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🚨JUST IN: INTERLINK FOUNDATION UNVEILS FIRST WAVE OF HUMAN + AI CURATORS InterLink Labs 👤 + 🌐 Foundation (InterLink Foundation) has announced its first batch of Curators following a multi-stage vetting process. The lineup includes 9 Human Curators across regions such as India, China, Indonesia, Korea, and Nigeria, as...

23,903 просмотров • 5 месяцев назад •via X (Twitter)

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🚀 InterLink Version 5.0 is officially live Version 5.0 introduces key upgrades that lay the foundation for a more complete ecosystem, where information, identity, and assets are seamlessly connected. 🔹 Connect Social The interface has been redesigned with improved layout and content structure. The experience is now cleaner, more intuitive, and easier to navigate, allowing users to interact more efficiently without visual clutter. 🔹 News Track highlighted posts through the Top View tab. The News feature has been enhanced with multi-language support, real-time impression metrics, and an integrated Play button that seamlessly redirects videos to X. This enables users to quickly stay updated with the latest information, understand content in their native language, assess the relevance of information through view counts, and consume content smoothly on a familiar platform. 🔹 Curator System The core feature of Version 5.0, designed to ensure fairness across the network by protecting real users, eliminating bot activity, and serving as the gateway to verified asset ownership. Users can now initiate the KYC process to verify real human identity, a mandatory step to unlock eligibility for receiving Verified $ITLG. 🔹 Visa Card The InterLink Visa Card will support payments using digital assets such as USDT, USDC, and Ethereum. Users can seamlessly integrate the card with Apple Pay, Google Pay, and any platform that supports Visa payments, enabling simple and convenient daily spending. The InterLink Visa Card will be launching in the coming days. 📲 Update the app today to experience Version 5.0 and prepare for the next stage of the InterLink ecosystem. #InterLink #ITLG #ITL

InterLink Labs 👤 + 🌐

95,464 просмотров • 5 месяцев назад

🎉 Thank You, InterLink! Proud to Be One of the First 10M Linkers Some gifts are valuable because of what they contain. Others are priceless because of what they represent. For me, this special InterLink Labs 👤 + 🌐 gift is both. 💙 💌 A Message of Gratitude Dear InterLink Core Team, fellow Linkers, mentors, friends, and members of the InterLink community, I would like to express my deepest gratitude to the InterLink Core Team for selecting me as one of the 50 recipients of this special, limited-edition VIP gift. 🎁 Receiving this recognition is a truly meaningful moment. I feel honoured and humbled to be acknowledged as one of the First 10M Linkers, a pioneering group that has witnessed, supported, and contributed to InterLink’s early growth. 🌐 🌱 From a New Member to a Proud Linker Although I joined InterLink only in late January 2026, I was welcomed warmly and given a valuable opportunity to participate in this growing community. In a relatively short time, InterLink has become much more than a platform to me. It has become a place where I have been able to: 📚 Learn from others 💡 Exchange ideas 🤝 Build meaningful connections 🙌 Support fellow members 🎯 Take part in community activities 🌍 Grow alongside people who believe in a more connected future This experience has shown me that a strong community is built not only through technology, but also through trust, participation, encouragement, and shared purpose. 🎁 A Gift Filled with Meaning I was genuinely touched when I received my InterLink gift box, which included: 🥤 The limited-edition InterLink tumbler 👛 A wallet 🧢 A cap 🧥 My favourite hoodie Each item is special, not only because of its design, but because it represents the appreciation, memories, and shared journey behind the InterLink community. I am especially excited about the hoodie! I can now proudly represent InterLink wherever I go and share a little more about this remarkable community with the people around me. 🧥✨ 🤝 Gratitude to Everyone Who Made This Journey Special I would also like to thank everyone I have met and worked with throughout my InterLink journey. Every conversation, activity, contribution, message, and connection has helped make this experience more meaningful. Some moments may appear small, but together they create the foundation of a strong and supportive community. 🌱 💖 Special Thanks A heartfelt thank you goes to my mentor, Pokokungu | Interlink Labs T2, for your guidance, encouragement, and continuous support. Your mentorship has helped me understand InterLink more clearly and participate with greater confidence and purpose. I would also like to thank Ms Reina | InterLink Labs for her kindness, encouragement, and valuable contributions to the community. To my buddy, Dave | Mod InterLink Labs | Ambassador, thank you for your friendship and support. Your presence has made this journey even more enjoyable. 😊 These are only a few names among the many wonderful people I have had the privilege of meeting. To everyone who has shared knowledge, offered encouragement, collaborated with me, or simply taken the time to connect. Thank you from the bottom of my heart. ❤️ 🌐 More Than a Gift This recognition is not merely a package of items. It represents: 🤝 Trust 💙 Appreciation 🌍 Community spirit 💪 Shared effort 🚀 The beginning of an important journey Being recognised as one of the First 10M Linkers makes me incredibly proud. It reminds me that every contribution matters, regardless of its size. A message, a conversation, a helpful explanation, or an act of encouragement can all play a part in shaping a community. Together, these individual actions create something much bigger: the Human Network. 🌐 🚀 Looking Ahead Thank you to the InterLink Core Team for believing in the community and creating opportunities for members to contribute, connect, and grow. Your dedication and vision continue to inspire us. I will treasure this gift as a reminder of the meaningful journey I have shared with InterLink and its members. 💙 I look forward to continuing to support InterLink, contributing wherever I can, and growing together with this community as we work towards even greater milestones. 🌟 🎊 Congratulations, First 10M Linkers! Congratulations to the entire InterLink community on reaching 10 million Linkers! 🎉 This achievement belongs to every person who believed, contributed, supported others, and stood together throughout the journey. Thank you for welcoming me. Thank you for believing in us. Thank you for giving me the opportunity to be part of something so meaningful. I am deeply grateful, truly honoured, and incredibly proud to be one of the First 10M Linkers. 🥹💙 #️⃣ We are the First 10M Linkers. 🌐🤝✨ InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs Mira Pokokungu | Interlink Labs T2 Dave | Mod InterLink Labs | Ambassador P.S.: Special thanks to Dhiraj Kumar Core Ambassador. Interlink's core ambassador for making this possible. 🙏 #InterLink #ITLG #ITL #First10MLinkers #HumanNetwork

