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InterLink Eyes Nasdaq Of Web3 Future InterLink (InterLink Labs 👤 + 🌐) Foundation Chairman KV (KV) says the project is building infrastructure that could one day serve as a Web3 alternative to traditional capital formation. The vision centers on helping businesses tokenize economic value without the cost and complexity...

29,603 次观看 • 3 个月前 •via X (Twitter)

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InterLink’s Journey to the World’s Top 10 Most Accurate AI Models Artificial Intelligence has rapidly become the defining force of this decade powering breakthroughs across every industry. But while most projects chase trends, InterLink Labs 👤 + 🌐 has been quietly building something deeper: an AI ecosystem grounded in verified human intelligence. Long before AI captured global headlines, InterLink Labs 👤 + 🌐 had already begun its research and engineering efforts back in 2019, assembling a world-class team of engineers and researchers from Big Tech companies and top QS-ranked universities. Their vision was clear - to build a model that truly understands humans, not just data. Unlike traditional AI systems trained purely on digital information, InterLink Labs 👤 + 🌐’s Human-AI Model learns from verified human behavior across millions of Human Nodes. This unique layer of authentic, real-world human input gives InterLink’s AI an unprecedented advantage in trustworthiness, bias reduction, and contextual understanding. Beyond algorithmic optimization, InterLink Labs 👤 + 🌐’s R&D efforts are being scaled to an unprecedented level. The team operates over 100 NVIDIA H100 servers, processing massive volumes of verified behavioral data contributed by real Human Nodes across the world. This data - diverse, decentralized, and human-validated forms the foundation of a next-generation intelligence system designed to mirror real human reasoning patterns. At the same time, InterLink Labs 👤 + 🌐’s AI-powered Human Credit Score applies advanced machine learning to analyze authenticity, contribution, and reliability. Creating an ethical model of digital reputation and fairness. Aligned with National Institute of Standards and Technology (National Institute of Standards and Technology) evaluation standards, InterLink Labs 👤 + 🌐 now aims to achieve Top 10 accuracy globally among AI models. Competing with research teams from Samsung Electronics, Kakao, キヤノン株式会社 / Canon Inc., and other global giants, InterLink Labs 👤 + 🌐’s engineers continue to train, benchmark, and refine their architecture daily to reach world-class precision and consistency. But this is more than a technical race. It’s a human mission. Every verified user contributes to the world’s first Human-Powered Intelligence Network, where real people fuel the evolution of trustworthy AI. As InterLink Labs 👤 + 🌐 advances toward global National Institute of Standards and Technology recognition, one truth becomes clear: The future of intelligence won’t be artificial. It will be human-powered. #InterLink #ITLG #ITL

InterLink Labs 👤 + 🌐

51,575 次观看 • 10 个月前

🕷️🕸️It’s Time to InterLink For Our 10M Linkers Celebration!! 🎉 Two web-swinging heroes (A~hem...Tekkaus® | InterLink Global Leader • MOD • OG and Axolink 😂) are taking to the skies and travelling across the city with one important message: “It is time to InterLink!” “Have you been InterLink-ed yet?” The first 10 million (almost) Linkers have already secured a special place in InterLink’s history and now it is time to celebrate this incredible community milestone together. Here is what is planned: 🔹 ITL Reverse Auction Buyback InterLink Labs plans to use its own funds to conduct an ITL buyback through a reverse auction mechanism. ITL holders should review the official rules, eligibility requirements, timelines, and risks before participating. 🔹 Recognition for the First 10 Million Linkers Every user among the first 10 million Linkers will receive a special gift as a token of appreciation for their participation, trust, and support. 🔹 Global Meetup Series Linkers worldwide will have opportunities to meet face to face, celebrate together, exchange ideas, learn more about InterLink’s roadmap, and build stronger connections. 🔹 Exclusive VIP Merchandise Outstanding contributors may receive exclusive InterLink VIP merchandise in recognition of their community leadership, education, content creation, technical support, and meaningful contributions. 🔹 Create Your 10M Linkers Avatar Show the world that you were here: 👉 Upload a PNG, JPG, or WebP image, customise your avatar, download it, and share it on social media using: #WeAreTheFirst10MLinkers 🎁 10 lucky participants will each have a chance to receive $50. The city is connected. The community is growing. The message is spreading. 🕷️ It is time to InterLink! 🕸️ Have you been InterLink-ed yet? Create your avatar today and join Linkers worldwide in celebrating this historic milestone. 10 million Linkers. One shared journey. Your place in InterLink history. InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs #InterLink #ITL #ITLG #WeAreTheFirst10MLinkers

