
Unlocking 70% Faster Response Times Through Token Pooling
The magic of hierarchical clustering token pooling
ColiVara is a State of the Art Retrieval API - with a delightful developer experience. It stores, searches, and retrieves documents based on their visual embedding.

The magic of hierarchical clustering token pooling
An experiment on vision models and RAG

RAG (Retrieval Augmented Generation) is a powerful technique that allows us to enhance large language models (LLMs) output with private documents and proprietary knowledge that is not available elsewhere. For example, a company's internal documents o...
ColiVara stores, searches, and retrieves documents based on their visual embedding.