Tekkaus® | InterLink Global Leader • MOD • OG

168,609 просмотров • 11 дней назад

🌍🚀 A Defining Chapter in InterLink’s Global Journey 🚀🌍 Today, I had the privilege of leading one of the most impactful community-driven blockchain awareness initiatives ever undertaken within the InterLink ecosystem. The InterLink Private Mainnet Celebrations 2026 was not merely an event—it was a powerful convergence of vision, innovation, leadership, and collective belief in the future of decentralized digital infrastructure. Witnessing an overwhelming response from entrepreneurs, business leaders, technology enthusiasts, students, professionals, and community members reaffirmed a simple truth: When a mission is authentic, people rally behind it. 💜 The enthusiasm surrounding InterLink and LinkersMap demonstrated the growing global appetite for trusted digital identity, real human verification, and meaningful Web3 adoption that extends beyond speculation into real-world utility. 🗺️ Through LinkersMap, we are taking significant strides toward connecting businesses, communities, services, and opportunities across geographical boundaries, creating a truly interconnected ecosystem powered by verified human participation. 🤝 One of the most inspiring aspects of the celebration was the spirit of unity displayed by our community. Individuals from diverse backgrounds came together under a shared vision—to contribute towards a future where technology serves humanity with transparency, trust, and accountability. 🥛 As part of our commitment to community welfare and hospitality, we organized a buttermilk distribution initiative for all attendees, volunteers, supporters, and guests. Small gestures of service often leave the most lasting impressions. 📺 I extend my sincere gratitude to the distinguished media representatives from ETV, ABN Andhra Jyothy, NTV, and Jana Chaitanyam, whose presence and support helped amplify the message of InterLink to a much wider audience. Their participation reflects the increasing relevance of blockchain innovation in mainstream conversations. 🌟 What made this occasion truly special was not the scale of the event, but the strength of the conviction shared by everyone present. Every conversation. Every connection. Every handshake. Every commitment made today contributes to a larger movement that is steadily shaping the future of digital civilization. The Private Mainnet era marks more than a technological milestone—it signifies the emergence of a new paradigm where verified identities, trusted interactions, and human-centric networks become the foundation of tomorrow’s digital economy. As we continue expanding across regions and communities, I remain deeply grateful to every ambassador, volunteer, supporter, media partner, and community member who has contributed to this remarkable journey. 🔹 We are not simply building technology. 🔹 We are building trust. 🔹 We are building opportunity. 🔹 We are building the world’s largest Real Human Network. The momentum is undeniable. The vision is clear. The future has already begun. 🌍 From Local Communities to Global Impact. 🚀 From Vision to Reality. 💜 InterLink is Connecting People, Not Bots. 🌍 From India to the World. — Mahesh Magnus Global Leader & Core Ambassador, India 🇮🇳 #InterLink #InterLinkNetwork #PrivateMainnet #LinkersMap #RealHumanNetwork #Web3Innovation #BlockchainTechnology #DigitalIdentity #CommunityLeadership #DecentralizedFuture #TechnologyForHumanity #GlobalMovement #InterLinkIndia #BuildingTrust #FutureOfWeb3 🚀🌍💜✨ Reina | InterLink Labs KV Scott Harrison Nicolas Bernard Vyx Interlink InterLink Foundation

