Agent vs. GPT-5: Andrew Ng’s Insights on Four Agent Design Paradigms

Agent vs. GPT-5: Andrew Ng's Insights on Four Agent Design Paradigms

Professor Andrew Ng recently shared his views on Agents at the Sequoia AI Summit. Although some media outlets have reported on this, they sacrificed accuracy for the sake of timeliness by using machine translation, which increased unnecessary reading barriers. The Agent Universe has reorganized and translated a version that retains Professor Ng’s original intent while … Read more

Detailed Analysis of Crew.ai Agent Workflow | AI Work Mode

Detailed Analysis of Crew.ai Agent Workflow | AI Work Mode

In today’s rapidly evolving technological landscape, artificial intelligence (AI) agents have become key tools for optimizing workflows, improving efficiency, and reducing labor costs. Recently, Google released a white paper on AI Agents, and industry insiders have even directly defined 2025 as the era of Agents. Recently, I tried Crew.ai, an advanced AI agent platform that … Read more

Understanding the Agent White Paper: Five Common Misconceptions About AI Agents

Understanding the Agent White Paper: Five Common Misconceptions About AI Agents

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

Three Major Failure Modes of AI Agents: Planning, Tool, and Efficiency Issues

Three Major Failure Modes of AI Agents: Planning, Tool, and Efficiency Issues

The unprecedented capabilities of foundational models have opened the door to developing previously unimaginable AI agent applications. These new capabilities finally enable us to develop autonomous, intelligent agents that can serve as our assistants, colleagues, and coaches. They can help us create websites, collect data, plan trips, conduct market research, manage customer accounts, automate data … Read more

Learn AI Agent Development in 11 Days: Day 6 – Integrating Web Search

Learn AI Agent Development in 11 Days: Day 6 - Integrating Web Search

In previous days, we introduced various capabilities for the Agent, including integration with local knowledge bases, database queries, and simple functions. The details are as follows: Learn AI Agent Development in 11 Days, Day 5: Integrating RAG with Agent. Learn AI Agent Development in 11 Days, Day 4: Creating Agent with Llama-index. Learn AI Agent … Read more

Agentic RAG: The Upgraded Version of RAG

Agentic RAG: The Upgraded Version of RAG

In recent years, the technology of Retrieval-Augmented Generation (RAG) has gained significant attention in the field of artificial intelligence. However, as demands have become more complex, traditional RAG has shown limitations in handling multi-step reasoning and external tool calls. To address this, Agentic RAG has emerged as an upgraded version of RAG, showcasing more powerful … Read more

Agentic Security: The Future Beyond SOAR

Agentic Security: The Future Beyond SOAR

Since April, I have been tracking the development of security startups, particularly in the areas related to agents and agent workflows. At that time, there were only a handful of security companies researching the concept of agents and making tangible progress. In just over six months, I have seen a significant increase in newly established … Read more

Introduction to Agentic RAG Architectures

Introduction to Agentic RAG Architectures

This article mainly introduces the seven most common RAG architectures and the latest Agentic RAG. Most Popular RAG Architectures Naive RAG: The most basic architecture, which includes a simple document retrieval, processing, and response generation process. Retrieve-and-rerank: Adds a reranking step on top of the basic RAG, which can optimize the relevance of retrieval results. … Read more