AI Frameworks Enabled by Blockchain
eBook - ePub

AI Frameworks Enabled by Blockchain

Creating Trustworthy and Responsible AI Using Distributed Ledger Technology

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

AI Frameworks Enabled by Blockchain

Creating Trustworthy and Responsible AI Using Distributed Ledger Technology

About this book

Blockchain technology offers a powerful foundation for building trust, privacy and verifiability into AI frameworks. This book will focus on how a blockchain can enable AI frameworks and applications to scale in a responsible fashion, reshaping the future of numerous industries from financial markets to healthcare and education.

You’ll see that in the next wave of AI products, blockchain can provide a “Trust Layer,” a fundamental feature previously only implemented for parties within a blockchain network. The provable consensus algorithms and oracles previously implemented in blockchains can be extended to autonomous agents that are integrated with large language models (LLMs) and future applications.

Finally, you’ll learn that safety is a major concern for practical applications of AI and blockchain can help mitigate threats due to the decentralized nature. As such, there will be significant discourse on how blockchain can provide enhanced security against prompt injections, LLM-hijacking for dangerous information and privacy. These ideas were studied rigorously when large financial institutions were releasing their own blockchains and distributed ledger protocols with a heavy focus privacy.

AI is undergoing a Cambrian explosion this year with foundational models emerging for all major domains of study, however, most such models lack the capacity to externally validate for the “correctness” of a fact, or reply made by the LLM. Similarly, there are no definitive methods to distinguish between meaningful insights and hallucination. These challenges remain at the forefront of AI research, and AI Frameworks Enabled by Blockchain aims to translate technical literature into actionable and practical tips for the AI domain.

What You Will Learn

·       Bring a layer of accuracy to generative AI where a non-generative component behaves as guardrails

·       Protect users from harmful biases as well as hallucinations.

·       See how blockchain plays a role in aligning AI with human interests.

·       Review use-cases and real-world applications from parties that have invested a significant amount in building technology stacks utilizing both.

Who This Book Is For

Enterprise users and policy makers in the field of Professional and Applied Computing

 

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Information

Publisher
Apress
Year
2025
eBook ISBN
9798868814020
Print ISBN
9798868814013

Table of contents

  1. AI Frameworks Enabled by Blockchain
  2. Acknowledgments
  3. Table of Contents
  4. About the Authors
  5. About the Technical Reviewer
  6. 1.Ā The Era of Artificial Intelligence
  7. 2.Ā Building Up to LargeĀ Language Models (LLMs)
  8. 3.Ā Behold the Dreamers
  9. 4.Ā The Gold Rush in Bitcoin and AI
  10. 5.Ā Foundations of the Future: Blockchain and Large Language Models
  11. 6.Ā Inference, Fine-Tuning, and Retrieval-Augmented Generation
  12. 7.Ā Unpacking Ethereum
  13. 8.Ā Physics of Large Language Models
  14. 9.Ā Contemporary Decentralized Organizations
  15. 10.Ā Biological Large Language Models
  16. 11.Ā Blockchain in Scientific Reproducibility
  17. 12.Ā Large Reasoning Models
  18. 13.Ā Technological Revolutions and Financial Capital Markets
  19. 14.Ā Blockchain-as-a-Service
  20. 15.Ā Lean Blockchain and AI
  21. 16.Ā Beyond Large Language Models and Blockchain
  22. Index