Personal Opinion: The commercial hype around intelligent agents is currently rampant, but there are very few “killer applications” that have landed successfully. I believe the main reason is that the application direction of intelligent agents has gone astray. Large language models are probabilistic models, and applying a single intelligent agent in a scenario with high … Read more
“If models can be trained, can intelligent agents be trained too?” The answer is, yes! Crew.ai provides training methods for intelligent agents. Through training, the decision-making and problem-solving capabilities of the agents can be enhanced. The core training method is autonomous learning and iterative training, this method emphasizes the agent’s continuous learning and optimization of … Read more
From “Deep Blue” to AlphaGo, and now to ChatGPT, the artificial intelligence industry has experienced ups and downs for decades. ChatGPT has sparked heated discussions in the internet and global markets, accompanied by major signals from domestic and international internet giants such as Google, Meta, and Baidu, increasing public curiosity and expectations for “AI.” What … Read more
With the rapid development of artificial intelligence technology, the concept of Intelligent Agent has gradually entered the public’s view. So, what is an Intelligent Agent? Why can it become the mainstream form of AI applications in the future? This article will answer these questions for you. An Intelligent Agent, as an important concept in the … Read more
In today’s rapidly advancing technological era, the term “intelligent agent” has gradually entered the public eye, becoming a hot topic of discussion. So, what exactly is an intelligent agent? An intelligent agent, known in English as an AI Agent, is a system that mimics human intelligent behavior. It is like a “smart brain” with rich … Read more
The recently released “Agent White Paper” has sparked widespread attention. https://www.kaggle.com/whitepaper-agents Chinese Version https://arthurchiao.art/blog/ai-agent-white-paper-zh/ This report delves into the concept, capabilities, and future development of AI agents. However, amidst the excitement, we have also discovered some misconceptions about agents. Today, we will discuss five areas regarding AI agents that are most easily misunderstood, based on … Read more
Machine Heart Column Machine Heart Editorial Team Case-based reasoning empowers large model agents to tackle automated data science tasks. Teams from Jilin University, Shanghai Jiao Tong University, and Wang Jun’s team have released a framework focused on data science called DS-Agent. In the era of big data, data science encompasses the entire cycle of extracting … Read more
Note: AI agents are sometimes not the right tools for the job. Recently, a popular prediction is that software engineering will primarily be done by AI agents working autonomously in the background, while human developers mainly manage and guide these agents (supported by figures like Mark Zuckerberg and others). This differs from the “co-pilot” model … Read more
Welcome to the 22nd session of the Demystifying AI course! Today, we will explore the mysteries of AI Agents, understanding their development history, core capabilities, and future trends. AI Agents, also known as intelligent agents, are gradually changing the way we live and work. Let’s take a look at how they work! 1. Development History … Read more
Speaking of AI Agents, it’s like giving machines a brain, allowing them to automatically complete tasks. Today, we will discuss four particularly popular AI Agent workflow design patterns to help you understand the little secrets behind this high technology. Event-Driven AI Agent Event-Driven AI Agent acts like a super guardian, always waiting for something to … Read more