Can Crypto Find Its Scale.AI Moment? Meta sapo investoi 14.8 miliardë dollarë për një aksion 49% në Scale AI, një nga bastet më të mëdha në infrastrukturën e AI deri më tani. ? 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,  Me një Token Generation Event (TGE) të pritshëm brenda një muaji, kompania po bën një rast të saktë se pse infrastruktura AI në kripto është më shumë se thjesht hype. Mësoni.io Who Is Behind  ? Mësoni.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. Bashkëthemeluesi i kompanisë, Trevor Koverko, nuk është i huaj për ciklet e hershme të miratimit. Një ish-lojtar profesionist i hokejit u kthye sipërmarrës, Koverko më parë themeloi Polymath, një nga platformat e para për të eksploruar vlerat e rregulluara me tokenizëm. Baza e tij shtrihet në të dy fazat e hershme të inovacionit kripto dhe tregjet e kapitalit. Ndërsa Stone merret me udhëheqjen e përditshme operacionale, Koverko mbetet instrumental në formimin e vizionit afatgjatë dhe tregimit të jashtëm të Sapien, veçanërisht rreth decentralizimit, inkurajimeve dhe besimit në sistemet e AI. "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. Sapien.io What Does   Actually Do? Sapien.io lejon përdoruesit të trajnojnë modelet e AI dhe të fitojnë shpërblime token në këmbim.Ndryshe nga platformat e etiketimit të të dhënave të centralizuara, Sapien vepron në një mënyrë të decentralizuar, duke përdorur nxitje token për të shkallëzuar një forcë pune globale. Sapien.io Një përdorues logon, plotëson një detyrë që mund të përfshijë etiketimin e të dhënave, verifikimin e outputs, apo edhe renditjen e përgjigjeve të AI. Ata shpërblehen në token Sapien, të cilat do të lëshohen në TGE e ardhshme. modeli është i ngjashëm me mënyrën se si Bitcoin bootstrapped një rrjet të minatorëve ose se si Helium u përpoq për të ndërtuar një rrjet të decentralizuar wireless, vetëm këtë herë është një forcë pune të decentralizuar të të dhënave. 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. More detail is available in their recent post:  Sapien: Train AI, fitojnë shpërblime 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  AI, duke vepruar si shtresë besimi midis modeleve dhe njerëzve që i trajnojnë ato. be feed Si të krahasohet me Scale.AI While   built billion-dollar infrastructure by selling labeled data to enterprises and governments, Sapien flips the model by building a decentralized contributor economy. Scale’s value comes from partnerships and volume. Sapien’s value comes from decentralization and transparency. 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. Final Outlook  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. Sapien.io 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. Mos harroni të pëlqeni dhe të ndani historinë! 
 
 This author is an independent contributor publishing via our  . HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYO business blogging program This author is an independent contributor publishing via our  . HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYO business blogging program Programi i Biznesit Blogging business blogging program

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