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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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@githubtrending · Post #15122 · 09/05/2025, 12:30 PM

#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