Mahesh Magnus

16,022 просмотров • 3 месяцев назад

Interlink Name Service us now live on mainnet: what is it and how does it work? InterLink Labs 👤 + 🌐 Name Service (INS) is now live on mainnet INS goes beyond simply being simply an app: it is InterLink’s first move toward making human-readable identities available through a name service for InterLink, where names such as yourname.itl may represent long wallet addresses. At the time of launch, there were already 44 domains registered by 10 different owners. In addition, a price promotion period was promised to take place soon. INS is the way that InterLink has chosen to place a name between a human and a hex address. What INS really is INS is a decentralised naming system on InterLink Chain. A registered name is not a rented username in some corporate database. Instead, a registered name is minted as IRC-721 NFT, meaning its ownership is on chain and can be transferred or sold like any other NFT. After that, the name could be wrapped via the NameWrapper smart contract and transformed into IRC-1155 tokens with “fuses” that limit the ability to revoke subdomains for this name. The name is supposed to function as an identity passport, not only an address to pay. How it works INS uses an architecture similar to DNS and Ethereum Name Service, but it is built on top of InterLink Chain's smart contracts. Registry: The registry smart contract maintains information about name ownership, resolver used by this name and cache configuration. Registrars: Above the registry are registrar smart contracts responsible for implementing rules for name registration in a particular TLD like .itl including its duration and price. Resolvers: It's here where the resolver does the real job – it translates name into an address, content hash or other information. How to buy and configure a name The intended process flow is straightforward and takes place within the InterLink app: - Launch the InterLink app using Mainnet. - Open INS app from Core Team Apps / Mini Apps. - Link a compatible wallet. - Look for the desired name. - If the name is available, select a period of time to register it (for instance, one year or two years) and make a payment of the fee in ITL. - Configure the record data: at least the InterLink Chain address to which the name will resolve. Set up the primary name for reverse resolution.

