RAG Agent

Stack:

• Python 3
• Fast API (Pydantic, Uvicorn)
• Qdrant (store vectors)
• RabbitMQ (connect arg agent with telegram bot)
• Langchain
• Docker/docker compose

Also aiogram for telegram bot (tg_bot)

Models

• qwen3.5
• nomic-embed-text-v2 (for embeddings)

Run with docker

1. Create .env file
2. Execute command

docker compose -f ingest_service/docker-compose.yml up -d