Tekkaus® | InterLink Global Leader • MOD • OG

53,347 次观看 • 24 天前

🚀 LinkersMap Reaches 4,000 Followers on X in Just Two Months In only two months since its launch, LinkersMap has surpassed 4,000 followers on X, a strong early sign of growing interest in practical, blockchain-powered commerce. This milestone is more than a follower count. It reflects increasing awareness, community participation, and real activity across the LinkersMap platform. 📊 Key milestones achieved So far, LinkersMap has recorded: 🏆 1 million+ visits to the LinkersMap application 🥇 700,000+ impressions on the official LinkersMap X account 💎1,395+ registered businesses across five continents: 🌍 Africa 🌏 Asia 🌍 Europe 🌎 North America 🌎 South America These figures show that LinkersMap is attracting attention from both users and businesses worldwide. 🌐 Connecting businesses globally LinkersMap is designed to help people discover verified businesses, products, and services while supporting payments through $ITL. By bringing businesses from different countries onto one platform, it can help: ✅ Improve online visibility for local and international businesses ✅ Make products and services easier to discover ✅ Support cross-border commercial connections ✅ Encourage wider use of digital payments ✅ Create new opportunities for merchants and customers The registration of more than 1,395 businesses suggests that companies across multiple regions are beginning to recognise the value of joining an expanding digital marketplace. 🤝 Community support matters This progress would not have been possible without the continued support of the InterLink community. Every follow, repost, comment, registration, and recommendation helps increase awareness and contributes to the platform’s growth. Strong communities are essential for building trust, encouraging participation, and turning an idea into a useful global service. 🎯 The next target: 5,000 followers With the 4,000-follower milestone now achieved, LinkersMap is setting its sights on 5,000 followers on X. The journey so far demonstrates what can happen when technology, businesses, and an active community move forward together. 🙏 Thank you to everyone supporting LinkersMap. Let’s continue spreading the word, welcoming more businesses, and building stronger connections across the global marketplace. Next stop: 5,000 followers! 💪 InterLink Labs 👤 + 🌐 Dr Altcoin ✝️ LinkersMap Arif Ahmed Core Ambassador | Interlink Labs KV Reina | InterLink Labs #LinkersMap #LMP #InterLink #ITLG #ITL #Web3 #Blockchain #Commerce #BusinessToken #DigitalEconomy 🚀

