AI hands-on tutorials

Variable Aggregation Definition Aggregates variables from multiple branches into a single variable for uniform configuration of downstream nodes. The Variable Aggregation node (formerly Variable Assignment node) is a key node in the workflow, which is responsible for integrating the outputs of different branches and ensuring that no matter which branch is executed, the results are available through...

Many AI services can use .edu student email address to enjoy discounts or even free of charge, the benefits do not need to say more, those who understand understand... The .edu suffix mailboxes are getting more and more difficult to register. Considering the difficulty of submitting the information and the holding time when registering, we will give you a relatively feasible plan at present. Pre...

Windsurf Quick Start Windsurf is Codeium's next-generation AI IDE, designed to help you keep your creations flowing. On this page, you'll find out how to install Windsurf on your computer, complete the initial setup process, and turn on your first...

When using Leonardo.Ai for image creation, the various features have different token consumption depending on their complexity and the computational resources required. Below is a clear table that lists the cost of tokens per use for each feature to help you better plan and control your usage. Function Single...

Installing Dify Plugins Click "Plugins" in the upper right corner of the Dify platform to go to the plugin management page, which supports three ways of installing plugins: Marketplace, GitHub, and local upload. Marketplace Dify M...

Hello everyone, today I'd like to share with you a face changing tool - FaceFusion, the new version of this tool relative to the old version added a lot of models and HD algorithms, greatly improving the effect of face changing in pictures and videos. Also added three kinds of mask function, to solve the problem of poor fusion effect when the face is covered by objects and...

Trae's Builder mode helps you develop a complete project from 0 to 1. You can seamlessly integrate it into the project building process. In Builder Mode, the AI Assistant calls on different tools as needed when answering questions, including analyzing...

As the application of artificial intelligence in the field of programming becomes more and more in-depth, many developers, after experiencing the convenience of AI-assisted programming, expect to be able to have a more understanding of their own needs of the "exclusive AI engineer". The core of this demand lies in the ability of AI to accurately follow the developer's personalized instructions...

AI assistant tools: how to choose? In the booming development of artificial intelligence (AI) technology, in the face of a wide range of AI tools, how to choose an AI assistant tool that can effectively manage multiple models and realize efficient collaboration has become the focus of attention for many users. In this article, we will look at the functional positioning, unique...

How to Import PPT, Google Slides, Google Docs and Word Documents To get started with Gamma, you can extract documents or presentations created in other tools. Currently, we support importing from Google Docs, Goog...

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...

This article is a translation of Juan Stoppa's blog post Code Smarter, Not Harder: Developing with Cursor and Claude Sonnet. It is called an adaptation because...

Introduction Cloudflare Workers AI allows you to run machine learning models on Cloudflare's global network using serverless GPUs. You can run your machine learning models via Workers, Pages, or Cloudflare ...

Suno Metatags were utilized to guide the flow of lyrics and musical interludes, helping Chirp transition smoothly through the various parts of the song. Particular attention was paid to some of the metatags during the training phase of the AI model, but we also discovered many others! The style of music you choose and the song you create...

Recently, the DeepSeek API key has been stuck badly, which has made a lot of developer friends using cline difficult. So, are there any other good tools in AI programming? The answer is, of course, Cursor! However, for various reasons, many friends may not be able to...

This is a list of the latest search engine optimization techniques. Translation of the hottest article "19 NEW SEO Techniques" on blacklinko and a second original part of the content. These strategies are in line with my 438,950 natural visitors per month...

These are the (minimal) instructions for deploying DeepSeek R1 671B (the full, unrefined version) locally using ollama. Recently some big guns have been running up Deepseek R1 671b for $2000, which is great for personal use. The model ...

This article describes installing Dify via Docker, then integrating Ollama and XInference, and utilizing Dify to quickly build a knowledge base Q&A based application. I. Introduction to Dify II. Installation of Dify III. Dif...

Introduction This section learns how to complete the installation and configuration of Ollama in the Windows system is divided into the following parts: Visit the official website to complete the download directly Environment variable configuration Run Ollama to verify the success of the installation 🎉 A. Visit the official website to complete the direct download of ...

