AI Agents

Security Risk Analysis of Large Models and Multi-Agent Systems (Part 1)

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Security Risk Analysis of Large Models and Multi-Agent Systems (Part 1)

With the rapid development of artificial intelligence (AI) technology, intelligent agents (AI Agents) and multi-agent systems (Multi-Agent Systems) based on large language models (LLMs) are increasingly penetrating various application fields, from simple conversational assistants to complex autonomous decision-making systems. At the same time, the emergence of Model Context Protocols (MCP), which serve as a critical … Read more

Practical Implementation of Multi-Agent Systems in Healthcare

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Practical Implementation of Multi-Agent Systems in Healthcare

I have been following the practical implementation of multi-agent systems in healthcare, and today I came across a multi-agent project: Smart Health Agent, which has a high level of code completion and represents a realistic approach to multi-agent systems. I would like to share some of my observations and judgments based on this project. 1️⃣ … Read more

Do We Need Multi-Agents?

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Do We Need Multi-Agents?

This article compares and analyzes the viewpoints and methods of “Don’t Build Multi-Agents” and “How We Built Our Multi-Agent Research System.” Both articles express their opinions and arguments on the question of whether to create Multi-Agents. 1. Main Points and Arguments of “Don’t Build Multi-Agents” Main Argument: Walden Yan argues in “Don’t Build Multi-Agents” that … Read more

Practical Experience with Multi-Agents from Anthropic: How We Built a Multi-Agent Research System

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Practical Experience with Multi-Agents from Anthropic: How We Built a Multi-Agent Research System

When building an agent system, the performance of a single agent always has its bottlenecks. When the complexity of tasks crosses a certain threshold, the “Multi-Agents” architecture becomes a necessary path. Claude has recently made groundbreaking attempts in the field of multi-agent research systems, fully disclosing the architectural design challenges, prompt optimization strategies, and practical … Read more

Is Multi-Agent Better than Single-Agent?

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Is Multi-Agent Better than Single-Agent?

Recently, Anthropic and Devin each published a blog post, one advocating for the use of Multi-Agent systems and the other arguing against it. Their viewpoints seem completely opposite, but in fact, they are not. One discusses how to be an ‘Engineer’, while the other talks about how to be a ‘Researcher’. Although their perspectives appear … Read more

In-Depth Insights: A Guide to Key Development Trends of AI Agents in 2024

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In-Depth Insights: A Guide to Key Development Trends of AI Agents in 2024

Today’s AI agents are capable of perceiving, making decisions, and taking actions independently. With the rise of large language model (LLM)-driven AI agents, we are on the brink of a new era: AI agents may form their own societies and coexist harmoniously with humans. Below, we will discuss what AI agents are, why they are … Read more

Introduction to AI Agents: Building a PDF Parsing and Summarization Agent to Avoid Blind Reading!

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Introduction to AI Agents: Building a PDF Parsing and Summarization Agent to Avoid Blind Reading!

Click the “blue text” to follow us I am a self-taught AI enthusiast, hoping to maximize the use of AI to save time and enhance productivity in this era.I will continue to share my learning notes here, and if you are also interested, feel free to follow me and learn together! 01 Background of the … Read more

The Arrival of AI Agents in Industrial Intelligence

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The Arrival of AI Agents in Industrial Intelligence

Have you ever thought about how, in the future factories, production lines could think autonomously, adjust flexibly, and quickly adapt to various changes like humans? This is not a scene from a science fiction movie; with the emergence of AI Agents in industrial intelligence, all of this is gradually becoming a reality. In the era … Read more

Understanding the Boundaries of Intelligence: Do Large Language Models Have Agency?

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Understanding the Boundaries of Intelligence: Do Large Language Models Have Agency?

Click Follow us by clicking the blue text aboveCover Image:True “Agentic AI” requires intrinsic motivation, predictive models of the world, and sociality. “ 𝕀²·ℙarad𝕚g𝕞 Intelligent Square Paradigm Research: Writing Deconstructs Intelligence, Paradigm Enhances Cognition Current large language models (LLMs), despite exhibiting astonishing intelligence, do not possess true “agency”. The behaviors we perceive as LLM “agents” … Read more

The Challenges of AI Development in China and the Opportunities of AI Agents

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The Challenges of AI Development in China and the Opportunities of AI Agents

By 2025, AI has transformed from a cutting-edge concept into one of the core tools driving productivity changes, influencing the global business community in unprecedented ways. From corporate strategic planning to employees’ daily tasks, it has become integral. In contrast, the AI industry in China presents a unique landscape: on one hand, while models like … Read more