Lepton AI
Build and deploy AI applications with Lepton AI and Zilliz Cloud vector database
Use this integration for FreeAbout Lepton AI
Lepton AI is a platform that helps developers build and deploy AI applications efficiently. It offers a Python-native approach to model development, allowing teams to debug locally and deploy to production with minimal setup. The platform supports various AI models, including LLMs and diffusion models, making it accessible for teams to integrate AI into their applications.
The platform's OpenAI-style API ensures compatibility with existing tools and workflows, while its cloud deployment capabilities enable quick scaling of AI applications.
Why Zilliz Cloud and Lepton AI
The integration of Zilliz Cloud and Lepton AI creates a powerful solution for building AI applications. Zilliz Cloud provides the vector database infrastructure needed for similarity search and data management, while Lepton AI handles model deployment and API management. This combination enables teams to build production-ready AI applications without managing complex infrastructure.
The integration particularly shines in RAG applications, where Zilliz Cloud's vector search capabilities complement Lepton AI's LLM management features, creating a complete solution for building AI-powered search and recommendation systems.
How Zilliz Cloud and Lepton AI Work Together
Lepton AI connects to Zilliz Cloud through the standard Milvus SDK, allowing seamless vector storage and retrieval. When building applications like RAG systems, Lepton AI manages the LLM components and API endpoints, while Zilliz Cloud handles vector storage and similarity search operations. This integration provides a complete pipeline for building AI applications with vector search capabilities.
The workflow typically involves:
- Using Lepton AI to manage and deploy LLM models
- Storing embeddings and vectors in Zilliz Cloud
- Performing similarity searches for relevant content
- Processing results through LLMs for final output
Learn
Tutorial: Building LLM Applications
Get started with our hands-on tutorial that shows you how to build LLM applications using Lepton AI and Zilliz Cloud. The tutorial walks you through creating a RAG system that leverages both platforms' capabilities, including:
- Setting up your development environment
- Connecting to Zilliz Cloud
- Managing LLM models with Lepton AI
- Building a complete RAG pipeline
- Best practices for production deployment
Additional Resources