Windows The following is an example of how to customize Ollama to run in the GPU on a Windows system. Ollama uses the CPU for inference by default. For faster inference, you can configure Ollama to use...

Demonstration Effect Demo: Using the built workflow, we insert a record in the Flying Book multidimensional table The following step-by-step exploration of the specific implementation process. Requirements Analysis In our daily work, we often collect some information to facilitate the later organization and view. But manually organizing the need to fill in a field by field ...

What is Keling? Sora released a beta version of the effect is very amazing, the domestic also launched a similar product, can be Ling is currently the domestic for ordinary consumers relatively good results of the video generation model, you can say that this is your "only choice". Can Ling generate a distant landscape video [bilibil ...

The Python ecosystem has never been short of package management and environment management tools, from the classic pip and virtualenv to pip-tools and conda to the modern Poetry, PDM, and so on. Each tool has its area of specialization, but often...

What is Page Setup and how do I access it? Page Setup is a tab in Gamma that allows you to make advanced changes to Gamma and how it is configured. You can perform a variety of actions, from changing the background of Gamma to configuring its Search Engine Optimization (SEO) meta...

JSONArray Basic Concepts JSONArray is an array structure for storing multiple JSON objects. Each element can be a JSON object, an array, or a basic data type (e.g. string, number, etc.). In Dify, using J...

Recently, I found an eye-catching domestic open source AI knowledge base framework: KAG (Knowledge Augmented Generation). KAG is jointly launched by Ant Group, Zhejiang University and many other organizations, focusing on...

Kimi Reading Assistant is a browser plugin that helps you send any web page you can see to Kimi, so that restricted content can also be read with Kimi.ai assistance. Why use Kimi Reading Assistant Compare the Web version of Kimi and the mobile version of Kimi...

Editor's Note: DeepSeek R1 is exploding in popularity, and a lot of people who didn't use AI much are now trying to chat with big models. Today's post is about how to properly talk to DeepSeek from the perspective of an inference model.Founder Park curated...

This project is designed to permanently use Xcode LLM/Apple Intelligence on any Mac without having to disable System Integrity Protection (SIP) or disabling it only once. Xcode LLM is only supported on macOS 15.0 and ...

It's useful to keep AI-generated character designs consistent across multiple scenarios, whether you're designing a cover for a book series or producing concept art. However, it's no easy task - especially when using an illustration style. To simplify the process, we've crafted this guide that covers what you need to do to create consistent character...

Traditional web crawler frameworks are versatile, but often require additional cleansing and formatting when processing data, which makes their integration with Large Language Models (LLMs) relatively complex. The output of many tools (e.g., raw HTML or unstructured JSON) contains a lot of noise and is not suitable for direct use...

Take Windows system as an example, the models pulled by Ollama are stored in C disk by default, if you need to pull more than one model, the C disk will be full, which affects the storage space of C disk. Therefore, this section will introduce how to use Ollama in Windows, Linux and Mac...

Question: Knowledge graphs are important, DeepSeek language model is hot, can it be used to build knowledge graphs quickly? I'd like to try DeepSeek for real to see how it does at extracting information, integrating knowledge, and creating graphs out of thin air. METHODS: I did three experiments to measure...

Background: why you need public access n8n n8n is a powerful open source workflow automation tool that allows users to connect different applications and services to create automated processes. However, during use, many of n8n's App nodes (especially those involving third-party services granting...

Project Overview By integrating DuckDuckGo search API, we can give real-time web access and intelligent Q&A capability similar to New Bing to common large language models. Reuse the existing function calling function of large models to realize efficient and flexible...

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...

Introduction Welcome to the world of Leonardo Alchemy! This advanced tool brings unprecedented detail and control to your creative process. Enhance your designs with dramatically improved high resolution, contrast enhancement, resonance, and more. Whether you're new to creating or...

Preface Some time ago, I hoarded some APIs in my hand, which I don't use much, mainly for the AI summary function of the blog. And my elfin mind often forgets account passwords for these platforms, which made me decide to use OneAPI for unified management. Although the author of OneAPI provides...