BSCN

29,855 просмотров • 11 дней назад

Special thanks to KV Reina | InterLink Labs Mira Full Video 🔥 What unfolded on the 19th of April at Vijayawada was not merely an event—it was a landmark celebration of vision, scale, and collective excellence 🚀✨, hosted with distinction by Mahesh Magnus, Global Leader and Core Ambassador of Interlink. This grand occasion, marking the First Ambassador Anniversary of Interlink 🎉, stands as a historic milestone—an indelible chapter now inscribed in the legacy of the network 📖🌍. What began as a strategically envisioned gathering of 500–600 Interlinkers transformed into an extraordinary congregation of 800+ attendees 👥🔥, far surpassing expectations and establishing a new benchmark for scale and engagement. The magnitude of participation reflects the accelerating momentum and deep-rooted trust within the Interlink ecosystem 🌐. The event commenced on a culturally profound and auspicious note 🪔💃, with the ceremonial lamp lighting followed by a traditional dance performance—an elegant tribute to our heritage, reaffirming that while we advance towards a decentralised future, our cultural foundations remain unwavering. The unveiling of Version 5.0 updates ⚡📊 marked a significant progression in the Interlink journey, delivered with clarity and conviction. The recognition of high-performing ambassadors 🏆👏 added a moment of prestige and inspiration, while the interactive Q&A session 🎤💬 fostered transparency, engagement, and deeper understanding. A defining highlight of this gathering was the remarkable presence of numerous first-time attendees 🙌, whose enthusiasm and positive reception elevated the overall energy of the event ⚡. The atmosphere was charged with purpose, optimism, and a unified vision 🤝✨. With over 800 individuals carrying forward the knowledge, insights, and strategic direction imparted during this event 📈🌍, the impact is poised to extend far beyond this moment—creating a powerful ripple effect across the broader ecosystem. The 19th of April will be remembered as a defining milestone in Interlink’s journey 📅✨—a day where leadership, execution, and community strength converged to create something truly exceptional. This was not just an event. This was a statement of intent. 💯🔥 India has delivered with distinction 🇮🇳✨—and this is only the beginning. #Interlink #ITLG #ITL #ITLX #AmbassadorAnniversary #GlobalMilestone #InterlinkNetwork #IndiaLeads #Web3Movement 🚀

Mahesh Magnus InterLink Mafia DON 🚩

21,686 просмотров • 4 месяцев назад

🎉 9,000,000 Linkers Worldwide! We Did It! 🌍🚀 InterLink Labs 👤 + 🌐 has officially reached 9 million users globally. This is undeniably a powerful milestone as we move steadily closer to Mainnet. This isn’t just a number… it’s 9 million people choosing to believe, build, and grow together. 🏆 A Community-Won Milestone To every builder, contributor, supporter, and day-one believer: Congratulations. This achievement belongs to you. Together, we’ve proven that when a community is united by purpose, a vision can become reality. ❤️ My Heart Is Full (A Personal Note) I’m genuinely so happy and honored to be part of Interlink as an Ambassador, Community Builder, and the Moderator for both of Interlink’s official Telegram and Discord communities. Every day, I get to witness something special: 👍 people learning 👍 people helping 👍 people showing up consistently 👍 people turning curiosity into commitment 👍 And that’s what makes this journey unforgettable. 🌱 What This Moment Teaches Us This milestone is a reminder that real growth isn’t only about numbers. It’s about: 🤝 Consistency: Showing up even when progress feels slow. 🧠 Education: Helping newcomers understand the mission, the process, and the bigger picture. 🔥 Belief: Holding the vision long enough to see it take shape. 🚀 Mainnet Is Getting Closer With every new Linker, we strengthen the foundation of what we’re building. And with 9 million of us, the message is clear: Interlink is not just growing — it’s becoming unstoppable. 🌟 Thank You, Linkers On behalf of the team and the wider community: thank you for staying committed to building something meaningful for all 9 million Linkers around the world. Let’s keep building. Let’s keep growing. 🎯 Next stop: 10,000,000 Linkers — together! Proud to be part of this incredible journey. 💙✨ #InterLink #ITL #ITLG

