PR

Pratik Rana

Senior Technical Support Engineer at Elastic

About the author

Pratik is a Senior Technical Support Engineer here at Elastic working alongside large-scale customers to use the Elasticsearch Relevance Engine (ESRE) and large language models (LLMs) for advanced Retrieval-Augmented Generation (RAG) applications. Integrate Elasticsearch’s storage, processing, and search with LLMs. Key areas include understanding ESRE, efficient data retrieval, seamless application integration, optimizing full-text and semantic search, developing generative AI and RAG applications, and leveraging the Elastic AI Assistant for enhanced performance.

Author’s articles

A tutorial on building local agent using LangGraph, LLaMA3 and Elasticsearch vector store from scratch

September 2, 2024

A tutorial on building local agent using LangGraph, LLaMA3 and Elasticsearch vector store from scratch

This article will provide a detailed tutorial on implementing a local, reliable agent using LangGraph, combining concepts from Adaptive RAG, Corrective RAG, and Self-RAG papers, and integrating Langchain, Elasticsearch Vector Store, Tavily AI for web search, and LLaMA3 via Ollama.

Ready to build state of the art search experiences?

Sufficiently advanced search isn’t achieved with the efforts of one. Elasticsearch is powered by data scientists, ML ops, engineers, and many more who are just as passionate about search as your are. Let’s connect and work together to build the magical search experience that will get you the results you want.

Try it yourself