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2 posts tagged with "OpenAI"

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Langchain + Supabase Vector Filtering for RAG Applications

· 11 min read
Umut YILDIRIM
Fullstack Developer

Supabase, acclaimed as an open-source alternative to Firebase, offers a comprehensive toolkit including database, authentication, and storage solutions. Excelling in crafting Minimum Viable Products (MVPs) and hackathon creations, it's particularly adept for building RAG (Retrieval-Augmented Generation) applications. In this guide, I'll demonstrate how to leverage Supabase to enhance your RAG application's efficiency.

Here's the workflow: Whenever a user uploads a document, we store its vector representation in Supabase. This vector acts as a unique fingerprint of the document's content. Later, when a query is raised, Supabase springs into action, searching for vectors that closely match the query. This search process efficiently retrieves the most relevant documents.

Add ChatGPT to your portfolio

· 7 min read
Umut YILDIRIM
Fullstack Developer

ChatGPT and similar large language models (LLMs) are currently at the forefront of every developer's mind, emerging as the latest trend in 'Silicon Valley'. The hype is real, and the possibilities are endless. But how do you get started? In this article, I will show you how to create a simple chatbot using ChatGPT and Voiceflow. I will also show you how to add it to your portfolio using Docusaurus.