Can Crypto Find Its Scale.AI Moment? Meta just invested $14.8 billion for a 49% stake in Scale AI, one of the largest bets on AI infrastructure to date. The company’s data-labeling infrastructure powers everything from autonomous vehicles to AI copilots. But what if crypto had its own version of  ? Enter  . The Web3-native data engine is designed to crowdsource human intelligence for training AI models, and it might be arriving just in time. Scale.AI Sapien.io Founded by Trevor Koverko, a former professional hockey player and founder of security token pioneer Polymath,   is positioning itself at the intersection of decentralized networks and artificial intelligence. With a Token Generation Event (TGE) expected within a month, the company is making a timely case for why AI infrastructure in crypto is more than just hype. Sapien.io Who Is Behind  ? Sapien.io Sapien.io is led by CEO Rowan Stone, a former Director of Onchain Business Development at Coinbase and one of the co-creators of Base, the Ethereum Layer 2 network incubated by Coinbase. Stone has spent years working at the intersection of onchain infrastructure and user adoption, giving him a grounded view of how decentralized protocols can scale beyond speculation. His leadership reflects Sapien’s intent to plug directly into the Web3 stack with practical, infrastructure-first solutions. The company’s co-founder, Trevor Koverko, is no stranger to early adoption cycles. A former professional hockey player turned entrepreneur, Koverko previously founded Polymath, one of the first platforms to explore regulated tokenized securities. His background spans both early-stage crypto innovation and capital markets. While Stone handles the day-to-day operational leadership, Koverko remains instrumental in shaping Sapien’s long-term vision and external narrative, particularly around decentralization, incentives, and trust in AI systems. "AI is one of the greatest transformations in technology since the internet," Koverko said in a  . "But it is only as smart as the data it is trained on. Sapien wants to make sure that dataset is global, diverse and economically inclusive." Beluga interview Joining Koverko is an executive from Base, Coinbase’s Ethereum L2 network, giving   an inside track to real-world Web3 deployment. The founding team brings both startup and protocol experience, which may be critical as the company scales its contributor base. What Does  حقا ماذا؟ Sapien.io يسمح للمستخدمين بتدريب نموذجات الذكاء الاصطناعي واستحقاق مكافآت عنيفة مقابل ذلك، على عكس منصات تقييم البيانات المترابطة، تعمل Sapien بطريقة معتمدة، باستخدام مكافآت عنيفة لتوسيع قوة العمل العالمية. يتم تسجيل المستخدم ، ويتم إكمال مهام قد تتضمن إدماج البيانات ، والتحقق من النتائج ، أو حتى تقييم استجابة الذكاء الاصطناعي. يتم مكافأةهم في توقيعات Sapien ، والتي سيتم إطلاقها في TGE المستقبلية. The company describes its mission as a way to create "Reputation-Based AI." Each contributor builds a score that reflects the accuracy and consistency of their training efforts. Over time, this reputation score feeds into the value of the model itself. المزيد من التفاصيل متوفرة في رسالتها الأخيرة: Sapien: Train AI، الحصول على مكافآت Why Now? And Why It Matters The timing of Sapien’s TGE appears intentional. Interest in AI is at an all-time high, and the infrastructure to support it is becoming a strategic asset. With companies like OpenAI, Anthropic, and Meta relying on high-quality human-labeled datasets, the question is not whether this work needs to be done but who gets paid to do it. Sapien argues that crowd-sourced labor and decentralized quality control can be a fairer and more scalable solution than centralized vendors. By embedding a native token into the ecosystem, it is betting on the same incentive mechanics that powered early crypto networks. What makes this different from other crypto-AI projects is that Sapien is not trying to   the AI. It wants to   the AI, acting as the trust layer between models and the humans that train them. be feed How It Compares to  Scale.AI في حين بناء البنية التحتية التي تبلغ مليار دولار من خلال بيع البيانات المذكورة للشركات والمنظمات الحكومية، Sapien يتحول إلى نموذج من خلال بناء اقتصاد مساهم معتمد. Scale.AI The analogy is not perfect. Scale is centralized and heavily enterprise-focused. Sapien is community-driven and tokenized. But both operate on the belief that the future of AI depends on how well we train it. In that sense, Sapien is attempting to offer crypto’s response to the data bottleneck that defines AI’s current limits. With Meta acquiring Scale, and companies rushing to build "sovereign AI" stacks, a protocol like Sapien could become a strategic part of the Web3 AI infrastructure. النتائج النهائية  is not the first company to try merging Web3 with AI. But it is one of the few trying to do it at the infrastructure layer, instead of launching another chatbot. That matters. If crypto is to remain relevant in the next tech cycle, it must plug into real-world data and offer alternatives to centralized monopolies. Sapien’s model is rough around the edges, but if it gains traction, it could set a precedent for how decentralized protocols support the AI supply chain. With its TGE around the corner and a clear narrative linking it to the biggest news in tech (Meta’s acquisition of Scale), Sapien is one to watch. Don’t forget to like and share the story! 
 
 هذا الكاتب هو مساعد مستقل يُشير عبر برنامج مدونات الأعمال لدينا. HackerNoon قد انتظر التقرير من أجل الجودة، ولكن الشكاوى هنا تنتمي إلى الكاتب. #DYO هذا الكاتب هو مساعد مستقل يُشير عبر برنامج مدونات الأعمال لدينا. HackerNoon قد انتظر التقرير من أجل الجودة، ولكن الشكاوى هنا تنتمي إلى الكاتب. #DYO business blogging program business blogging program

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لماذا Sapien.io يمكن أن يكون Scale.AI من Crypto

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