In the development work, the daily trivial code modification, command execution and context switching often make us tired to deal with. Recently, I experienced Cline, a VS Code extension designed for developers, and it feels like having an intelligent assistant that understands code, and the experience has been non...

Getting Started - Meet Conch AI Videos Prompt Prompt is a key constructed from your inspiration and creativity that can unlock the door to the fantasy world of AI. Whether you're new to AI for the first time or a veteran who is already proficient in using AI to empower productivity through clear...

Introduction The first hour of using Tana convinced me that it would be a very interesting product. On the first day, I realized that it had the potential to be similar to Notion databases, and I also experienced a silky smooth outlining experience compared to Logseq, as well as a much smoother outlining experience compared to Roam R...

🎉 Hey, friends! 🎉 👀 Have you noticed? Since the crazy rise of AI technology, the novel short video has advanced from the past stress-reducing video and landscape video to using real comic images! It has directly exploded all the major short video platforms, and because of the differences, the content is again a blend of those who like to read novels and comics...

GPUStack is an open source Big Model-as-a-Service platform that efficiently integrates and leverages a variety of heterogeneous GPU/NPU resources such as Nvidia, Apple Metal, Huawei Rise, and Moore Threads, to provide local, privately deployed Big Model solutions. GPU...

A First Look at MCP MCP (Model Context Protocol), is a protocol developed to standardize how applications provide context for large models.MCP provides a standard way of providing data, tools for LLMs.Using MCP will make it easier to con...

In recent years, Large Language Modeling (LLM) technology has been developing at an unprecedented rate and gradually penetrating into various industries. At the same time, there is a growing demand for local deployment of LLMs.Ollama, a convenient local large model deployment tool, is recognized for its ease of use and its support for DeepSe...

Based on CrewAI's multi-intelligence collaboration and the Cohere Command-R7B Big Model, the system automates the entire process from research to writing, like having a 24-hour newsroom Core Functions: Research and analysis: by the first AI ...

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 ...

Vibe Coding: code disappears, a new wave of intuition-driven software development? The exponential growth of generative artificial intelligence is reshaping industries, and software development is no exception. Around the beginning of 2025, a new wave of thinking began to take hold in Silicon Valley: the development of...

Do you want to use the Local Large Language Model (LLM) inside Obsidian, just like ChatGPT, and completely free of charge? If the answer is yes, then this guide is for you! I will walk you through installing and using Dee...

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...

If you've been intrigued by AutoGen's potential but hesitated due to its seemingly complicated setup, you're not alone. Many beginners encounter similar challenges when working with digital assistants and AI workflows. But don't worry, the latest AutoGen Studi...

Qwen Chat, the overseas version of Qwen Chat, was released some time ago and was widely praised. Qwen Chat utilizes the second-developed Open WebUI chat interface to access the full range of big models of Qwen, and the Qwen2.5-plus closed-source modeling capability is very excellent....

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

Recently, MCP (Model Context Protocol) has garnered a lot of attention in the tech enthusiast and developer community. This technology aims to simplify the way Large Language Models (LLMs) interact with various external tools and services, promising to reshape the way we...

Author: Han Fangyuan, author of "Dify on WeChat" open source project 1. Overview WeChat, as the most popular instant messaging software, has a huge amount of traffic. WeChat's friendly chat window is a natural AI application LUI (Language User Int...

I've published many tutorials on Ollama installation and deployment before, but the information is quite fragmented, this time I've organized a complete tutorial on how to use Ollama on local computers in one step. This tutorial is geared towards beginners to avoid stepping on potholes, and we recommend reading the official Ollama instructions if you are able to do so....

This is a reprinted article, according to the previously written: "Using intelligent programming tools Trae to create an all-purpose writing platform", the next episode will be about how to use Trae to empower the local knowledge base, by the server crash restrained for two days, happened to read this article on the borrowed flowers, as the original article's sister...

With the popularity of Large Language Models (LLMs) and various AI services, it is becoming increasingly common for developers to integrate these capabilities in their applications. However, directly invoking API endpoints from service providers such as OpenAI, Hugging Face, and others often brings with it a host of management...

