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HealthHive: Real-Time RAG Assistant

📌 Overview

HealthHive is a real-time Q&A assistant built using Pathway’s streaming platform and RAG (Retrieval-Augmented Generation) techniques. It continuously ingests live data (support tickets, chats, documents), indexes it in real-time, and provides context-aware answers to user queries using LLMs. This assistant ensures enterprise teams receive answers grounded in the most current data.


🎯 What We Are Solving?

We are Developing a real-time assistant that ingests enterprise data streams and offers Retrieval-Augmented Generation (RAG) based answers using the latest information.

This project solves the need for:

  • Instant insights from incoming data (tickets, docs, chats).
  • Reliable, up-to-date answers.
  • Seamless integration with enterprise workflows.

🚀 Use Case: Enterprise Support Assistant

  • 🔎 Employees ask technical or support questions via the web UI or Slack.
  • 📥 Data (tickets, documentation updates, FAQs) is streamed and indexed in real-time using Pathway.
  • 🧠 RAG pipeline + LLM retrieves and answers based on the most relevant, recent context.
  • 📡 Results are streamed back instantly to the user via the interface or API.

🧠 Architecture ⤵️

+-------------------+      +------------------+       +-----------------------+
| Data Sources      | ---> | Pathway Pipeline | --->  | Vector Store (Chroma) |
| (Docs, Tickets)   |      |                  |       |                       |
+-------------------+      +------------------+       +----------+------------+
                                                                 |
                                                +----------------v--------------+
                                                | LLM + Retrieval (RAG Pipeline)|
                                                +----------------+--------------+
                                                                 |
                                                    +------------v-----------+
                                                    |   API / UI (React)     |
                                                    +------------------------+

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