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Generative AI on Google Cloud with LangChain

You're reading from   Generative AI on Google Cloud with LangChain Design scalable generative AI solutions with Python, LangChain, and Vertex AI on Google Cloud

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Product type Paperback
Published in Dec 2024
Publisher Packt
ISBN-13 9781835889329
Length 306 pages
Edition 1st Edition
Concepts
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Author (1):
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Leonid Kuligin Leonid Kuligin
Author Profile Icon Leonid Kuligin
Leonid Kuligin
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Table of Contents (22) Chapters Close

Preface 1. Part 1: Intro to LangChain and Generative AI on Google Cloud
2. Chapter 1: Using LangChain with Google Cloud FREE CHAPTER 3. Chapter 2: Foundational Models on Google Cloud 4. Part 2: Hallucinations and Grounding Responses
5. Chapter 3: Grounding Responses 6. Chapter 4: Vector Search on Google Cloud 7. Chapter 5: Ingesting Documents 8. Chapter 6: Multimodality 9. Part 3: Common Generative AI Architectures
10. Chapter 7: Working with Long Context 11. Chapter 8: Building Chatbots 12. Chapter 9: Tools and Function Calling 13. Chapter 10: Agents 14. Chapter 11: Agentic Workflows 15. Part 4: Designing Generative AI Applications
16. Chapter 12: Evaluating GenAI Applications 17. Chapter 13: Generative AI System Design 18. Index 19. Other Books You May Enjoy Appendix 1: Overview of Generative AI 1. Appendix 2: Google Cloud Foundations

Vertex AI Agent Builder

Vertex AI Agent Builder is a managed platform that enables the development of AI agents and applications using either the console or a code-first approach. It simplifies the process of grounding these agents or apps in enterprise data, offering various integration options. This platform serves as a central hub for developers, providing all the necessary tools and interfaces to streamline the creation of AI agents and applications (https://cloud.google.com/products/agent-builder).

To recreate the agent, we just built using LangChain, let’s begin by creating an app within the platform and designating its type as Agent. The default screen will prompt you to provide a name, goal, and instructions, and select a generative model version (Figure 10.3).

Figure 10.3: Generative agent settings in Vertex AI Agent Builder

Figure 10.3: Generative agent settings in Vertex AI Agent Builder

The goal and instructions serve as the initial prompt for the base LLM, the “brain” of the application...

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