CreatiLayout: A New Paradigm for Layout-to-Image Generation

by
CreatiLayout: A New Paradigm for Layout-to-Image Generation

Introduction This paper shares the research titled CreatiLayout: Siamese Multimodal Diffusion Transformer for Creative Layout-to-Image Generation, proposed by Fudan University & ByteDance. It introduces a new paradigm for layout-to-image generation that supports controllable image generation under the MM-DiT framework based on layouts! Pytorch training camp, mastering code implementation in two weeks Comprehensive tutorials on various … Read more

2025: The Year of AI Agents – Building Multi-Agent Systems with CrewAi and Gemini 1.5

by
2025: The Year of AI Agents - Building Multi-Agent Systems with CrewAi and Gemini 1.5

2025: The Year of AI Agents – Building Multi-Agent Systems with CrewAi and Gemini 1.5 As many experts predict, 2025 is gradually becoming the year of agent-based artificial intelligence. This emerging field is poised to redefine the way we interact with technology by introducing highly autonomous systems that can make decisions and execute complex tasks … Read more

CreatiLayout: A New SOTA for Layout-to-Image Generation

by
CreatiLayout: A New SOTA for Layout-to-Image Generation

Source: I Love Computer Vision This paper shares the work titledCreatiLayout: Siamese Multimodal Diffusion Transformer for Creative Layout-to-Image Generation, proposed by Fudan University and ByteDance, introducing a new paradigm for layout-to-image generation that supports controllable image generation under the MM-DiT architecture based on layouts! Paper link: https://arxiv.org/abs/2412.03859 Project homepage: https://creatilayout.github.io Project code: https://github.com/HuiZhang0812/CreatiLayout Project Demo: … Read more

Basic Configuration of Crew.ai Knowledge Base

by
Basic Configuration of Crew.ai Knowledge Base

In the field of artificial intelligence, knowledge base systems are one of the core components for building intelligent agents.　 　 CrewAI’s memory system provides a comprehensive and flexible knowledge management solution by combining RAG (Retrieval-Augmented Generation) technology with traditional database storage.　 　 This article will take you step-by-step through configuring the knowledge base using Crew.ai, … Read more

Threat SY System Based on crewAI Multi-Agent Framework

by
Threat SY System Based on crewAI Multi-Agent Framework

I came across a post by He Ge titled “The Era of Large Models Has Arrived! AI Agent Enters the 2.0 Era..” In the article, Kimi’s capabilities in intelligence mining were mentioned. Recently, I tested the crewAI multi-agent system to complete an SY report for a specific ID. At that time, I only completed part … Read more

crewAI: An Intelligent Framework for Collaborative AI Assistants

by
crewAI: An Intelligent Framework for Collaborative AI Assistants

What is crewAI? It is an open-source framework that orchestrates role-playing AI agents, facilitating collaboration to seamlessly connect these AI agents to tackle complex problems. Does that sound a bit stiff and hard to understand? Let me give you an example: “I want to output a technical article about AI.” How do we do this … Read more

Building Efficient Collaborative AI Agents with CrewAI

by
Building Efficient Collaborative AI Agents with CrewAI

Click the blue text above to follow us 1. Introduction AI Agents development is a hot topic in the current software innovation field. With the continuous advancement of Large Language Models (LLMs), the integration of AI agents with existing software systems is expected to see explosive growth. With AI agents, we can accomplish tasks that … Read more

Mastering CrewAI Secrets 2: Build Intelligent Workflows with Flows

by
Mastering CrewAI Secrets 2: Build Intelligent Workflows with Flows

Event-Driven AI Workflows Workflows allow us to coordinate tasks and manage teams. Previous Chapter: • We can link multiple teams and tasks together to build AI workflows. • Workflows share state between different tasks. • It is event-driven, and tasks can trigger subsequent tasks based on specific events. • We can implement conditional logic, loops, … Read more

Guide to Using CrewAI: A Large Language Model Agent Collaboration Tool

by
Guide to Using CrewAI: A Large Language Model Agent Collaboration Tool

This article introduces the core concepts, regular operations, and tool usage of the large language model agent collaboration tool CrewAI. Official website: https://www.crewai.com Github: https://github.com/joaomdmoura/crewAI 1. Agent – What is an agent? (1). Agent Properties (2). Creating an Agent (3). Conclusion 2. Task – Overview of Tasks (1). Task Properties (2). Creating a Task (3). … Read more

Automating Comic Creation with CrewAI Agents: Generating Creative Content

by
Automating Comic Creation with CrewAI Agents: Generating Creative Content

Introduction Once upon a time, creating a comic book was a tedious process that required writers, illustrators, and countless hours of effort. Today, artificial intelligence serves as a powerful tool that enhances the capabilities of creative professionals. Imagine handing a short story to an AI and watching it help transform that story into a vibrant, … Read more