Tekkaus® | InterLink • MOD • T2 Community Builder

28,916 次观看 • 29 天前

🚀📣 LinkersMap Expands Its Reach Through the InterLink App 🌐🔗 LinkersMap is opening a new distribution channel that could help its official updates reach InterLink’s community of nearly 10 million users more directly. 👥📲 Through the InterLink App, posts published by the official LinkersMap X account can now be linked and surfaced inside the app. 🐦➡️📱 This gives LinkersMap another effective way to communicate with users, businesses, partners and members of the wider InterLink community. 🤝🌍 🔗✨ Why This Matters Building a strong platform is only one part of long-term growth. 🏗️📈 The other part is ensuring that important updates reach the right audience at the right time. ⏰🎯 By connecting LinkersMap’s official X content with the InterLink App, the project can improve the distribution of important information, including: 🛠️📲 Platform updates 🎉📅 Campaigns and events 💼🤝 Business opportunities 📢🌐 Ecosystem announcements 🚀💰 Future developments related to $LMP 🏪📍 New business listings and merchant activity 📣👥 Community news and important notices This creates a more direct communication path between LinkersMap and InterLink users. 🔄🌍 It also makes important updates easier to discover, follow and share. 👀✅🔁 📈💼 Benefits for Businesses Businesses registered on LinkersMap may gain greater visibility within an expanding digital community. 🏪🌐📊 A stronger distribution system can help businesses: 👋 Present their products and services to a wider audience 🎁 Share promotions, offers and campaigns more effectively 🤝 Connect with potential customers and business partners 📢 Increase awareness of their LinkersMap presence 🌱 Participate in future ecosystem activities 📈 Build stronger recognition over time For businesses, visibility is an important part of digital growth. 💡📱 A business listing becomes more valuable when people can easily find it, understand its offer and take action. 🔍🛒✅ 🌍👥 Benefits for the Wider Community The new connection may also make it easier for InterLink users to follow LinkersMap’s progress from one central app environment. 📲🏠 Users could gain more convenient access to: 📰 Official project announcements 💼 New business opportunities 🎉 Community campaigns 🛠️ Platform developments 💰 Updates concerning the $LMP ecosystem 🏪 New stores, services and merchant listings 🤝 Partnership and collaboration news This can help bring projects, businesses and users closer together. 🔗👥 It may also encourage greater participation, communication and commercial activity across the wider ecosystem. 📊🚀 📊📣 Distribution Is as Important as Development A project may have useful technology, services and business opportunities, but these advantages can be missed if updates do not reach the intended audience. 🧠⚠️📉 That is why effective content distribution matters. 📢🔄 Regular communication can help a project: 👀 Build awareness ❤️ Maintain user interest 🙌 Encourage participation 📈 Support business growth 🤝 Strengthen community relationships ✅ Make important information easier to follow 🌐 Reach users across multiple digital channels The connection between LinkersMap’s official X account and the InterLink App gives the project another method for sharing information with a large and active user base. 📲🐦➡️👥 🏪📝 Register Your Business Today Businesses interested in joining LinkersMap can register through the official website: 👉🔗 Registration may provide an opportunity to become part of LinkersMap’s growing business network and take part in future promotional, community and ecosystem activities. 🌱🏪🤝📣 ✅🔑 Key Takeaway The LinkersMap–InterLink connection is more than an additional content channel. 🔗📲 It creates a practical bridge between LinkersMap’s business network and InterLink’s expanding user community. 🌉🌍👥 As digital platforms continue to grow, successful projects need both strong development and reliable communication. 🏗️📢 LinkersMap is taking steps to improve both—creating more opportunities for businesses, users and the wider ecosystem. 🚀💼🤝 📌 Register your business:🔗 InterLink Labs 👤 + 🌐 Dr Altcoin ✝️ LinkersMap Arif Ahmed Core Ambassador | Interlink Labs KV Reina | InterLink Labs #LinkersMap #LMP #InterLink #ITLG #ITL #Web3 #Blockchain #Commerce #BusinessToken #DigitalEconomy 🚀

