How to Build a RAG App: A Step-by-Step Guide Using Firebase Genkit and Vector Search скачать в хорошем качестве

How to Build a RAG App: A Step-by-Step Guide Using Firebase Genkit and Vector Search

Build RAG applications with Firebase's Genkit and DataStax Astra DB! 🚀 In this tutorial, Phil Nash demonstrates how to combine the Genkit framework (from the Firebase team) with Astra DB's vector search. Learn to index web content and build a question-answering flow using Google Gemini models, all integrated within the Genkit local development UI. Perfect for developers looking to add generative AI features grounded in their own data! 💻✨ 🔗 Links mentioned in the video: Genkit: https://firebase.google.com/docs/genkit Astra DB: https://astra.datastax.com (Get started for free!) Google AI Studio (for Gemini API Keys): https://aistudio.google.com/ Tutorial: https://dtsx.io/3XZ8I5D Code: https://github.com/philnash/genkit-as... Additional Resources: DataStax Developer Hub: https://dtsx.io/devhub DataStax Blog: https://dtsx.io/howto Try Langflow: https://dtsx.io/trylangflow Try Astra DB: https://dtsx.io/40kQpI6 ____________________ Stay in touch: Join our Discord Community:   / discord   Follow us on X: https://x.com/DataStaxDevs ____________________ Chapters: 00:00:00 | 👋 Introduction: RAG with Genkit & Astra DB 00:00:30 | 🔌 Integrating Astra DB with the Genkit Plugin 00:01:03 | 🔑 Getting a Google Gemini API Key 00:01:17 | 💻 Code: Imports and Genkit Configuration (Plugins) 00:02:21 | 💻 Code: Astra DB Indexer & Retriever References 00:02:43 | 💻 Code: Creating the Web Page Indexing Flow 00:03:48 | 💻 Code: Creating the RAG Question-Answering Flow 00:04:38 | 🕹️ Genkit Developer UI: Overview 00:05:01 | 🧪 Demo: Testing the RAG Flow (Before Indexing) 00:05:27 | 📥 Demo: Indexing Web Page Data into Astra DB 00:05:51 | ✅ Demo: Testing the RAG Flow (After Indexing - Success!) 00:06:11 | 📊 Demo: Exploring Execution Traces in Genkit UI 00:06:42 | 🙏 Conclusion & Next Steps _________ #Genkit #AstraDB #RAG #GenerativeAI #VectorSearch #Firebase #GoogleGemini #AIApplications #DataStax #Tutorial #Developer