Tekkaus® | InterLink • MOD • T2 Community Builder

14,558 просмотров • 3 месяцев назад

The Future of Commerce Is Being Rewritten Right Now with Interlink and LinkersMap 🚀 Digital commerce is changing rapidly, and the connection between crypto payments, real-world businesses, and global consumers is becoming more important than ever. 🌐 InterLink Labs 👤 + 🌐 is taking a major step forward by expanding crypto payment utility across 50+ global brands, helping bring digital assets closer to everyday use. This is an important move towards practical adoption, where crypto is not only held or traded, but also used in real economic activity. 💳✨ From shopping 🛍️ and entertainment 🎮 to travel ✈️, technology 💻, hospitality 🏨, education 🎓, services 🧰, and global retail 🌍, digital payments are becoming part of the modern customer experience. The future of commerce is not just online. It is global, connected, mobile, and increasingly powered by digital assets. 🔥 💜 LinkersMap: Building Real-World Utility for the InterLink Ecosystem LinkersMap is emerging as a powerful marketplace and geo-commerce platform designed to connect businesses, entrepreneurs, communities, and customers in one trusted digital environment. It is built to support verified InterLink Stores, product listings, payment points, and real-world services, giving users a simple way to discover where digital commerce is active. For businesses, LinkersMap is more than just a listing platform. It is a gateway to greater visibility, stronger customer access, and future-ready participation in the growing digital economy. 🏪🌍 🏪 What LinkersMap Offers to Businesses Businesses can use LinkersMap to create a stronger digital presence and connect with customers beyond traditional local limits. Through the platform, businesses can: ✅ Register and display their store on the map ✅ Showcase products and services to a wider audience ✅ Improve brand visibility within the InterLink community ✅ Reach both local and global customers ✅ Build trust through verified store listings ✅ Position themselves for future crypto payment adoption ✅ Connect directly with users looking for real-world businesses ✅ Participate in a growing digital commerce network Whether it is a restaurant, retail shop, hotel, service provider, education centre, wellness brand, tech business, or Web3 project, LinkersMap gives businesses a practical way to become more discoverable. 📍✨ 🌍 Why This Matters for Real-World Adoption One of the biggest challenges in crypto has always been real-world utility. 💵 People need places to spend. 👪 Businesses need customers. 🏪 Communities need trusted platforms. 💳 Ecosystems need practical use cases. This is where LinkersMap plays an important role. By connecting physical businesses, digital listings, products, and payment visibility, LinkersMap helps bridge the gap between crypto users and real-world commerce. 💳🏪 As the InterLink Network grows, more businesses can join, more users can discover services, and more value can move through the ecosystem. This creates a stronger cycle of adoption: 🔁 More businesses join 🔁 More users discover them 🔁 More transactions become possible 🔁 More utility is created 🔁 The ecosystem becomes stronger 💳 Strengthening Utility for $ITL The expansion of InterLink payment utility helps support the long-term usefulness of $ITL within real-world commerce. As more stores, brands, and services become connected to the ecosystem, $ITL gains more practical relevance. This is important because strong digital assets are supported not only by community interest, but also by actual use. LinkersMap helps make this utility more visible by giving users a place to discover businesses, products, and services connected to the InterLink Network. 🌐💜 ✨ Key Benefits for the Community The growth of LinkersMap creates value for different parts of the ecosystem. For Businesses 🏪 ✅ Increased online and map-based visibility ✅ Access to a growing Web3-focused community ✅ Opportunity to attract new customers ✅ Stronger digital presence ✅ Future-ready payment positioning ✅ Better exposure for products and services For Customers 🛒 ✅ Easier discovery of verified businesses ✅ Access to InterLink-connected stores and services ✅ More real-world use cases for digital assets ✅ Simple map-based search experience ✅ Greater confidence through store verification For the InterLink Ecosystem 🌐 ✅ Stronger real-world utility for $ITL ✅ More payment points and business listings ✅ Better connection between online and offline commerce ✅ Community-driven growth ✅ Increased merchant adoption ✅ A clearer path towards mainstream use 🚀 A New Chapter for Digital Commerce The next generation of commerce is not only about payments. It is about creating a complete ecosystem where businesses can be discovered, customers can connect, communities can grow, and digital assets can be used in practical ways. LinkersMap supports this vision by making real-world business participation easier, more visible, and more accessible. It gives entrepreneurs, merchants, and service providers a platform to be part of the digital economy while helping users find businesses that are ready for the future. 🌎✨ 💼 Register Your Business Today If you are a business owner, entrepreneur, merchant, or service provider, now is the time to join the growing LinkersMap ecosystem. 📍 Add your store 🛍️ Showcase your products 🌍 Reach more customers 💳 Prepare for crypto-powered commerce 💜 Connect with the InterLink community 🌐 Register here: 💜 One Ecosystem. Unlimited Opportunities. 🌎 Global Reach. Real Utility. Future Growth. 🚀 LinkersMap is helping connect businesses, communities, and digital commerce for the future. LinkersMap Dr Altcoin ✝️ Arif Ahmed Core Ambassador | Interlink Labs InterLink Labs 👤 + 🌐 KV InterLink Foundation ITLX Wallet #Interlink #ITLG #ITL #Linkersmap #business #ecommerce #globalgrowth #onlinestore

