RAG & Knowledge BasesproFluxonLab library

E Mail Chatbot with Both Semantic and Structured RAG, Using Telegram and Pgvector

by FluxonLab Importadapted from TelegramUpdated May 2026

Requires

TelegramOpenAI

1/5

STEPS · 16

Starts on a Telegram event

On a Telegram message, runs an OpenAI agent doing semantic and structured RAG over Pgvector, replying with grounded answers in Telegram.

Stopanderror with Telegram

On a Telegram message, runs retrieval Q&A over a Pinecone store using OpenAI embeddings and Groq, then replies in Telegram.

On a Telegram message, runs retrieval Q&A over a Pinecone store using OpenAI embeddings and Groq, then replies in Telegram.

On a chat message, an OpenAI agent retrieves answers from a Qdrant vector store built from Google Drive documents and replies via Telegram.