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Concepts

  • LLM: A type of AI, like ChatGPT, trained on vast amounts of text data to generate human-like responses based on text inputs.

  • Assistants: Digital or virtual agents designed to assist users in performing a wide range of tasks via conversational interfaces. These assistants use an LLM as their core intelligence.

  • Tools: Pre-defined functions or APIs that extend the capabilities of an LLM to perform specific tasks beyond its abilities.

  • RAG: A technique that enhances Large Language Models by enabling them to access and utilize foundational knowledge.

  • Assistants With Tools: Digital agents equipped with functionalities that LLMs alone cannot perform, such as accessing real-time data.

  • Assistants With RAG: Digital agents equipped with the capability to acquire external knowledge and use it to enhance it's capabilites.

The RAG here is a technique that can be set to the assistant as a tool such as langchain rag tools, or it can be a custom algorithm that do retrival according to your specification, currently CMND.ai supports RAG only as a tool