Tekkaus® | InterLink • MOD • T2 Community Builder

10,912 просмотров • 2 месяцев назад

Newton Protocol took over the week with product, partnership and press updates. Read the recap! → Polymarket will be secured by Newton Protocol, as published in a case study by Magic Labs and Magic Newton Foundation describing the joint development → Magic Labs announced integrating Newton Protocol for its 200K wallets and 50M developers, which immediately made trending news → Magic Newton Foundation debuted comprehensive docs for Newton Protocol “that let you integrate policy into any smart contract, with full flexibility across policy types” - sean.eth → Magic co-founder & CEO Sean Li joined The Rollup live from Devcon 8 | Mumbai, India 🇮🇳 to talk about the big news while simultaneously prepping major GTM updates—and coding! Watch the the full video with The Rollup below → Newton Protocol announced the Veriff data oracle, bringing secure KYC and identity checks onchain Because as Sean put it, “Great policy needs great data” → Newton Protocol announced the etherscan.eth data oracle to give developers affordable, composable, plug-and-play pre-execution guardrails that optimize transaction costs and avoid network congestion For newcomers, a bit of Magic Labs context: Magic invented embedded wallets in 2018 and became known as the most secure, compliant infrastructure for embedded and API wallets, with customers such as WalletConnect, Helium, Immutable, Naver and more. Magic has powered Polymarket since 2020, supporting them for milestones such as securing over $3B in volume on 2024 election night with zero downtime. Magic also had the initial vision for Newton Protocol, led by Magic Newton Foundation and developed by Magic Labs, setting the new standard for risk management & prevention in the era of RWAs, stablecoins and agentic commerce. Magic brings the battle-tested wallet infra at scale—Newton Protocol is the upgrade The era of Newton is just getting started. Stay tuned and follow for more!

Newton

23,448 просмотров • 9 месяцев назад

$ITL Reverse Auctions Beckon a New Era of Token Economics 🚀📊 The biggest question in crypto is changing. 🔥 For years, many ecosystems have focused on one thing: “How many tokens can we distribute?” 🎁 But InterLink Labs 👤 + 🌐 is asking a far more important question: “How much value can we create to bring $ITL back from the market?” 💎📈 That shift may sound simple, but it changes the entire model of token economics. 🔁⚡ Why This Matters 🧠💡 A system built mainly around constant distribution often creates: • higher supply pressure 📉 • more short-term selling 🏷️ • weaker long-term price support 🧱 In contrast, a system built around value creation encourages: • real economic activity 🏗️ • stronger utility 🛠️ • healthier demand for the token 📊🔥 That is the real difference between distribution-led growth and value-led growth. 🌱➡️🌳 The Reverse Auction Idea 🎯🔄 The Reverse Auction mechanism signals a major shift in mindset. 🧭 Instead of relying on endless token handouts, organisations in the InterLink Labs 👤 + 🌐 ecosystem are encouraged to: • build real products 🧩 • generate revenue 💰 • manage their own treasuries 🏦 • acquire $ITL through their own success 🚀 This creates a more responsible system, where participation is tied to performance and contribution, not just token emission. ⚙️🤝 A Better Economic Flywheel 🔁💪 When value is created first, a stronger cycle begins: More value created → More economic activity → Greater demand for $ITL 📈🔥 That is the kind of flywheel that can support a healthier ecosystem over time. 🌟 Instead of depending on constant token release, the network grows through usefulness, production, and real demand. 🧱🌍 The Bigger Lesson for Blockchain 🌐🚀 The future of blockchain will not be decided by who gives away the most tokens. 🎁❌ It will be decided by who creates the most value. ✅💎 That is why this approach matters. It moves the focus from short-term distribution to long-term sustainability. 🌱⏳ It rewards builders, not just speculators. 🛠️👷 And it gives the ecosystem a clearer path towards lasting strength. 🏆🔥 Final Takeaway ✨📌 InterLink Labs 👤 + 🌐 is not just thinking about token distribution! In fact, it is thinking about token return, value creation, and economic responsibility. 🔄💡 That is a meaningful shift. 🚀 And if this model works as intended, it could become a powerful example of how blockchain projects should be built in the future. 🌍🏗️🔥 InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs #ITLG #ITL #InterLink 💙💎

