Beyond Basic RAG: AI Agents for Context-Aware Responses

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It’s been fewer than three years since the first release of ChatGPT. The initial large language models (LLMs) were popular, but far from accurate. So retrieval-augmented generation (RAG) emerged as an approach that markedly improves generative AI results by automatically feeding current and relevant proprietary data into LLMs.

RAG incorporates structured data from spreadsheets and relational databases as well as unstructured data from emails, PDFs, chats, social media and more. It preprocesses and indexes this information and harnesses…



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Beyond Basic RAG: AI Agents for Context-Aware Responses


It’s been fewer than three years since the first release of ChatGPT. The initial large language models (LLMs) were popular, but far from accurate. So retrieval-augmented generation (RAG) emerged as an approach that markedly improves generative AI results by automatically feeding current and relevant proprietary data into LLMs.

RAG incorporates structured data from spreadsheets and relational databases as well as unstructured data from emails, PDFs, chats, social media and more. It preprocesses and indexes this information and harnesses…



Source link

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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