Tekkaus® | InterLink • MOD • T2 Community Builder

20,357 次观看 • 28 天前

InterLink’s Early Vision for NIST-Standardised Post-Quantum Cryptography 🔐✨ The next five years may bring a much clearer answer to a question that has long been difficult to judge: Is a digital asset truly secure? 🤔 For InterLink, the answer may increasingly depend on one critical factor: whether it is quantum-resistant and aligned with NIST standards 🧬🔒 Why this matters now ⚠️ Two fast-moving technologies are reshaping digital security: • AI is improving the ability to discover weaknesses in systems 🤖 • Quantum computing is advancing towards the point where today’s cryptographic foundations could become vulnerable ⚛️ For InterLink, this is not just a theoretical discussion. It is a reminder that blockchain networks, wallets, and custody systems must prepare now for the post-quantum era ⏳🛡️ Why NIST is central to InterLink’s approach 📘🏛️ Many in the InterLink community already know NIST. NIST, part of the U.S. Department of Commerce, plays a major role in defining and evaluating security standards, including those for post-quantum cryptography. Its work matters because it helps shape what “secure” will mean in a quantum-capable future 📊🔍 In practical terms, InterLink’s long-term security vision is closely tied to whether its cryptographic design can withstand post-quantum threats 🚀 The risk for blockchain networks and digital assets 🔎💥 Recent research and experiments from major organisations, including Google, have highlighted a growing concern: what was once considered extremely difficult, using quantum computing to threaten cryptographic systems, is no longer something that can be ignored 🧪⚠️ That does not mean current systems are broken today. It does mean that networks which fail to prepare for post-quantum threats could face serious risks later 📉 For InterLink, this is exactly why early research matters 🧠✨ If sufficiently powerful quantum computers become available, some current cryptographic methods may become vulnerable. For any network storing value, identity, NFTs, or permissions, that is a major issue 💳🖼️🧾 InterLink’s early work on post-quantum readiness 🧠🔐 InterLink Foundation has already been researching: ✅ digital signatures ✍️ ✅ cryptographic algorithms 🔣 ✅ migration mechanisms for future security upgrades 🔄 One of the most notable areas of work is the ability to generate new private keys from an existing seed phrase 🌱➡️🔑 This matters because it offers a pathway to improve security without forcing users to abandon access to their assets 🙌 Address Alias: preserving continuity during migration 🪪🔗 Another important InterLink mechanism is Address Alias. This is designed to let users: ✓ retain their existing wallet addresses 🧾 ✓ preserve associated tokens and NFTs 🖼️💰 ✓ migrate to a new cryptographic security architecture 🔐➡️🛠️ That is a practical and user-friendly design choice. Security upgrades are often hard to adopt when they break continuity. InterLink’s approach aims to solve that problem 🌉 Bringing post-quantum protection into smart contracts 🛡️📜 InterLink is also implementing SLH-DSA-SHA2-128s (FIPS 205) within IRC smart contracts. This adds another layer of protection for: • vaults 🏦 • high-value assets 💎 • long-term storage 📦 • sensitive on-chain operations ⚙️ The goal is not only to protect wallets, but also to strengthen the systems that govern custody and transaction security across the network 🧱🔒 Testing on the Taj Mahal Testnet 🧪🛰️ These experiments are currently being conducted on the InterLink Taj Mahal Testnet. According to InterLink, the experimental implementations have passed the NIST-based simulation tests carried out so far ✅📈 That is an encouraging early signal, although broader testing and real-world validation will remain important as development continues 🔍 Looking ahead to 2027 🚀🌍 InterLink’s stated goal is to fully integrate this architecture into the Open Mainnet in 2027. If achieved, that would bring InterLink closer to a future where security is defined not only by current best practice, but by resilience against quantum-era threats 🛡️⚛️ The bigger takeaway 🌍✨ The key lesson is simple: In the quantum era, security will not only mean protecting your private will mean asking whether the cryptography behind that key was built to survive the next generation of computing 🔐⏭️ For InterLink, this is a strategic direction with long-term significance 📌 Final thought 💡 Post-quantum readiness is no longer just a technical topic for specialists. For InterLink, it is becoming part of the broader conversation about long-term digital asset security 🧠🔒 NIST-aligned cryptography, practical migration paths, and user-preserving design may soon define the networks people trust most 🌟 InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs InterLink Foundation #InterLink #ITLG #ITL #WeAreTheFirst10MLinkers Join me on InterLink 😁 Start mining now and use my invitation link: 💰 My code is: 111222777888 💰 Please DM me once you have used my code. 👍

