@JonathanAdly
Founder & AI Engineer
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Dec 2, 2024 · 8 min read · TLDRThis post examines improvements made to ColiVara, our ColPali-based retrieval API. We focus on hybrid search and hierarchical clustering token pooling. By benchmarking these two approaches, we aim to evaluate their impact on latency and performan...
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Nov 20, 2024 · 11 min read · Background Retrieval Augmented Generation (RAG) empowers large language models (LLMs) by integrating private documents and proprietary knowledge, unlocking their potential for nuanced and informed responses. However, efficiently extracting informatio...
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Nov 14, 2024 · 8 min read · 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...
Join discussionNov 13, 2024 · 6 min read · We have traditionally used Django in all our products. We believe it is one of the most underrated, beautifully designed, rock solid framework out there. https://x.com/Jonathan_Adly_/status/1855357440034009362 However, if we are to be honest, the h...
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Nov 11, 2024 · 5 min read · We are launching ColiVara today! ColiVara is a state of the art retrieval API that stores, searches, and retrieves documents based on their visual embedding. End to end it uses vision models instead of chunking and text-processing for documents. In s...
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