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