Introduction Ollama provides a powerful REST API that enables developers to easily interact with large language models. With the Ollama API, users can send requests and receive responses generated by the model, applied to tasks such as natural language processing, text generation, and so on. This paper will ...

OpenManus: The Fire of Manus and the Breakthrough of OpenManus Recently, there is a big event in the AI circle, that is, the emergence of Manus AI Agent.Manus with its powerful functions and flexible use, quickly attracted countless eyes ...

Note: This article uses Dify v0.7.2. This chat flow shows how to build a chatbot for outpatient guidance that can collect patient data via web or voice dialog. Simply understood, this means that the patient is given a recommendation for a department based on patient information (age, gender, and symptoms). ...

Q: How can I get AI to better analyze my structured data (Excel/CSV)? The content is very long it feels like some of it is being thrown away A: AI can't process very long content at once due to the limitations of the context window. In addition, the big language model itself is not good at math operations, so it...

Often friends ask if there are any tools for generating better quality PPTs. "Making PPT is harder than writing content!"

In the previous article "Local Deployment of DeepSeek-R1 and WeChat Bot Access Tutorial", we realized the local deployment of DeepSeek-R1 and access to the WeChat Bot, so that it can chat with us, today, I want to share with you a more interesting way to play: how to give our...

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 ...

FLUX is the first set of models released after the departure of the original stable diffusion team, and the overall capabilities are outstanding! Locally to run Flux smoothly you need at least 17G of video memory, which is a big challenge for many computer users. Although there are some platforms online that provide online...

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...

Overview DeepSeek is a groundbreaking open source big language model that revolutionizes AI conversational interactions with its advanced algorithmic architecture and reflexive chaining capabilities. With a private deployment, you have full control over data security and usage security. You can also flexibly adjust the deployment scheme...

Overview Live Generation is an addition to our family of real-time features on the Leonardo.Ai platform. It lets you instantly see images being generated and changed as you type text. You can constantly restate, rewrite and refine your ideas. About real-time generation Refinement...

Imagine having a private AI application that is self-contained, confidential, analyzes local text, provides accurate conversations at all times, and has networked search capabilities. In this article, we'll take you step-by-step through the process of building DeepSeek + Ollama...

Natural Language Interactive Database Reading and Writing Toward the end of the year, ushering in the bidding season, the preparation of large documents such as bidding documents is often a headache. Not only do you need to ensure that the content is accurate and professional, but also highlight the advantages of the enterprise, both test professional knowledge, but also requires copywriting skills. Even with both, it still takes time...

Background: n8n Challenges Integrating with the RAG Knowledge Base n8n is gaining traction as a powerful open source automated workflow tool. It was founded in 2019 by Jan Oberhauser, former visual designer of Pirates of the Caribbean, with the aim of...

Canvas Editor is a powerful image editing tool that lets you make fine adjustments to your images, remove unwanted elements, and even create new content using advanced image repair and expansion techniques. With the [new release of Canvas Editor], you can now have more detailed control over image modifications...

Automated generation of AI comics, to rely on special aids, in the normal order of operation, after getting the sales license, you should start from the generation of audio, and do not need to manually create the novel sub-script and the corresponding screen cue words. This tutorial is only for learning the principles. If you want to practice quickly, just find the tools yourself...

Thanks to Tencent Cloud Cloud Studio, thanks to DeepSeek DeepSeek-R1 In today's world of rapid development of artificial intelligence and big model technology, more and more developers and researchers want to experience and fine-tune big models for themselves in order to better understand and apply these advanced techniques...

Step 1: Connect to a data source Visit the [My Files] tab and click the "Add File" button in the center of the screen. Select Upload File to upload a file in any format for Julius to analyze or edit, be it a CSV, Excel, JSON file...

Introduction Training your own image generation models using Leonardo.Ai can be a highly fulfilling experience once you have mastered an effective method. Model fine-tuning, which is its formal name, is a powerful feature that allows you to customize the output to your stylistic needs. In the tour...

[bilibili]https://www.bilibili.com/video/BV1dSzGYvEUQ/?share_source=copy_web&vd_source=b66a94312...

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...

