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Generative AI - Elasticsearch Labs

Generative AI

Agentic RAG with Elasticsearch & Langchain

Discussing and implementing an agentic flow for Elastic RAG, where the LLM chooses to call an Elastic KB.

Agentic RAG with Elasticsearch & Langchain
How to use Elasticsearch Vector Store Connector for Microsoft Semantic Kernel for AI Agent development

December 6, 2024

How to use Elasticsearch Vector Store Connector for Microsoft Semantic Kernel for AI Agent development

Microsoft Semantic Kernel is a lightweight, open-source development kit that lets you easily build AI agents and integrate the latest AI models into your C#, Python, or Java codebase. With the release of Semantic Kernel Elasticsearch Vector Store Connector, developers using Semantic Kernel for building AI agents can now plugin Elasticsearch as a scalable enterprise-grade vector store while continuing to use Semantic Kernel abstractions.

Using Elastic and Apple's OpenELM models for RAG systems

November 28, 2024

Using Elastic and Apple's OpenELM models for RAG systems

How to deploy and test the new Apple Models and build a RAG system using Elastic.

RAG made easy with Spring AI + Elasticsearch

November 26, 2024

RAG made easy with Spring AI + Elasticsearch

Customizing your AI chatbot experience with private data

Late chunking in Elasticsearch with Jina Embeddings v2

November 22, 2024

Late chunking in Elasticsearch with Jina Embeddings v2

Using the Jina Embeddings v2 model in Elasticsearch and exploring the pros and cons of long context embeddings models.

Elasticsearch open inference API adds support for IBM watsonx.ai Slate embedding models

November 21, 2024

Elasticsearch open inference API adds support for IBM watsonx.ai Slate embedding models

How to use IBM watsonx™ Slate text embeddings when building Search AI experiences with Elasticsearch vector database.

Federated SharePoint searches with Azure OpenAI Service On your data

November 15, 2024

Federated SharePoint searches with Azure OpenAI Service On your data

Using Azure OpenAI Service on your data with Elastic as vector database.

Ask questions about your GitHub repository with Elasticsearch as a vector database

October 23, 2024

Ask questions about your GitHub repository with Elasticsearch as a vector database

This blog introduces a GitHub Assistant using RAG with Elasticsearch to enable semantic code queries, providing insights into GitHub repositories, which can be extended to PRs feedback, issues handling, and production readiness reviews.

From PDF tables to insights: An alternative approach for parsing PDFs in RAG

October 18, 2024

From PDF tables to insights: An alternative approach for parsing PDFs in RAG

An alternative approach to parsing PDF tables for RAG, overcoming the limitations of highly normalized formats like CSV and JSON.

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