Knowledge RAG Bot
Production-ready Telegram bot and FastAPI backend for personal knowledge retrieval with citation-aware, grounded answers.
What it is
Retrieval-augmented Telegram bot where you upload PDFs, audio, or text and ask grounded questions — answers cite exact source passages.
My role
Builder across ingestion pipeline, retrieval strategy, FastAPI backend, Telegram bot interface, and prompt grounding.
Timeline
~2 to 3 weeks
Stack
Python, FastAPI, Qdrant, MongoDB, Telegram Bot API, OCR, LLM
Technical Workflow Simulator
Play with this interactive simulator to experience the core engineering mechanism built for this project.
Knowledge RAG Bot
bot • onlineThe Problem
Generic chatbots are weak when answers need to come from specific documentation or internal knowledge. The goal was to build a system that can cite grounded context and reduce hallucination risk — accessible directly from Telegram.