# OpenLedger, The Blockchain Build For Specialized AI - Ram Kumar

- Channel: [ETHGlobal](https://streameth.org/ethglobal)
- Date: 2025-10-09
- Duration: 13:23
- Topics: OpenLedger, blockchain, specialized AI, AI models, data attribution, model provenance, no-code platform, data ownership, auditability, verifiability, decentralized AI, enterprise AI, model marketplace, agent framework, stablecoin, DEX, tokenization, mainnet, testnet, LLM, fine-tuning, community, rewards, transparency, web3, Solidity, machine learning, data contributors, AI monetization, inference, API, ecosystem
- Watch: https://streameth.org/watch/yt-_F7gH5bZJAc
- YouTube: https://www.youtube.com/watch?v=_F7gH5bZJAc

## Description

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

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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

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✅ Follow Ram Kumar
X: https://x.com/Ramkumartweet

✅ Follow OpenLedger
X: https://x.com/OpenledgerHQ

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