Power and Deploy RAG Agent Tools with Pathway

Enterprise AI in 2025 is evolving from proof of concept to live production deployments, and organizations need fast, up-to-date retrieval of information for their language models—alongside the flexibility to run advanced, multi-step agent logic. That’s where Pathway Live Data Framework comes in.

Pathway Live Data Framework for Real-Time Indexing

The Pathway Live Data Framework provides a real-time, incremental indexing engine that continuously syncs with your data sources (files, databases, or APIs), ensuring your agents always have access to the freshest information. By combining BM25 and semantic search, it delivers a hybrid retrieval approach that significantly boosts accuracy and recall.

Agent Orchestration and Deployment Made Easy

If your workflows require sophisticated logic—like query rewriting, relevance checks, or hallucination detection—Pathway Live Data Framework integrates seamlessly with agent orchestration tools such as LangGraph, Crew AI, AutoGen, or OpenAI Swarm. This approach lets you filter out irrelevant documents, refine user queries, generate well-grounded answers, and keep an ongoing watch for hallucinations—all within a real-time pipeline that automatically adapts to your data updates. The framework also makes it simple to expose custom agent logic via a REST endpoint, reducing overhead whether you’re building a specialized LLM application or an internal knowledge assistant.

Get Started

Explore the step-by-step cookbooks demonstrating how to combine the framework’s real-time indexing with LangGraph multi-step agent flows: https://github.com/pathwaycom/llm-app/blob/main/cookbooks/self-rag-agents/pathway_deploy_langgraph_agents.ipynb

If you are only interested in using Pathway Live Data Framework as always up-to-date document store and want to deploy your agents your own way (via Flask, FastAPI, etc.), then check out this cookbook: https://github.com/pathwaycom/llm-app/blob/main/cookbooks/self-rag-agents/pathway_langgraph_agentic_rag.ipynb

Are you looking to build an enterprise-grade RAG app?

Pathway is trusted by industry leaders such as NATO and Intel, and is natively available on both AWS and Azure Marketplaces. If you’d like to explore how Pathway Live Data Framework can support your RAG and Generative AI initiatives, we invite you to schedule a discovery session with our team.

Check out ready-to-run app templates for RAG, AI pipelines, and enterprise search with live data: pathwaycom/llm-app

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For any questions or feedback, don't hesitate to reach out to us at contact@pathway.com!