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LLM Powered Agents with Kubernetes - Hema Veeradhi & Shrey Anand, Red Hat

Introduction to LLMs and RAG

  • Large language models (Large language model) are computational models that can generate or model human language, with the ability to predict the next word in a sequence based on input text (00:01:42).
  • LLMs are good at natural language processing tasks such as text generation, code generation, chatbots, conversational AI, information retrieval, and sentiment analysis, but can be bad at complex or logical tasks and lack dynamicity (00:02:56).
  • Retrieval Augmented Generation (Retrieval-augmented generation) combines information retrieval techniques with generative AI to enhance the accuracy and relevance of LLMs, allowi