RAG & Knowledge Basesfree

Build an on Premises AI Kaggle Competition Assistant with Qdrant RAG and Ollama

by JHHUpdated Aug 2026

RequiresOllama

1/5

FLOWS

STEPS · 13

Starts on a Local File event

On a new local file, embeds Kaggle documents into a Qdrant vector store with Ollama, then answers chat queries through a RAG agent.

Drive Document Chat Agent

When files are added to Google Drive, embeds them into Pinecone with Gemini, letting a chat agent answer questions over the documents.

When files are added to Google Drive, indexes them into Milvus with Cohere embeddings so an OpenAI chat agent answers questions.

On chat message, embeds Google Drive documents into Pinecone and answers via an OpenAI agent over the vector store.