Embeddings

What RAG Means and When You Actually Need It

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Artificial intelligence models can answer questions, write content, summarize documents, and help with complex tasks. But every AI model has a limitation: it does not automatically know your private information, company documents, latest product updates, or recent changes. This is where RAG comes in. RAG stands for Retrieval-Augmented Generation. RAG allows an AI model to … Read more

What Embeddings Are, in Plain English (and Why AI Uses Them)

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When people hear how AI systems understand text, they often imagine something similar to a search engine. Modern AI systems use a technology called embeddings. An embedding is a way of turning information into numbers so an AI system can compare meaning. What Is an Embedding? An embedding is a collection of numbers that represents … Read more