Tekkaus® | InterLink • MOD • T2 Community Builder

22,265 просмотров • 1 месяц назад

Group Farming & Climate-Resilient Agriculture: The Future of Maharashtra! 🌱 Delighted to be a part of 'Satyamev Jayate Farmer Cup Awards 2024 Ceremony' in Balewadi, Pune with Aamir Khan, Kiran Rao, thousands of farmers & champions across Maharashtra and team Paani Foundation. For many years, I have been closely observing the incredible initiatives of Paani Foundation. Aamir Khan, known for his perfectionism, initially started Paani Foundation in just 3 talukas, then expanded to 30, then 75, and today, the announcement for its implementation across the entire Maharashtra fills me with immense happiness and pride. Since 2015, Maharashtra has witnessed a Water Janandolan (people’s movement) through the Jalyukt Shivar initiative. During this, Aamir Khan and the Paani Foundation team stepped forward and volunteered. The initial planning and structures for various villages were developed, enabling 20,000 villages across Maharashtra to become self-reliant in tackling water scarcity. This Farmer Cup as the next step has greatly supported the group farming movement. Today, various farmer groups are actively working, and a new policy for group farming will be introduced. Additionally, the necessary assistance and support required for these groups will be provided. The Nanaji Deshmukh Krishi Sanjeevani Yojana, launched in collaboration with the World Bank, focuses on climate-resilient agriculture. The first phase, with an investment of ₹4,000 crore, was highly impactful, prompting the World Bank to approve ₹6,000 crore for the second phase. This phase has significantly improved and transformed farming practices. Additionally, villages that were initially not part of the scheme are now requesting inclusion, proving that this initiative has been immensely beneficial for farmers. The goal is to attract investment in farming, as capital expenditure will empower farmers and enhance their capabilities. Group farming will further benefit them by reducing costs and increasing production. Additionally, drip irrigation will be provided to farmers who request it, ensuring sustainable and efficient water use. Minister Manikrao Kokate, Founder of Bhartiya Jain Sangathan Shantilal ji Mutha, and other dignitaries were present too. Manikrao Shivajirao Kokate Paani Foundation Shantilal Muttha Foundation #Maharashtra #PaaniFoundation #Pune

Devendra Fadnavis

19,459 просмотров • 1 год назад

Reinforcement Learning from Human Feedback (RLHF) is gaining traction. This field aims to make AI more responsible by including human values and preferences. In this video, Nathan Lambert, a research scientist and RLHF team lead at Hugging Face explores its inner workings, applications and industry impact. RLHF has gained the spotlight in recent years. The growth of language models like Anthropic’s Claude and OpenAI's ChatGPT have increased interest in human-feedback integration. "There are some rumors that Open AI had two teams; one was doing RLHF and the other instruction fine-tuning. And the RLHF team kept getting more and more performance." Understanding RLHF The RLHF process has three main steps: Pre-training: Much like with GPT models, the journey starts with pre-training on a large corpus of data. This can range from text data, web scrapes, to specialized datasets. Reward Modeling: This is the RLHF counterpart of supervised fine-tuning in large language models. This stage involves creating a reward model that resonates with human values and preferences. RL Optimization: This stage parallels reward modeling and reinforcement learning in traditional AI models. The AI system fine-tunes itself based on the reward model, employing reinforcement learning algorithms for that extra layer of optimization. The Data Challenge Data collection and curation in RLHF closely resemble the challenges you'd encounter in large language model training. Datasets from organizations like OpenAI can serve as a useful foundation. However, the need for high-quality, task-specific data cannot be overstated. Implementing RLHF: A Practical Guide If you’re someone who loves getting hands-on with AI libraries like Hugging Face, implementing RLHF is right way to do. It’s essential to understand its limitations. Think about model stability, over-optimization, and exploration strategies, much like you would when prompt engineering. Ongoing Research and Next Steps While he suggests that some basics figured out, there are layers of complexity that still need to be unraveled: 1. New Benchmarks: How do we measure the effectiveness of RLHF? 2. Preference Modeling: How can the model be made to understand human preferences better? 3. Interpreting RLHF: Much like explainability in traditional models, how do we make RLHF more interpretable? 4. System-Wide Evaluation: Going beyond individual performance, how does RLHF affect an entire system? The Transformative Power of RLHF Whether you're an AI developer, a business analyst, or a marketer, RLHF promises to revolutionize your domain. Imagine customer service chatbots that understand human emotions better, or content generators that align more closely with human values. RLHF is an emerging field that focuses on enhancing machine learning models through human feedback. While it tackles important issues like bias and ethics, its broader goal is to improve system performance across various applications. Whether you're deeply invested in the ethics of AI or simply curious about advancements in machine learning, RLHF offers valuable insights. If you're interested in the next wave of AI development, this area is definitely one to watch.

