#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag
Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data.
https://github.com/FareedKhan-dev/all-rag-techniques
#typescript#chatbot#chatwoot#cloud_api#dify#evolution#n8n#openai#pusher#rabbitmq#typebot#whatsapp#whatsapp_api#whatsapp_bot
Evolution API is a powerful tool that lets you connect and control WhatsApp and other messaging platforms easily. It supports both free WhatsApp Web-based API and the official WhatsApp Business API, plus upcoming Instagram and Messenger support. You can integrate it with popular services like OpenAI for AI features, Chatwoot for customer support, and Amazon S3 for media storage. There’s also a lightweight version for simple, fast setups. Using Evolution API helps you automate messaging, manage chats, and build smart bots, saving time and improving communication for your business or projects.
https://github.com/EvolutionAPI/evolution-api