Built discovery using - Qwen-3-VL-8B for Document Ocr + Prompts + Tool Call - ChromaDB for Vector storage. - BM25 + Embedding model for Hybrid RAG. - Backend- FastAPI + Python - Frontend- React + Typescript - vllm + docker for model deployment on L40 GPU

Demo: https://app.dwani.ai

GitHub: https://github.com/dwani-ai/discovery

Now working on added Agentic features, by continuous analysis of Document with Generated prompts.

Fixed the UX now.

Provided the option to use basic features

Will work on Videos soon

thanks for the feedback. I've updated the Homepage.

Video's will be done by friday.

Source - https://github.com/slabstech/dhwani

Got my role terminated when I was taking care of my father in India.

Worked a research institute in Germany, used my vacation days and kept writing code to improve the project. I was the sole developer.

For a month, I worked remotely , then i get 3 notices for not coming to office. In a week, I was terminated for not showing up in office, though i was working remotely.

In a shock, accepted the mutual termination agreement. No severance, access cut to email/chat.