Tekkaus® | InterLink • MOD • T2 Community Builder

22,550 次观看 • 1 个月前

🚨 10 Million Linkers Is Almost Here And You Don’t Want to Miss This InterLink is closing in on a huge milestone: 10 million Linkers 🎉🔥 This is not just another number. It is a major community moment... one that signals growth, momentum, and a shared identity that is getting stronger every day. And now, InterLink is inviting everyone to be part of it by creating a special 10M Linkers Avatar 🖼️ ✨ What You Need to Do If you want to be counted among the first 10 million, here’s your chance: 1. Create your 10M Linkers Avatar 👤 2. Update it on your social platforms 📲 3. Share it using #WeAreTheFirst10MLinkers #️⃣ 4. Join the celebration before the moment passes ⏳ 🔗 Create your avatar here: 🎁 Why You Shouldn’t Sleep On This There are already some exciting rewards on the table: • 10 lucky Linkers will each receive $50 💵 • More rewards, surprises, and special activities are coming soon 🎊 • This is one of those early moments people may wish they had joined when they had the chance 👀 🌍 Why This Milestone Matters Hitting 10 million Linkers means more than just scale. It means: • A growing movement 🚀 • A stronger community bond 🤝 • A moment that could become part of InterLink history 🏛️ If you are here now, you are here at the right time. 🔥 Don’t Miss Your Chance Moments like this do not come around often. ✅ Change your avatar. ✅ Show you were here. ✅ Be part of the first 10 million. Because once this milestone passes, it is gone forever. ⏰ The first 10 million will be remembered forever. InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs #InterLink #ITLG #ITL #WeAreTheFirst10MLinkers

Tekkaus® | InterLink • MOD • T2 Community Builder

21,005 次观看 • 1 个月前

🚀🔮 InterPredict V2: From Beta Testing to Production Readiness 🌐⚡ InterPredict is entering a critical new stage: moving from an early beta product towards a more reliable, scalable, and production-ready community prediction marketplace. 🧠📊 This is not simply a version update. It is a structured transition from testing the concept to strengthening the infrastructure required for real-world use. 🛠️🌍 🧪 What the Beta Phase Achieved The beta phase provided an important testing environment for: • ✅ Validating the core prediction-market concept • 👥 Observing how users interact with the platform • 🐛 Identifying technical issues and improvement areas • 💬 Collecting community feedback • 📈 Understanding how prediction markets perform under real usage conditions Beta testing was about learning what works, discovering what needs improvement, and preparing the foundation for the next phase. 🔍🚧 ⚙️🚀 What InterPredict V2 Brings With V2, the focus is shifting towards a smoother, faster, and more dependable user experience. Key priorities include: ⚡ Improved performance 🛡️ Greater reliability 📈 Better scalability 🔗 Seamless system integration ⚙️ More efficient platform operations 🎨 A clearer and more accessible interface The objective is to connect the platform’s core components into one integrated system that can support broader participation and future growth. 🌱🌐 🛠️📋 Development Progress The current development status is as follows: ✅ Smart contract development: Completed ✅ Backend and server development: Completed 🔄 Frontend development: In progress 🔗 Full platform integration: In progress 🧪 Final testing: Upcoming 🌐🚀 Mainnet launch: Planned after successful testing and review This staged approach is important. Before a Mainnet release, the platform must be tested thoroughly across its technical systems, user flows, security processes, and overall reliability. 🔐✅ 📊🧠 More Than Just Making Predictions InterPredict’s wider purpose extends beyond individual predictions. 🔮 The platform is designed to help transform community knowledge, opinions, and expectations into structured prediction markets. When participation is organised effectively, collective views can produce useful market signals and offer insight into how communities assess future events. 💡📈 This may create value in several areas: • 🗣️ Encouraging informed participation • 📊 Making community sentiment easier to analyse • 🔍 Creating transparent prediction-based markets • 🧠 Supporting data-driven discussion • 🤝 Giving users a more interactive role in the ecosystem Prediction markets do not guarantee correct outcomes, but they can provide a structured way to compare expectations and observe changing sentiment. ⚖️📉📈 🧪🔐 The Importance of the Final Testing Phase The period before Mainnet will be especially significant. It should focus on: • End-to-end testing: checking that all platform components work together correctly • Early-user feedback: identifying practical issues from real user interactions • Performance review: assessing speed, stability, and scalability • Security checks: reviewing smart contracts and supporting infrastructure • User-experience refinement: making the platform easier to understand and use • Operational readiness: ensuring the system can support activity after launch A successful Mainnet launch depends not only on completing development, but also on the quality of testing and review that comes before it. ✅🚀 🔄🌍 From Vision to Real-World Adoption InterPredict’s progress can be viewed as a clear development path: 🔬 Experimentation → 🏗️ Infrastructure → 🔗 Integration → 🔍 Testing → 🌍 Adoption Beta tested the initial vision 🧪 V2 strengthens the technical foundation 🛠️ Integration connects the platform’s main components 🔗 Testing prepares the system for wider use 🔍 Mainnet will measure how effectively the ecosystem performs in practice 🚀 Each stage has a different purpose, and completing them carefully is essential for sustainable growth. 🌱📈 🌟 The Road Ahead InterPredict V2 represents an important step towards building a stronger community prediction marketplace. 🔮🌐 The next milestones will determine how effectively the platform can convert its technical progress into a dependable experience for users. 👥⚙️ The goal is clear: create a system where people can predict, participate, share perspectives, and contribute to meaningful market signals in a transparent and structured way. 💬📊🤝 🔮✨ Final Takeaway → Beta tested the vision. 🧪 → V2 is strengthening the infrastructure. 🛠️ → Mainnet will put the ecosystem to the test. 🌐�* The journey continues: 🎲 Predict. 🤝 Participate. 🌍 Shape Tomorrow. 💜⚡ 🔗 Follow InterPredict: InterPredict 📲 Telegram: InterLink Labs 👤 + 🌐 InterPredict InterLink Foundation KV Reina | InterLink Labs Mira #InterPredict #ITP #InterLink #ITLG #ITL #PredictionMarkets #ITL #ITLG #Web3 #Blockchain #dApp #Mainnet #Tokenomics

