In this session, we'll explore the exciting world of AI agents and their application in Drupal environments. We'll dive into the power of Flowise, an open-source no code/low code tool for building intelligent assistants, and learn how to leverage Retrieval Augmented Generation (RAG) techniques to create a custom AI agent for your Drupal site.

From setup and data preparation to integration and fine-tuning, this comprehensive guide will equip you with the knowledge and skills to enhance your Drupal projects with AI-powered assistance. Whether you're a developer, site builder, or business owner, you'll discover how AI agents can revolutionize user interactions, streamline content management, and unlock new possibilities in the Drupal ecosystem.

1. Introduction
Overview of AI agents and their potential in Drupal ecosystems
Introduction to Flowise as an open-source tool for building AI agents
2. Understanding Retrieval Augmented Generation (RAG)
Explanation of RAG and its benefits
How RAG enhances AI responses with up-to-date information
3. Setting Up Flowise for Drupal
Installation and configuration of Flowise
Connecting Flowise to your Drupal site's data sources
4. Data Preparation and Indexing
Preparing Drupal content for AI consumption
Indexing strategies for efficient retrieval
5. Building the AI Agent
Designing the agent's workflow in Flowise
Implementing RAG techniques for Drupal-specific knowledge
6. Fine-tuning Techniques
Strategies for improving agent responses
Customizing the agent for Drupal-specific terminology and concepts
7. Integration with Drupal
Embedding the AI agent into your Drupal site
Best practices for user interface and experience
8. Testing and Iteration
Methods for evaluating agent performance
Iterative improvement strategies
9. Conclusion and Q&A
Recap of key points
Future possibilities and advancements
Open floor for questions