In Part 1, “LangGraph Practical Series Part 1: Creating Stateful Multi-Agent Applications“, I added short-term memory to the chatbot, allowing it to retain context during conversations. In this section, I will take it a step further by introducing tools into our chatbot. Tools allow the chatbot to retrieve real-time data from external sources, making it … Read more
Getting Started with LangGraph: Enhancing Chatbots with Tools In today’s rapidly evolving AI field, chatbots have become an indispensable part of our lives. Whether providing customer service, answering questions, or engaging in simple social interactions, chatbots demonstrate immense potential. However, traditional chatbots are often limited by their training data and cannot access the latest information … Read more
LangGraph is not a new framework independent of LangChain, but rather an extension library built on top of LLM and LangChain, enabling seamless collaboration with existing chains in LangChain. LangGraph can coordinate multiple Chains, Agents, Tools, etc., to collaboratively perform Q&A tasks that depend on external tools and databases with feedback. We will first create … Read more
In the future society, there will only be two types of people: those who master AI and those who cannot utilize AI. DeepSeek is currently the world’s strongest AI, and it is from China, understanding Chinese the best, and importantly, it is free. Why not start using it quickly? 1. Understanding DeepSeek. Recently, DeepSeek has … Read more
If a computer can deceive humans into believing it is human, then that computer should be considered intelligent. —— Alan Turing Can machines understand text like we humans do? This was the initial fantasy of artificial intelligence. Today, it has become the core area of artificial intelligence—Natural Language Processing (NLP). Natural Language Processing is a … Read more
Chatbot Practice A chatbot is a computer program designed to simulate human conversation or chat, essentially enabling machines to understand human language through technologies like machine learning and artificial intelligence. It integrates methods from various disciplines and serves as a concentrated training camp in the field of artificial intelligence. In the coming decades, the way … Read more
Chatbot development is a challenging and complex task that requires a combination of various technologies and tools. In this field, the combination of LLAMA, LangChain, and Python forms a powerful trio, providing excellent support for the design and implementation of chatbots. First, LLAMA is a powerful natural language processing tool with advanced semantic understanding and … Read more
Source: DeepHub IMBA This article is approximately 3300 words long and is recommended for a 5-minute read. In this article, I will use two frameworks to complete some basic tasks in parallel. When using large models locally, especially when building RAG applications, there are generally two mature frameworks available: LangChain: A general framework for developing … Read more
Claude is an AI chatbot developed by Anthropic, similar to ChatGPT, founded by a former vice president of OpenAI. Although it may not match GPT-4, it excels in continuous conversation, writing novels, coding, and explaining concepts. Claude is currently in a free usage phase; you just need to register for a Slack account, and it … Read more
ClickFollowWeChat Official Account, “Technical Insights” for Timely Updates! Introduction If you want to deploy and run an open-source large model on localhost, you can try Ollama. In this article, we will deploy Ollama and call the large model via API. Installation Ollama provides two development packages for Python and JavaScript, which are quite friendly for … Read more