Tekkaus® | InterLink Global Leader • MOD • OG

146,322 次观看 • 4 天前

🚨 The 10M Linkers Celebration Is Here! Don’t Miss Your Place in InterLink History! 🎉🌍 10 million Linkers is not just a number. It is a milestone built by the community, and if you are among the first 10 million, your place in InterLink’s story is already secured. 🔗💜 Now, the celebration is bringing several exciting opportunities for Linkers worldwide. Here is what is planned 👇 🔄 ITL Reverse Auction Buyback InterLink Labs plans to use its own funds to conduct an ITL buyback through a reverse auction mechanism. 💰📊 This will give ITL holders an opportunity to submit selling offers while supporting the broader 10M Linkers Celebration Programme. 📌 Participants should carefully review the official rules, eligibility requirements, timelines, and risks before taking part. 🎁 Recognition for the First 10 Million Linkers Every user among the first 10 million Linkers will receive a special gift as a token of appreciation. 🎉🎁 Your participation, trust, and support have helped shape InterLink’s journey. Being part of this group means holding a unique place in the project’s history—one that future communities will look back on. 🌟 If you are one of the first 10 million, this is your moment to celebrate. ⏳ 🌍 Global Meetup Series The celebration will not remain online. InterLink plans to organise offline meetups in cities around the world. 🏙️🤝🌐 These gatherings will give Linkers the chance to: Meet fellow community members face to face 🤝 Celebrate this historic milestone together 🎊 Exchange ideas and experiences 💬 Learn more about InterLink’s vision and roadmap 🧭 Build stronger local and global connections 🌍 More cities, more conversations, and more opportunities to connect are expected as the community continues to grow. 🚀 👕 Exclusive InterLink VIP Merchandise Outstanding contributors may receive exclusive InterLink VIP merchandise. 🏆👕🎁 This recognition is intended for Linkers who have consistently supported the ecosystem through meaningful contributions, community leadership, education, content creation, technical assistance, and other forms of participation. The people who help strengthen a community deserve to be recognised—and this is an opportunity for those contributions to stand out. 💜 🖼 Create Your 10M Linkers Avatar Want to make your participation visible? Create your own 10M Linkers Avatar and share it with the community! 📸✨ How to participate: Visit 👉 → Upload a PNG, JPG, or WebP image 🖼️ → Adjust the zoom, position, rotation, or flip settings 🎨 → Download your completed avatar ⬇️ → Share it on a social platform using #WeAreTheFirst10MLinkers 📣 🎁 10 lucky participants will each have a chance to receive $50. The campaign is a simple way to show that you were here, celebrate the milestone, and join Linkers around the world. 🌎🔗 ⏳ Why You Should Join Now Milestones like this do not happen every day. The first 10 million Linkers will always represent an important chapter in InterLink’s history. 📖✨ By joining the celebration now, you can: ✅ Mark your place among the first 10 million Linkers ✅ Take part in the avatar campaign ✅ Share the milestone with your network ✅ Stay connected with upcoming community activities ✅ Watch for meetup, reward, and buyback updates Do not wait until the celebration has passed to look back and wish you had participated. This is the time to get involved. 🚀 🎉 Your Place in the Story Starts Here The 10M Linkers Celebration brings together community recognition, a planned ITL reverse auction buyback, global meetups, VIP merchandise, and a social avatar campaign. 💜🌍 Whether you are an early Linker, an active contributor, or a supporter of InterLink’s future, this is your opportunity to celebrate alongside the wider community. 🖼️ Create your avatar today: 👉 Then share it with: #WeAreTheFirst10MLinkers 🎉 10 million Linkers. One historic milestone. Your place in the story. 🔗💜 InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs #InterLink #ITL #ITLG #WeAreTheFirst10MLinkers 🚀

