OpenLedger, The Blockchain Build For Specialized AI - Ram Kumar

Thu, Oct 2, 2025, 12:00 AM

Ram Kumar, co-founder of OpenLedger, presents their blockchain-based protocol designed for building specialized AI models. He highlights the limitations of current large language models (LLMs) like OpenAI and Llama, which are trained on generic internet data, resulting in generalized outputs and lack of transparency. OpenLedger addresses these issues by enabling users to contribute domain-specific datasets, build and fine-tune AI models via a no-code platform, and receive rewards through an on-chain attribution and provenance system. The protocol ensures data ownership, auditability, and verifiability, distinguishing it from centralized platforms like Hugging Face. OpenLedger supports both community developers and enterprises, with use cases ranging from Solidity code generation to customer support and tax advisory. The ecosystem includes a marketplace for models, agent frameworks, stablecoin micropayments, and a DEX for model tokenization. With over a million users in testnet, OpenLedger is set to launch its mainnet, aiming to democratize and decentralize AI model creation and monetization. 00:00 Introduction 00:38 Why AI Models Need Specialization 01:45 OpenLedger’s Background and Enterprise Experience 02:41 Problems with Current AI Models 03:33 OpenLedger’s Solution: Data, Models, and Attribution 04:38 Blockchain for Verifiable AI and Data Ownership 05:34 OpenLedger vs. Traditional AI Platforms 06:04 Product Overview: Data Nets, Model Factory, Open Models 07:24 Example: Building a Specialized Solidity Model 08:34 Model Marketplace and Access 09:22 Enterprise Use Cases and Partnerships 10:20 Auditability and Attribution for Enterprises 11:21 Community and Enterprise Ecosystem 11:56 Ecosystem Extensions: Stablecoin, DEX, Agent Frameworks 12:38 Testnet Results and Mainnet Launch 13:09 Closing Remarks _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 🇫🇷 *Pragma Cannes* Pragma Cannes 2025 was held on July 3rd at the Carlton Cannes in Cannes, France and was an in-person summit for builders and leaders in the web3 ecosystem. Watch the full Pragma Cannes YouTube Playlist here: https://www.youtube.com/playlist?list=PLXzKMXK2aHh6jZYPY5-YIBzvMtUT3ajjI ETHGlobal's Pragma series takes place in cities around the world, and is designed to be a different kind of event. Pragma is a one-stage conference with founders-only on stage, bringing together a small group of curated attendees and speakers to discuss the future of web3 and reflect on the past. _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ ✅ Follow Ram Kumar X: https://x.com/Ramkumartweet ✅ Follow OpenLedger X: https://x.com/OpenledgerHQ ✅ Follow ETHGlobal X: https://x.com/ETHGlobal​ Warpcast: https://warpcast.com/ethglobal Website: https://ethglobal.com YouTube: https://www.youtube.com/@UCfF9ZO8Ug4xk_AJd4aeT5HA _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ Are you interested in Ethereum development and entrepreneurship? 👉 Sign up for the next ETHGlobal event: https://ethglobal.com/events 🎁 Get exclusive access and perks with ETHGlobal Plus! https://ethglobal.com/plus 📣 Want us to throw an event in your city? Tell us where! https://ethglobal.com/city _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _