
RAG fundamentals and implementation basics
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The challenge in
social impact work isn’t just having data—it’s finding the right information at
the right time. Enter Retrieval-Augmented Generation (RAG), an AI-powered
approach that improves decision-making in nonprofits, government, and social
services.
In this practical
deep dive, you’ll discover how RAG enhances information retrieval, optimises
service directories, and supports frontline workers. We’ll explore real-world
applications and give you the tools to start implementing RAG effectively.
Learning
objectives:
- Understand RAG (Retrieval-Augmented Generation) – Learn how it improves information retrieval and decision-making.
- Break Down the RAG Architecture – Explore how retrieval
and generation work together for accurate, context-aware AI
outputs. - Implement RAG for Social Impact – Discover how RAG-powered
tools can enhance searchability, automate case support, and improve
knowledge access. - Navigate Challenges & Ethics – Learn best practices for data
privacy, misinformation prevention, and bias mitigation.