Muratcan Koylan

27,168 просмотров • 3 лет назад

Johann Pachelbel's Canon in D – When All Movements Belong to the Same Order In the treasure trove of Baroque music, Johann Pachelbel's Canon in D stands out not for its striking or dramatic melody, but for how the entire work is constructed from a fixed foundation, where all changes occur in an organized and meaningful way. On the surface, the music seems to be merely a gentle repetition. But upon closer examination, the listener will recognize a core aesthetic principle: all movements always belong to the same order. This is the unifying core of the entire work. The Foundation: The Repeating Bass Sequence – the Anchor of Order The entire Canon in D is built upon a simple yet solid sequence of eight bass notes: D – A – B – F – G – D – G – A This sequence repeats continuously throughout the work, forming an unchanging foundation. It's not just the bass line, but also a temporal anchor – a fixed axis around which all other voices revolve. Thanks to this, no matter how much the music develops, the listener always feels a sense of stability and security. This isn't mechanical repetition. It's Pachelbel's way of creating a musical space where time doesn't flow aimlessly, but always has a foundation. Structure: Canon – Freedom within Order Against that fixed bass foundation, the three violin voices participate in turn according to the canon technique: the same melodic material is presented at different times, layering and mimicking each other. The result is continuous development: from its initial simplicity, the music gradually becomes denser, richer, and more magnificent with each loop. The violin voices may soar, intertwine intricately, but they never stray from the overall framework. Every movement, however free, converges and blends with the bass line. That is the beauty of the central principle: freedom is not abandonment, but meaningful movement within a larger order. Listening Experience: Structured Flow in Time For the listener, Canon in D does not feel like disjointed pieces, but a continuous and directed flow. The repetition of the bass creates familiarity and stability; the layering of the canon creates development and excitement. These two elements combine to transform musical time from a meaningless passage into a unified process in which every moment is interconnected. The Voices of Music video further highlights this: the Baroque theorbo and cello make the bass foundation clear and deep, allowing the listener to directly perceive the solid "axis of order" from the very first notes. The Central Principle and Aesthetic Value The entire work converges on a single core: every movement always belongs to the same order. * The ground bass creates a stable foundation. * The canon allows the musical parts to develop from that foundation. * Repetition and variation enrich the music without losing its unity. These three elements do not exist separately, but together reflect a common principle: all sustainable development requires a sufficiently solid foundation to support what is built upon it. In Canon in D, the ground bass sequence is that foundation. Thanks to the ever-present foundation, the violin parts can freely move, layer, and vary in richness without falling into chaos. The development of music is not a process of separation from the foundation, but a continuous expansion from that foundation itself. This is also a rule that appears in many systems in nature and life. A house can only grow tall when it has a solid foundation. A tree can only support its trunk, branches, and foliage when it has a strong root system. Learning can only progress when built upon a solid foundation of knowledge. Similarly, in human development, a well-cultivated cognitive and spiritual foundation often facilitates the stable development of speech, behavior, and habits, gradually forming a strong personality. Although each field has a different foundation, they all reflect a common principle: development is always supported by a stable base. Because it reflects this universal principle, Canon in D gives the listener a feeling of stability, reassurance, and harmony. When every change has a point of support and every movement maintains a connection to the common foundation, the listener not only appreciates the beauty of musical technique but also intuitively senses a familiar principle of the world: sustainable development first requires a sufficiently solid foundation. That is why the music continues to resonate with listeners after more than three centuries, because through the language of music, it recreates a fundamental principle that humans encounter in nature, in learning, in their own growth, and in many aspects of life.

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