The Sequence Knowledge #507: Beyond Language: RAG for Other Modalities
Was this email forwarded to you? Sign up here The Sequence Knowledge #507: Beyond Language: RAG for Other ModalitiesHow RAG can be used in computer vision, audio and other modalities.
Today we will Discuss:
💡 AI Concept of the Day: Multimodal RAGThroughout this series, we have been exploring some of the key methods for Retrieval-Augmented Generation (RAG). However, most of those techniques are only applicable to LLMs. How can RAG work with other modalities? Multimodal Retrieval-Augmented Generation (RAG) represents a paradigm that extends the traditional text-based RAG framework to encompass diverse data modalities such as images, audio, and video. This advancement enables AI systems to perform cross-modal reasoning and generation, significantly enhancing their ability to understand and synthesize information from heterogeneous sources... Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
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And some old computer science theories that can become sexy again in the era of AI-first programming languages. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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OctoTools addresses some of the core limitations of agentic solutions. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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