AI workflows

Rust as an Alternative for Building AI Workflows: From Technical Breakthroughs to Enterprise Implementation

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In 2025, when Cloudflare announced its AI inference workflow achieving over 5000 concurrent tasks on a single node, the entire industry was left wondering: Why Rust? This system programming language, renowned for its memory safety, is quietly revolutionizing the field of AI workflow orchestration. While the Python-dominated LangGraph ecosystem is convenient, it exposes a communication … Read more

Three Steps of PLC Workflow, Yet 90% of Engineers Are Left Outside!

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Dear friends, I am Electrician Old Li. In our modern factories, PLCs are the “central nervous system” and hold a very important position. But did you know? It seems complex and mysterious, yet the workflow actually consists of three steps: input sampling, program execution, and output refreshing. However, within these three steps lies a lot … Read more

Three Steps of PLC Workflow, Yet 90% of Engineers Are Left Outside!

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Three Steps of PLC Workflow, Yet 90% of Engineers Are Left Outside!

Dear friends, I am Electrician Old Li. In our modern factories, the PLC is indeed the “nerve center” with a very important status. But do you know? It seems complex and mysterious, but the workflow actually consists of three steps: input sampling, program execution, and output refreshing. However, within these three steps lies a lot … Read more

Practical Tool! Qwen Version of Universal Migration LoRA: Helping Developers Quickly Achieve Multi-Domain Migration of AI Models and Improve Adaptation Efficiency

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Practical Tool! Qwen Version of Universal Migration LoRA: Helping Developers Quickly Achieve Multi-Domain Migration of AI Models and Improve Adaptation Efficiency

1. Introduction to Qwen Version of Universal Migration The Kontext Universal Migration has been upgraded to the Qwen Image Edit version, inheriting features such as one-click outfit and item changes, and an ultra-high card draw rate. It further enhances generation stability and detail performance, resulting in smoother effects and superior image quality, reaching commercial-grade standards, … Read more

As a Product Manager, I Used Workflow Thinking to Understand Python Debugging!

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As a Product Manager, I Used Workflow Thinking to Understand Python Debugging!

Hello everyone, I am Da Cheng! I am a product manager, and I usually drag and drop workflows in Coze, which is as smooth as flowing water. But to be honest, my programming skills are only at the level of ‘hello world’. However, sometimes when business requirements become complex, or when I want to localize … Read more

99% of People Misuse the Dify Workflow HTTP Node: This is True Automation

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99% of People Misuse the Dify Workflow HTTP Node: This is True Automation

To be honest, when we orchestrate workflows in Dify, don’t we often feel like we’re conducting research in a well-equipped, powerful “clean laboratory”? The tools are complete, the logic is clear, and the AI models each have their roles, everything is orderly. But this laboratory is closed. Your AI assistant, no matter how intelligent, can … Read more

Detailed Explanation of LoRA Stack and ControlNet Stack Node Parameters

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Detailed Explanation of LoRA Stack and ControlNet Stack Node Parameters

Overview of Node Functions: LoRA Stack: Used for batch loading and applying multiple LoRA models, achieving composite control over generation styles, characters, painting styles, etc. ControlNet Stack: Used for batch loading and applying multiple ControlNet models, achieving precise joint control over image composition, posture, depth, edges, and other dimensions. Both are designed as “stacks”, allowing … Read more

Practical Exercise: Creating an Agent via API Using the POST Method of the HTTP Request Node & JSON Serialization Node

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Practical Exercise: Creating an Agent via API Using the POST Method of the HTTP Request Node & JSON Serialization Node

Basic Knowledge Operational Steps Step 1: Open the Kouzi Development Platform Step 2: Workspace – Resource Library – +Resource Step 3: Create Workflow Step 4: View the “Create Agent” documentation, open in a new tab Step 5: Documentation – Authorization – Personal Access Token, modify the token’s permissions Step 6: Add the “HTTP Request” node … Read more

Building an Intelligent Agent for Children’s Storybooks Using Workflow and Multi-Agent Modes in Just One Minute

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Building an Intelligent Agent for Children's Storybooks Using Workflow and Multi-Agent Modes in Just One Minute

Case Practice: Children’s StorybookPractice Approach: Attempting both Workflow and Multi-Agent modesPractice Platform: Tencent Cloud Intelligent Agent Development Platform First, the conclusion : The Multi-Agent mode is extremely simple; after adding plugins and prompts, you can start generating, saving time and effort! However, the images are currently not tiled; the Workflow mode takes more time, but … Read more

Detailed Explanation of Multi-Agent Systems

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Detailed Explanation of Multi-Agent Systems

Why Use Multi-Agent SystemsSingle LLM (Large Language Model) agents are already very powerful, but their capabilities remain limited when handling tasks individually. For complex multi-step tasks, they appear less professional and the process is not sufficiently clear. Currently, multi-agent systems have become an effective solution for addressing complex workflows.By breaking down complex problems into several … Read more