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                                                  actual screenshot taken of the knowledge bot Introducing the Local Copilot Chatbot Application: Your Ultimate Document-Based Query Assistant In today's fast-paced world, finding precise information quickly can make a significant difference. Our Local Copilot Chatbot Application offers a cutting-edge solution for accessing and querying document-based knowledge with remarkable efficiency. This Flask-based application utilizes the powerful Ollama and Phi3 models to deliver an interactive, intuitive chatbot experience. Here's a deep dive into what our application offers and how it leverages modern technologies to enhance your productivity. What is the Local Copilot Chatbot Application? The Local Copilot Chatbot Application is designed to serve as your personal assistant for document-based queri...

  Chatbot Application with Local LLM, RAG, LangChain, and Guardrail I've developed a chatbot application designed for informative and engaging conversationAs you already aware that Retrieval-augmented generation (RAG) is a technique that combines information retrieval with a set of carefully designed system prompts to provide more accurate, up-to-date, and contextually relevant responses from large language models (LLMs). By incorporating data from various sources such as relational databases, unstructured document repositories, internet data streams, and media news feeds, RAG can significantly improve the value of generative AI systems. Developers must consider a variety of factors when building a RAG pipeline: from LLM response benchmarking to selecting the right chunk size. In tapplication demopost, I demonstrate how to build a RAG pipeline uslocal LLM which can be converted to ing NVIDIA AI Endpoints for LangChain. FirI have you crdeate a vector storeconnecting with one of the ...

  Photo by ZHENYU LUO on Unsplash What is a Copilot? A copilot  in the context of software development and artificial intelligence refers to an AI-powered assistant that helps users by providing suggestions, automating repetitive tasks, and enhancing productivity. These copilots can be integrated into various applications, such as code editors, customer service platforms, or personal productivity tools, to provide real-time assistance and insights. Benefits of a Copilot 1. Increased Productivity:    - Copilots can automate repetitive tasks, allowing users to focus on more complex and creative aspects of their work. 2. Real-time Assistance:    - Provides instant suggestions and corrections, reducing the time spent on debugging and error correction. 3. Knowledge Enhancement:    - Offers context-aware suggestions that help users learn and apply best practices, improving their skills over time. 4. Consistency:    - Ensures consistent applica...