What is an AI Agent? Understanding the Components of AI Agents

What is an AI Agent? Understanding the Components of AI Agents

Click the blue text to follow us In the previous article, we introduced the interaction methods between users and LLMs, and briefly discussed multi-agent systems (the four modes of user interaction with large models (LLMs) and an introduction to multi-agent systems (MAS)). This article introduces the components of an AI Agent. Agents are complex units … Read more

Design Reference: Four-Legged Robot Design

Design Reference: Four-Legged Robot Design

The core of the design of the four-legged robot lies in balancing performance, reliability, cost, maintainability, and usability, making it a practical, deployable, and economically viable tool for addressing specific industrial pain points such as hazardous environment inspections, flexible logistics over large areas, and inspections of unstructured spaces.01 –Core Functionality and Performance Definition– Mobility and … Read more

Why Do Multi-Agent Systems Fail in Task Execution?

Why Do Multi-Agent Systems Fail in Task Execution?

Click the blue text to follow us Recently, scholars from the University of California, Berkeley published a paper titled “Why Do Multi-Agent LLM Systems Fail?”, analyzing and summarizing the failure modes of multi-agent systems. I have tried several popular multi-agent development frameworks, and while the demo examples can run successfully, there is still a distance … Read more