AI hands-on tutorials

Deep Research Web UI 是一款由 AI 驱动的智能研究可视化工具。它整合了搜索引擎、网络抓取和大语言模型等先进技术，能够自动对复杂问题进行深度挖掘，并生成结构完整的研究报告。该工具强...

Recently, an MCP service that generates images caught my attention. Based on Together AI, the service integrates with code editors such as Cursor, allowing developers to experience the joys of AI mapping without having to leave their familiar coding environment. It is reported that M...

This article will guide readers on how to easily upgrade Dify. Before you begin, make sure you have the following two tools installed: Dify Local Deployment: This is the foundation of the upgrade operation. Cursor: an AI programming tool that dramatically improves development efficiency. Optional tools: Silicon Flow...

OpenManus has been updated frequently recently. Besides supporting local Ollama and web API providers, it also adds support for domestic search engines and several WebUI adaptations. In this article, we will introduce several community-contributed OpenManus WebUI...

Background Based on the Wenshin Intelligent Body platform, combined with the latest DeepSeek model development of book recommendation assistant, can be based on the content of the user's conversation for intelligent product recommendation, to achieve accurate conversion and transaction cash, to build a closed-loop business. This tutorial will analyze DeepSeek book recommendation...

Want to build an application that provides personalized game recommendations? This tutorial will guide you step-by-step through building a customized game recommendation system using Retrieval Augmented Generation (RAG) techniques, combined with DeepSeek and Ollama models. We will use Epic G...

For ease of differentiation, knowledge bases outside of the Dify platform are collectively referred to as "external knowledge bases" in this article. Introduction Dify's built-in knowledge base functionality and text retrieval mechanism may not meet the needs of some advanced developers, who may need more precise control over text recall results. Some...

Recently, Dify released v1.0.1, which fixes some problems in the previous version. According to user feedback, many users are interested in the effect of Dify integration with RAGFlow. In this article, we will introduce Dify integration with RAGFlow...

Recently, Anthropic has released Claude 3.7 Sonnet, an updated version of the Claude 3.5 Sonnet model.Although only 0.2 has been added to the version number, this update brings a number of changes in performance and functionality...

It's been a while since bolt.new joined forces with Anima to launch a crackerjack feature that generates runnable full-stack apps by simply copying the URL of a Figma design. From the bolt.new homepage, click "Import from Figma": ...

Introduction This document details how to build a localized RAG (Retrieval Augmented Generation) application using DeepSeek R1 and Ollama. It also complements the use of LangChain to build localized RAG applications. We will go through examples...

Introduction This document describes how to use ReActAgent in LlamaIndex to implement a simple local agent in combination with Ollama. The LLM used in this document is the qwen2:0.5b model, due to the fact that different models ...

INTRODUCTION ReAct (Reasoning and Acting) is a framework that combines reasoning and action to enhance the performance of intelligent bodies in complex tasks. The framework enables intelligences to perform more effectively in dynamic environments by tightly integrating logical reasoning with practical action...

Introduction This document will detail how to use the LlamaIndex framework to build a local RAG (Retrieval-Augmented Generation) application. By integrating LlamaIndex, it is possible to build in a local environment a...

This tutorial assumes that you are already familiar with the following concepts: Chat Models Chaining runnables Embeddings Vector stores Retrieval-augmented generati...

Dify supports access to large-scale language model inference and embedding capabilities deployed by Ollama. Quick Access Download Ollama Access Ollama installation and configuration and view Ollama local deployment tutorials. Run Ol...

Introduction This document describes how to build a local Copilot-like programming assistant to help you write more beautiful and efficient code. From this course you will learn to use Ollama to integrate local programming assistants, including Continue Aider ...

I. Deploying with Node.js 1. Install Node.js Download and install the Node.js tool: https://www.nodejs.com.cn/download.html Set up the mirror source, for example, using the following...

I. Directory structure Under the C6 folder of the repository notebook: fastapi_chat_app/ │ ├── app.py ├── websocket_handler.py ├── static/ │ ...