RAG & Knowledge Basesfree

Vision RAG and image embeddings using Cohere Command-A and Embed

by JimleukUpdated Aug 2026

1/5

FLOWS

STEPS · 11

Run manually by an operator

On manual run, embeds images into Qdrant with Cohere Embed v4, then answers chat queries via a Cohere Command-A RAG agent.

[1/3 anomaly detection] [1/2 KNN classification] Batch upload dataset to Qdrant (crops dataset)

On manual trigger, loads a crops dataset from Google Cloud Storage and batch-uploads it to Qdrant via HTTP.

On manual run, reads a crops dataset from Google Cloud Storage and batch-uploads it as vectors to Qdrant via HTTP.

On incoming IMAP email, classifies and summarizes it using OpenAI and a Qdrant knowledge base, then sends an SMTP reply.