Bremen

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🛠️ UpDocs: AGI-based Document Feedback Assistant

📌 Overview

This project was developed as part of the AGI Agent Application Hackathon. It aims to solve the bottlenecks students, researchers, and new employees face in writing high-quality structured documents without sufficient feedback or reference materials.

🚀 Key Features

• ✅ Automated Document Analysis: Parses PDF documents using Upstage APIs to extract structure, text blocks, and visual elements.
• ✅ Similarity-Based Feedback: Matches uploaded documents with curated reference papers and compares structure, tone, and content.
• ✅ Interactive Revision Assistant: Uses Perplexity API to suggest improvements and map extracted summaries to original coordinates.

🖼️ Demo / Screenshots

🧩 Tech Stack

• Frontend: Flutter Web
• Backend: Flask
• Database: N/A (local JSON-based storage)
• Others: Upstage API, Perplexity API, BeautifulSoup, PDF.js

🏗️ Project Structure

📁 updocs/ ├── lib/ # Flutter frontend ├── templates/ # HTML viewer (PDF-like) ├── static/ # Uploaded PDFs ├── data/ # Extracted JSON data ├── app.py # Flask server ├── perplexity_utils.py # Summary-to-coordinate mapping logic └── README.md

bash 복사 편집

🔧 Setup & Installation

# Clone the repository
git clone https://github.com/UpstageAI/cookbook/usecase/agi-agent-application/updocs.git

# Move to the frontend directory and run
cd frontend
npm install
npm run dev

# Move to the backend directory and run
cd backend
pip install -r requirements.txt
python app.py run
📁 Dataset & References
Dataset used: Public IEEE paper PDFs, internal sample drafts from team members

References / Resources:
https://docs.upstage.ai
https://docs.perplexity.ai
https://mozilla.github.io/pdf.js/

🙌 Team Members
Name   Role   GitHub
Junhyeok Park   Frontend   @joon363
Jaehyun Choi    AI, Backend   @minhjih
Minkyu Park     Backend   @jadestar
Hyein You       Designer, PM @mehyein

⏰ Development Period
Last updated: 2025-04-13

📄 License
This project is licensed under the MIT license.
See the LICENSE file for more details.

💬 Additional Notes
Let AI read, compare, and improve your writing — so you can focus on your ideas, not formatting.