiple orders across various family accounts simultaneously, providing efficiency and ease. Key Features of Fincopy: 1. Server-Based Copying 💻: With Fincopy's server-based technology, you can initiate the copy function, log off your PC, and rest assured that all orders placed via web, mobile, and desktop applications will continue to be copied seamlessly. 2. Real-Time Telegram Updates 📲: Stay informed on the go with instant order updates and account status notifications delivered directly to your Telegram. Keep track of your trading activities wherever you are. 3. Comprehensive Position Monitoring 📺: Monitor all open and closed orders and positions across your accounts in one centralized location. Fincopy provides a complete overview of your trading landscape, ensuring you never miss a detail. 4. Effortless Rebalancing ⚖️: If discrepancies arise in positions or quantities, Fincopy's rebalancing feature allows you to adjust with a single click, ensuring all accounts remain perfectly aligned. 5. Auto Slicing and Rate Limit Management 🔪: When order slicing is necessary while copying. Fincopy automatically handles the process, by sending sliced orders. For large orders, our built-in queuing system efficiently manages rate limits, ensuring smooth execution. 6. Advanced Order Management 💹: Simplify your trading operations with the ability to square off all open orders or positions with one click, or selectively cancel orders directly from the platform. Fincopy puts you in full control. 7. Multi-Broker Support ✅: Fincopy currently supports seven brokers, with plans to expand further. This ensures you can manage your family accounts across different platforms without hassle. 8. Run Your System Trades and Copy the Orders Simultaneously 👩‍💻 By combining Fincopy with Fintarget you will be able to automate your system trading for free and copy the orders to multiple accounts. Pricing: Starting from 299/ Month/ Account with 7 Day Free Trail Explore Today🚀 Try out family account management with Fincopy. Visit and request a demo to experience the platform. Note: Fincopy is designed exclusively for managing family accounts, as managing public accounts is not legally permitted. Experience efficiency with Fincopy today.

Saketh R

76,345 görüntüleme • 2 yıl önce