Create an AI Knowledge Assistant with RAG and RLHF via Telegram
This workflow automates the creation of an AI-powered knowledge assistant using retrieval-augmented generation (RAG) and reinforcement learning from human feedback (RLHF) through Telegram. It streamlines knowledge management by importing and indexing documentation into MongoDB for efficient semantic search and continuously improves AI responses with user feedback.
The workflow consists of two main components: document ingestion and indexing, and a Telegram chat interface with RLHF. The first component imports product documentation from Google Docs, splits it into manageable chunks, and embeds these chunks using OpenAI embeddings. These embeddings are stored in MongoDB Atlas to enable semantic search. The second component listens for user messages via a Telegram bot, retrieves relevant documentation using vector similarity search, generates responses with OpenAI's model, and sends them back to the user. User feedback is captured and used to refine future responses, ensuring continuous improvement.
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How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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