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AIWithShrey authored Aug 1, 2024
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# InSightful-rerank
# InSightful

Enhancing the original InSightful with a reranker.
The AI assistant for tech communities.

## Features

Everything InSightful can do but better. By utilizing and exploiting the methods of Advanced RAG using a reranker, we significantly improve the quality of retrieved context from the vector store.
- [✔️] **Conversation Analysis**: InSightful can analyze and provide insights on the topics being discussed in a tech community.
- [✔️] **Community Health Analysis**: InSightful can analyze the engagement, sentiment, and more of a tech community.
- [✔️] **Search Stack Overflow**: InSightful can search Stack Overflow for relevant questions and answers.
- [✔️] **Browse The Web**: InSightful can browse the web for relevant information on community topics.

## Overview of workflow

![RAG-FC-Rerank](https://github.com/user-attachments/assets/f56de040-05e8-4307-be70-16929a72bafb)
![RAG-FC](https://github.com/user-attachments/assets/dd56f9e6-f641-4500-8785-15bc1fe37b4b)

## Prerequisites

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