Articles tagged rag.
Build an AI Assistant with Dify and Upstash
In this blog, we'll build an AI assistant using Dify AI and Upstash. This assistant can: Store content and search knowledge from uploaded files using Upstash Vector and Dify's file uploading Make…
Building a RAG Chatbot for the Health Domain with Next.js
In this tutorial, we'll dive into how we built a modern Health Assistant application using Next.js, Upstash, Vercel AI SDK, LangChain, and OpenAI. The Health Assistant project exemplifies how…
Building Email Analysis Agent with DeepSeek
Imagine having an AI assistant that could automatically analyze incoming emails, understand attached documents and suggest professional responses - all while maintaining the context of the…
Introducing Sparse and Hybrid Indexes
We are excited to announce a significant upgrade to our vector index. Upstash Vector now supports sparse and hybrid indexes! Up until now, Upstash Vector supported dense indexes for semantic…
Build a RAG Chatbot with Upstash, OpenAI, Clerk, and Next.js
In this post, you will learn how to build your own career coach with Upstash Vector, Upstash Redis, OpenAI API, Clerk, Next.js App Router, and Vercel. Upstash RAG Chat SDK simplifies the per-user…
Building a PDF Chatbot with Upstash RAGChat
Recommendation from the Upstash Team: The RAG Chat SDK is designed to create prototypes more easily and quickly. For real projects, use Langchain, LlamaIndex, and the Vercel AI SDK. Chatbots are…
We Made RAG Chat Development Easier Than Ever
Recommendation from the Upstash Team: The RAG Chat SDK is designed to create prototypes more easily and quickly. For real projects, use Langchain, LlamaIndex, and the Vercel AI SDK. Are you tired of…
Indexing Millions of Wikipedia Articles With Upstash Vector
Upstash offers a vector database that enables scalable similarity searches across millions of vectors, complete with features such as namespaces, metadata filtering, and built-in embedding models. We…
Accurate AI Responses with Peaka's RAG Pipeline and Upstash Vector
The era of artificial intelligence (AI) is here, presenting vast opportunities for harnessing data for business purposes. However, these prospects are not without their hurdles, including…
Build an AI Powered Mobile Chatbot with Expo and Cloudflare AI
Imagine a smartphone e-commerce striving to ensure its customers enjoy seamless shopping. But how can they achieve this goal? Research suggests that tailored product suggestions play a vital role. In…
Change Data Capture (CDC) from PostgreSQL into Upstash Vector using Kafka, Python and Quix
Change Data Capture (CDC) is a database management technique that detects and captures changes to data. The most common use case is database replication but it also unlocks other event-driven use…
Integrating Vector Search in E-commerce Platforms with Upstash Vector
Imagine an online fashion retailer that wants to give its visitors the best possible shopping experience. Now... how do they do that? As numerous studies have shown over the last few years and even…
Comparing Retrieval-Augmented Generation With Fine-Tuning
Large language models (LLMs) like GPT-4 or Claude Opus know the answer to many questions. Their creators trained them on the Internet, so they are jacks of all trades. However, this training takes a…
Building an Article Recommendation System with Upstash
Have you used Google or Perplexity.ai? Do you wonder how they are able to show search results that are latest and include links to online articles? Well, in this guide you'll learn how to create such…
Building your own RAG chatbot with Upstash
In this post, I talk about how I built an open-source Custom Content RAG Chatbot with Upstash Vector, Upstash Redis, Hugging Face Inference API, Replicate LLAMA-2-70B Chat model, and Vercel. Upstash…