Tekkaus® | InterLink Global Leader • MOD • OG

21,593 次观看 • 26 天前

Day 11/90 of Inference Engineering How does vLLM work and how is it used in production? Before we discuss how vLLM works internally, it helps to understand what vLLM is. At a high level, vLLM is an inference engine that is designed to serve LLMs to thousands of concurrent users efficiently while managing scarce compute and memory. The goal for vLLM is to maximize throughput and minimize latency; optimizing for the best inference economics and experience for end users. With every request from the end user, it eventually ends up in the engine core, gets scheduled alongside other requests from other concurrent users, executes on the GPU, and updates the KV cache with the new key and value vectors, and streams the tokens back to the user. The Scheduler decides what requests should execute next while continuously batching requests together to maximize GPU utilization. Continuous batching is an inference optimization that allows new requests to join a running batch as other requests finish generating tokens. This helps with keeping the GPU utilization high instead of letting it sit idle waiting for an entire batch to complete generating. After the scheduler dispatches the selected batch to the Model Executor, the Model Executor prepares the tensors and metadata required for inference, retrieves each request’s block table from KV Cache Manager, launches the optimized transformer forward pass on the GPU, computes the logits, updates the KV cache with the new key and value vectors, and finally returns the results for sampling and streaming. The KV Cache Manager uses the PagedAttention memory layout to allocate fixed-size cache blocks on demand and maintains a Free Block Queue on the CPU that tracks which blocks in the GPU’s Paged KV Cache are currently free. When a request needs additional KV cache space, the KV Cache manager takes a free block from the queue and assigns it to that request, thus avoiding an expensive search through GPU memory for available cache blocks. All of these components form the core of vLLM’s inference engine. The Scheduler determines what requests are executed, the Model Executor determines how those requests are executed, the KV Cache Manager determines where each request’s KV cache lives using the PagedAttention Memory Layout. This architecture enables vLLM to serve thousands of concurrent requests with high throughput, low latency, and efficient GPU memory utilization. Heres a little animation that visualizes everything! - I've also completed the forward pass for my mnist.c project. I had a nice chat with shrey birmiwal, such a knowledgeable guy. Excited to learn more about vLLM and implement a tiny-vLLM one day.

max fu

70,797 次观看 • 1 个月前