
Engineering
Building RAG with Self-Deployed Milvus Vector Database and Snowpark Container Services
With Snowflake's Snowpark Container Service (SPCS), users can now run Milvus within the Snowflake ecosystem, allowing them to easily interact with Milvus using data stored in Snowflake.

Community
Building an End-to-End GenAI App with Ruby and Milvus
LangChain.rb eliminates the hassle of full-stack developers switching to another programming language when they want to leverage LLMs in their web applications.

Community
Building Production Ready Search Pipelines with Spark and Milvus
A step-by-step process to build an efficient and production-ready vector search pipeline using Databricks Spark and Milvus.

Community
Milvus on GPUs with NVIDIA RAPIDS cuVS
GPU-accelerated vector search through NVIDIA's cuVS library and CAGRA algorithm are highly beneficial for optimizing AI app performance in production.

Engineering
Introduction to LLM Customization
This article discusses several options for customizing LLMs to enhance their performance on specific tasks.

Engineering
Up to 50x Cost Savings for Building GenAI Apps Using Zilliz Cloud Serverless
Zilliz Cloud Serverless allows users to store, index, and query massive amounts of vectors at only a fraction of the cost while keeping a competitive level of performance.

Community
How Inkeep and Milvus Built a RAG-driven AI Assistant for Smarter Interaction
Robert Tran, the Co-founder and CTO of Inkeep, shared how Inkeep and Zilliz built an AI-powered assistant for their documentation site.

Community
Improving Analytics with Time Series and Vector Databases
In this article, we'll explore time series databases in detail and walk you through a use case where we'll store time-series data in InfluxDB, query the data, transform it into vector embeddings, store the embeddings in Milvus, and finally perform a similarity search with Milvus.

Engineering
How Delivery Hero Implemented the Safety System for AI-Generated Images
This article discussed how Delivery Hero used AI models to generate high-quality food images to improve user experience and conversion rate.