
Building AI on Blockchain: Decentralization & Trust | Max Li (Columbia University, OORT)
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"Would you upload all your private information like your bank statement, your personal ID to ChatGPT?"This crucial question from Dr. Max Li highlights the fundamental trust barrier hindering the massive adoption of AI agents in our daily lives.In this episode, host Srikumar Misra sits down with Dr. Max Li, Adjunct Professor at Columbia University and Founder & CEO of OORT, to explore the burgeoning field of Decentralized AI (DeAI). They dive deep into why DeAI is essential for building trust, the components of the decentralized AI stack, the role of blockchain, the challenges ahead, and the future trajectory of AI technology.Key Insights:👉The Trust Deficit: Centralized AI models lack transparency, creating a trust issue for users hesitant to share private data.👉Blockchain's Role: Blockchain provides verifiable data/model traceability and enables crypto payments for decentralized contributors.👉Decentralized Stack: DeAI aims to decentralize the entire AI pipeline: data collection, storage, compute (training/fine-tuning), and inference.👉Compute Challenges: While decentralized compute offers cost benefits, reliability remains a major hurdle compared to centralized providers for critical tasks.👉Reinforcement Learning (RL): RL mimics human trial-and-error learning and can optimize reward mechanisms within decentralized AI systems.Chapters:00:00:00 Intro00:00:38 Why is Decentralized AI Important? The Trust Factor00:05:10 Dr. Li's Journey: From 5G Research to Academia and Decentralized AI00:09:17 Deconstructing the Decentralized AI Stack00:12:31 Blockchain's Role: Verification and Payment00:16:39 Decentralized Storage vs. Traditional Distributed Storage00:20:10 Decentralized Compute: Potential and Reliability Challenges00:27:33 The Future Trajectory of AI: Smaller Models, Powerful GPUs00:31:35 The Vision Behind OORT00:44:05 Reinforcement Learning: Potential and Intersection with DeAI00:50:05 Can Decentralized AI Solve the "Rogue Agent" Problem?00:57:56 Celebrating Milestones & Toast#DecentralizedAI #AI #ArtificialIntelligence #Web3 #Crypto #Blockchain #DeFi #TrustInAI #DataPrivacy #Decentralization #ReinforcementLearning #Podcast #Technology #FutureTech #DataScience #machinelearning Disclaimer: The information presented is for educational purposes only. Views expressed are those of the speakers, not necessarily the channel. You are responsible for your own research and decisions.Copyright: © 2024 Aarna AI Pte Ltd, Singapore. All rights reserved.