https://github.com/dilrux10/readify

AI-enabled Intelligent Assistant to Improve Reading and Comprehension Skills in English Language. [Ongoing]
https://github.com/dilrux10/readify

agentic-ai agentic-rag generative-ai langchain python retrieval-augmented-generation

Last synced: 4 months ago
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AI-enabled Intelligent Assistant to Improve Reading and Comprehension Skills in English Language. [Ongoing]

• Host: GitHub
• URL: https://github.com/dilrux10/readify
• Owner: DilruX10
• Created: 2024-12-28T15:37:10.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-12-28T19:58:36.000Z (over 1 year ago)
• Last Synced: 2025-09-18T09:53:04.975Z (9 months ago)
• Topics: agentic-ai, agentic-rag, generative-ai, langchain, python, retrieval-augmented-generation
• Language: Python
• Homepage:
• Size: 993 KB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Readify

AI-enabled Intelligent Assistant to Improve Reading and Comprehension Skills in English Language

	

### Research Problem?

1. Lack of dynamically adaptable excersises.

2. Lack tools to provide assessments for essay-type questions that typically require human evaluation.

### Research Objectives

- Provide a platform to improve advanced comprehension skills such as Sequencing, Summarizing, Self-questioning

#### Sub Objective

- Implement Agentic RAG workflow to generate dynamic paragraphs and exercises 

- Implement Agentic RAG workflow to accurately evaluate answers and provide feedback without human involvement 

- Develop the most suitable prompts to generate dynamic exercises, evaluate answers and provide feedback.

## Tech Stack

- Frontend: ReactJS

- Backend: Python, Flask, Langchain

- AI:

  - LLM Model - Phi-3

  - Inference Engine: Ollama

  - Architecture & Patterns: ReAct, Function Calling

  - Prompt Engineering Techniques - Zero-Shot Prompting, Few-Shot Prompting, Guided Prompting, Role-based Prompting

  - RAG - Corrective RAG

- Database: ChromaDB

- Other: Google Drive

### System Architecture

![System Architecture](https://github.com/DilruX10/Readify/blob/main/Images/SysDia.png)