RAG System Development with Pydantic AI ChromaDB & Groq
Abstract & Details
Research Area
Computer Engineering
Keywords
-
Abstract
This project presents a Retrieval-Augmented Generation (RAG) based AI chatbot designed to provide intelligent and context-aware responses by combining retrieval and generation techniques. The system leverages Pedantic AI for structured data modelling and workflow orchestration, ChromaDB for
vector-based document storage and retrieval, and Grog’ s Llama 3.3-70B model as the core language model for natural language understanding and generation. By integrating these technologies, the chatbot can access a large knowledge base, retrieve relevant information, and generate accurate and human-like answers. This approach enhances response reliability and enables efficient deployment for educational, enterprise, and research applications.
License
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Prof. Priyanka P. Kakade | Brahma Valley College of Engineering and Research Institute, Nashik, Maharashtra, India. |
| 2 | KhemeshwarI Shelwante | Brahma Valley College of Engineering and Research Institute, Nashik, Maharashtra, India. |
| 3 | Krushna Bhagwat Dhakne | Brahma Valley College of Engineering and Research Institute, Nashik, Maharashtra, India. |
| 4 | Shreya Subhas Darade | Brahma Valley College of Engineering and Research Institute, Nashik, Maharashtra, India. |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Kakade, Prof. Priyanka P., Shelwante, KhemeshwarI, Dhakne, Krushna Bhagwat, & Darade, Shreya Subhas (2026). RAG System Development with Pydantic AI ChromaDB & Groq. International Journal of Advance Research and Innovative Ideas In Education, 12(3), 121-127.
MLA Style
Kakade, Prof. Priyanka P., et al. "RAG System Development with Pydantic AI ChromaDB & Groq." International Journal of Advance Research and Innovative Ideas In Education, vol. 12, no. 3, 2026, pp. 121-127.
IEEE Style
Prof. Priyanka P. Kakade, KhemeshwarI Shelwante, Krushna Bhagwat Dhakne, and Shreya Subhas Darade, "RAG System Development with Pydantic AI ChromaDB & Groq," International Journal of Advance Research and Innovative Ideas In Education, vol. 12, no. 3, pp. 121-127, 2026.
Vancouver Style
Kakade Prof. Priyanka P., Shelwante KhemeshwarI, Dhakne Krushna Bhagwat, Darade Shreya Subhas. RAG System Development with Pydantic AI ChromaDB & Groq. International Journal of Advance Research and Innovative Ideas In Education. 2026;12(3):121-127.
Harvard Style
Kakade, Prof. Priyanka P., Shelwante, KhemeshwarI, Dhakne, Krushna Bhagwat, & Darade, Shreya Subhas (2026) 'RAG System Development with Pydantic AI ChromaDB & Groq', International Journal of Advance Research and Innovative Ideas In Education, 12(3), pp. 121-127.
Chicago Style
Kakade, Prof. Priyanka P., et al. "RAG System Development with Pydantic AI ChromaDB & Groq." International Journal of Advance Research and Innovative Ideas In Education 12, no. 3 (2026): 121-127.
Turabian Style
Kakade, Prof. Priyanka P., et al. "RAG System Development with Pydantic AI ChromaDB & Groq." International Journal of Advance Research and Innovative Ideas In Education 12, no. 3 (2026): 121-127.
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