Introduction This section learns how to use Modelfile to customize the import of models, which is divided into the following sections: Importing from GGUF Importing from Pytorch or Safetensors Importing from Models Directly Importing from Models Customizing Prompt ...

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...

Prompt design with Lovable, a list of strategies and approaches. To help you get the most out of Lovable, we've compiled a list of prompt design strategies and approaches. These strategies are partially derived from our team's experience and partially shared by community members. What is a cue...

It's been a long time since I've experienced Dream AI, but this time I found that it has changed a lot. The most surprising thing is to find a "Picture 2.1" image generation model, which states "Stable structure and strong film texture support the generation of Chinese and English fonts." I don't know whether the model's native ability to generate Chinese, or in the image generation...

Transit large model API in the country is an essential service, such as the most well-known One API, in addition to this will be commonly used cloudflare vercel huggingface to solve the API proxy load and security issues. Even to ensure that the proxy service ...

Introduction This document describes how to use Ollama in a Python environment to integrate with LangChain to create powerful AI applications.Ollama is an open source deployment tool for large language models, and LangChain is a...

General Introduction serverless-qrcode-hub is an open source tool designed to solve the problem of frequent failure of QR codes in WeChat group chats. It is based on Cloudflare Workers and D1 databases , without the need for traditional servers to run ...

Introduction This section learns how to complete the installation and configuration of Ollama on a Linux system, as well as updating Ollama, installing specific versions, viewing logs and uninstalling. I. Quick Installation Ollama Download: https://ollama...

With the continuous progress of artificial intelligence technology, there is an increasing demand for building personalized intelligent bodies. Although there are already some intelligent body platforms in China, such as Doubao Buckle, these platforms require developers to upload their code and data to third-party servers, which may bring about for some customers with sensitive business information...

VS Code 1.99 Introduces Model Context Protocol Support Visual Studio Code (VS Code) officially introduces support for the Model Context Protocol (MCP) in its 1.99 release.

1. select the `Image to Video` tab 2. upload a new image, or select an existing image from your footage Two options will be displayed when the cursor is hovered over the Add Image `AddImage` block. Select a clip by clicking...

With the increasing abundance of digital information today, effectively capturing, organizing and utilizing web content has become a key skill. Many users who have tried tools such as Notion, Instapaper or Readwise may encounter incomplete content capture, inconvenient retrieval management...

In this article, we'll take a brief look at how to use the Ollama API in Python.Whether you're looking to have a simple chat conversation, work with big data using streaming responses, or want to do model creation, copying, deletion, and more locally, this article can guide you...

Welcome to Leonardo.AI! It's a pleasure to meet you. This guide will walk you through how to create your first images on our pioneering AI innovation platform. Create visuals, whether they are illustrations or marketing visuals, with unrivaled quality, fast speed and style of a...

Today we introduce you to a powerful open source multimodal model - Janus-Pro, the latest version of DeepSeek's Janus series. It can not only read pictures and answer questions, but also generate pictures based on text descriptions. In short, it integrates something like GPT-4...

For DeepSeek-R1 in daily office use, directly in the official website is the best choice, if you have other concerns or special needs... If you have other concerns or special needs, you must deploy DeepSeek-R1 locally (with a one-click installer), here's a tutorial for you. If...

Today I'm sharing a super cool AI programming open source project - Bolt.DIY! Free to deploy! Free to use! Totally free! Interested partners please like the collection, go try it! Bolt.new is an AI-driven full-stack development platform, through natural language description on...

Overview Live Canvas is the result of the latest image conversion technology that we have adopted. This feature quickly transforms your drawings into stunning works of art, revolutionizing the way users interact with AI to generate images. It provides an immersive and intuitive creative experience, like painting digitally...

As AI-assisted software development grows in popularity, a key challenge has emerged: how to enable AI coding assistants to have the same cross-session "memory" as human developers, remembering and applying a project's coding specifications, preferences, particular processes, and even requirements details. Currently, the popular...

My best AI programming partners at the moment are Lovable and Cursor. bolt.new and windsurf, which are also very good, I chose the first two because the ceiling is high enough. Lovable's website: https://lova...